7 Forex Trading Tips for Beginners - Make Money Online

[EVENT] Programa de Ajuste de Precios Agrícolas

The Cuban Government has announced that it plans to begin implementation of a policy designed to deal with the issue of an over large agricultural surplus. Cuba is currently one of the world's most productive nations in terms of food, with the country having good farmland and excellent fisheries. However, though trade in foodstuffs was booming up until three years ago, since then the international demand for food has greatly reduced, and the value of bulk foodstuffs, mainly fish, cassava and tropical fruits, has dwindled. At best prices are now 2/3rds of their value three years ago, even as little as one half. The effects of this have been devastating.

Three harvests in a row, as much as one half of the Cuban agricultural output has gone to waste. The supply of forex into the country has dried up, and the domestic market has been flooded with cheap foodstuffs, decimating the agricultural sector, which is the lifeblood of the Cuban economy.

In just three years many thousands of small and tenant farmers have lost their land, either forced to mortgage to the point of repossession, unable to make their rent, or just plainly unable to cover the costs of their farms running. Many have been forced to sell their land to large land owners and either migrate to the cities, where at least there is a growing industrial economy to seek employment in, or to continue on land they once owned as tenant farmers.

It is to counter this crisis that the Cuban Government has enacted the 'Programa de Ajuste de Precios Agrícolas' (PAPA). PAPA will involve the purchase by the government of large amounts of Cuba's surplus production, which will then be destroyed. Foodstuffs will be dumped into the sea or burned, fish will be tipped off the end of the piers, farmers will be paid not to plant crops and fishermen to keep their boats in harbour. This policy, largely paid for by a bailout loan from Our Treasured Republic, will hopefully have the intention of boosting the price of foodstuffs in the Cuban market, and stabilising the income of Cuba's farmers.

Critics of the program (few and far between are those who will raise their voices in dissent, but a growing number among the growing urban working class) point out that this has a multiple of problems:
submitted by MrManAlba to PostWorldPowers [link] [comments]

Some news you may have missed out on part 61.

-Karachi is Planning to Restart Tram Services
Sindh Government is planning to restore the glory of old Karachi area and is planning to rebuild tram services. For the construction and operations of tram service, the provincial government is looking to acquire services of Austrian experts. The Sindh Chief Minister, Murad Ali Shah, met with the Pakistani ambassador posted in Vienna, Mansoor Ahmed Khan, at CM House Karachi. In the meeting, both discussed ways to improve relations with the Austrian government in the field of technical education, renewable hydropower and city planning for Karachi.
-Pakistan’s logistics market reaches $34.2bln
Pakistan’s logistics market has reached $34.2 billion with annual growth of 18 percent, a minister said on Saturday, while unveiling a plan for state-owned postal operator to enter into ecommerce business. Minister for Postal Services Murad Saeed said future initiatives of Pakistan Post would be compatible with the contemporary needs of existing times.
“This would include an entry into the ecommerce business,” Saeed said at a meeting. The minister announced a pilot project for microfinance loan disbursement of Khushhali Bank through Pakistan Post. The project will be piloted by the first week of January and will formally be inaugurated by the mid of January.
-Pakistan Army inducts indigenous built Multiple Launch Rocket system in Artillery Corps
As per the media report, Pakistan Army has inducted A-100 rocket in Multiple Launch Rocket System (MLRS) of its Corps of Artillery. Media wing of the armed forces, the Inter Services Public Relations (ISPR) said A-100 rocket had been indigenously developed by Pakistani scientists and engineers. “With over 100 kilometers range the Rocket is a highly effective and potent for interdiction that can effectively disrupt enemy’s mobilization and assembly,” said the ISPR.
-$15 billion investment package likely from UAE including mega oil refinery in Pakistan
Pakistan is likely to get $ 10 -15 billion investment package from UAE , likely to be announced during the visit of Crown Prince, sources said. Abu Dhabi Crown Prince Sheikh Mohammed bin Zayed bin Sultan Al-Nahyan is expected to announce the facility for Pakistan during his visit to the country starting January 6. The sources added that Pakistan, in collaboration with the UAE , is also starting construction of Parco Coastal Refinery in Balochistan worth over $5 billion.
-Abu Dhabi crown prince to arrive in Pakistan on January 6
Crown Prince of Abu Dhabi Sheikh Muhammad bin Zayed Al Nahyan is scheduled to arrive in Islamabad on January 6, Express News reported.
Sheikh Mohammad, who is also Deputy Supreme Commander of the UAE Armed Forces, had accepted an invitation to visit the country extended by Prime Minister Imran Khan in a telephonic conversation last year. Sources the crown prince will be accompanied by a high-level delegation. He is expected to announce investments in Pakistan.
-Currency dealers offer to bring $1b a month
Currency dealers have brought $13 billion in Pakistan in the past eight years, including $1 billion since August 2018, to stabilise the country’s foreign currency reserves, the dealers claim. “Dealers contribute $200-300 million a month to the country’s reserves through commercial banks,” said Pakistan Forex Association President Malik Bostan while briefing Finance Minister Asad Umar.
“They (dealers) have the potential to bring up to $1 billion a month,” he told The Express Tribune after meeting the finance minister and Federal Investigation Agency (FIA) Director General Bashir Memon in Islamabad recently. A delegation of currency dealers, headed by Bostan, asked the minister that the government should offer Rs2 per dollar in rebate to attract higher remittances from overseas Pakistanis. The incentive would help currency dealers to realise their true potential and contribute maximum dollars to the country’s foreign currency reserves, it said.
-Imran, Erdoğan discuss bilateral relations, regional issues in Turkey
Prime Minister Imran Khan on Friday held a one-to-one meeting with President Recep Tayyip Erdoğan in Ankara during his two-day official visit to Turkey. Both the leaders discussed various issues including bilateral relations, national and international issues of mutual interests. A high-level delegation including Foreign Minister Makhdoom Shah Mahmood Qureshi, Finance Minister Asad Umar, Planning Minister Makhdoom Khusro Bakhtiar, Adviser on Trade Abdul Razak Dawood and Special Assistant to PM Zulfikar Bukhari is accompanying the PM during his first tour to Turkey.
-TLP chief Khadim Rizvi remanded to police custody for another 20 days
An anti-Terrorism Court (ATC) in Punjab capital city has granted a 20-day physical remand of Tehreek-e-Labbaik Pakistan (TLP) chief Khadim Hussain Rizvi and others. Civil Lines police officials, after producing Rizvi in court amid tight security, sought a 30-day remand of the firebrand cleric, Pir Afzal Qadri, Pir Ijaz Ashrafi, and Hafiz Farooqul Hassan.
-Pakistan prepares Terror Financing Risk Assessment Report for FATF crucial session
Pakistan has prepared Terror Financing Risk Assessment Report in line with the FATF conditions that would be scrutinized in face to face upcoming meeting of the FATF scheduled to be held next week at Sydney. “We will dispatch Terror Financing Risk Assessment Report to FATF on Friday (today) that basically identifies both domestic and foreign sources of funding being utilized for execution of terrorists’ activities,” confirmed by one top official.
-This city in Pakistan is going to use cow poo to power its buses
In a bid to freshen its air and cut planet-warming emissions, the Pakistani port city of Karachi will introduce cleaner-running buses powered by a decidedly "unclean" fuel: cow poo. With funding from the international Green Climate Fund, Karachi will launch a zero-emission Green Bus Rapid Transit (BRT) network, with 200 buses fuelled by bio-methane. Locals said the new bus system - due to start operating in 2020 - would help reduce air pollution and street noise, but doubted whether it would have enough buses to resurrect the city's ailing transport system.
"(Karachi's) public transport system has totally collapsed and most people have to use online taxi-hailing services (and) auto rickshaws," said commuter Afzal Ahmed, 45, who works as a medical sales representative. After management problems forced the Karachi Transport Corporation to fold some two decades ago, Chinese-imported buses running on compressed natural gas fell into disrepair and were taken off the road, worsening public transport woes, he noted.
-KP announces development package for Buddhist sites in Mardan
Khyber-Pakhtunkhwa government has announced a development package for preserving and promoting the Buddhist relics at Takht Bahi, Jamal Garhi and Shehbaz Garhi.
Senior Minister for Culture, Tourism and Youth Affairs Atif Khan said this during his visit to Buddhist sites in Mardan on Thursday. “The K-P government will develop Buddhist sites at Takht Bahi, Jamal Garhi and Shehbaz Garhi as international tourism destinations,” he said announcing plans to construct chairlift to facilitate the tourists"
-PM Imran Khan approves Rs 50 billion package for Karachi
Sindh Governor Imran Ismail has said that Prime Minister Imran Khan has given approval of funds of 50 billion rupees for Karachi that would be utilized to resolve the long standing issues of the metropolis. He was talking to media in Karachi today (Friday) after attending the International Property Expo. The Governor said we intend to start work to improve the condition of roads in the city and to lift the garbage that has marred the beauty of the city for a long time now.
He said work would also start soon to lift the debris of encroachments that have been razed to the ground.Talking about the transport projects, the Governor said that the Green Line Bus Service will be fully functional within 4 to 6 months. He said that work on the project by the Federal Government has been completed. He said Sindh Government is carrying out its work while provision of buses for the project by Sindh Government is also awaited.
-KP government launched mega project in 25 Tehsils of tribal districts
Khyber Pakhtunkhwa government launched a mega project of establishing new playgrounds and upgrading the existing ones in twenty-five different tribal tehsils. Secretary Sports Shahid Zaman said that administration is working on war footing on this project as directed by Prime Minister Imran Khan. He said besides constructing playing fields in tribal areas, it has also been decided to hold a grand tribal districts games event wherein 8 to 10 mostly popular games would be organized and players would be given kits and other facilities.
-Turkey hints at buying Military Aircrafts from Pakistan
Turkish President Tayyip Erdogan has hinted at buying Military trainer aircrafts from Pakistan.
-Pakistan becomes 5th largest Motorcycle producing country of the World
With 2.5 million units produced annually in Pakistan, country has become the fifth largest motorcycle producing country of the World.
-Huge weapons cache recovered by Security Forces in KP
Aurakzai Scouts on Friday during a raid at compound in Baghnak area of upper Tehsil of district Aurakzai seized a huge cache of arms and ammunition dumped underground, security sources said. The raid was conducted on tip off that huge quantity of arms and weapons have been dumped at foot-hills. The weapons included 14 hand grenades with 11 fuses, four mortar-shell, explosives and 478 cartridges of machine guns. The seized weapon was dumped for use in some subversive activities, the sources added.
-After British Air, Yet another leading Airline of the World wants to start flight operations from Pakistan: Report
German Ambassador has hinted that German Flag carrier and one of the leading Airline of the World Lufhtansa Air wants to start operations from Pakistan.
-$46 billion export target: Comprehensive strategic policy urged to boost exports
President Rawalpindi Chamber of Commerce and Industry (RCCI) Malik Shahid Saleem Friday called for formulating a comprehensive strategic policy to boost exports. He said business community was looking towards government’s concrete steps to ensure key macro indicators of the economy.
"We want more information and input on the Strategic Trade Policy Framework (STPF) 2018-23 with an aim to double the country’s exports to $46 billion in next five years," he added. In a statement, President RCCI said the government should evolve a comprehensive strategy in consultation with the private sector to increase exports .
-Gilgit Baltistan Tourism and Gems sector: PTI government takes important decisions
Minister for Kashmir Affairs and Gilgit Baltistan Ali Amin Gandapur says GB has world's best tourism attractions with beautiful waterfalls, lakes, meadows, deserts, and skiing resorts. In an exclusive interview with Radio Pakistan's Correspondent Ijaz Hussain, he said government is committed to develop the untapped tourism potential of Gilgit-Baltistan. The Minister said an MoU will soon be signed with leading international companies to develop eight lakes in the first phase
-ExxonMobil making $250 million investment in Pakistan: Razak Dawood
Adviser to Prime Minister on Commerce, Textile, Industry & Production and Investment Abdul Razak Dawood said Exxon Mobil was making an investment of $250 million in Pakistan. He said the company had re-entered Pakistan after a gap of almost three decades and setup its office in the country. Pakistan is requesting China to switch its investment focus from power & infrastructure to industrialization, agriculture and education in regard to the China-Pakistan Economic Corridor (CPEC).
-Weekly inflation decreases by 0.31pc
The inflation based on Sensitive Price Index (SPI) during the week ended on January 3, for the combined income group registered a decrease of 0.31pc as compared to the previous week.
The SPI for the week under review in the above-mentioned group was recorded at 237.85 points against 238.58 points registered in the previous week, according to the data released by the Pakistan Bureau of Statistics (PBS) on Friday.
-Chinese group to set up $70 million ceramics unit in Faisalabad
A prominent Chinese industrial group has decided to establish a ceramics unit in Pakistan with an investment of $70 million – a decision that is likely to lessen country’s reliance on imported tiles.
“The ceramics unit is expected to become operational by March 2020,” according to a senior official of the Faisalabad Industrial Estate Development and Management Company (FIEDMC). FIEDMC, located in the heart of Pakistan’s industrial hub, is rapidly transforming into an attractive destination for well-known foreign companies, which are planning to set up their units following lack of progress on the Special Economic Zones (SEZs), which are planned to be constructed under the China-Pakistan Economic Corridor (CPEC). “The Chinese industrial group already enjoys its presence in 50 countries,” said FIEDMC Chief Executive Officer Aamir Saleemi. “The group plans to import machinery from China and aims to complete work by March 2020.”
-Prime Minister Imran Khan invites Turkish investors to join CPEC
Prime Minister Imran Khan, who is on his first official two-day visit to Turkey, on Thursday said that it's time for Islamabad and Ankara to take their bilateral trade to a higher level, citing Pakistan’s ideal geo-strategic location and its huge potential for investment in infrastructure and tourism.
Addressing a business forum of the Union of Chambers and Commodity Exchanges of Turkey (TOBB) in Ankara on Thursday night, he said his government will provide all possible assistance and support to the Turkish investors in Pakistan, Khan said that Pakistan is a virgin territory as a lot of trade areas have not been exploited yet, adding that huge reserves of oil, gas, copper, coal and other admirals are yet to be unexplored. He said tremendous trade and economic activities will start due to China-Pakistan Economic Corridor (CPEC). He said special economic zones are being established through this mega project.
submitted by FashBasher1 to pakistan [link] [comments]

FX Currency Trading - The Main Fundamental Factors That You Need To Understand

Private tuition - Successful retired traders and brokers often offer independent Forex Millennium Review training programs that double up as class forex trading class forex trading sessions. Some come in the form of an ongoing course, whilst others may literally be lectures that are a one time only deal. Either way, this kind of class forex trading is well worth attending because you may pick up more hints and tips for success than any other form of class or training.

College course - Finance majors may find that certain aspects of class forex trading are included in their courses. Certain classes may focus on forex. They may or may not be open to the public, and they may or may not be opt in classes, but if you can attend one then it would be worth it. Independent college courses have also been introduced because of the value of class forex trading. These programs will go through the basics and may throw in hints and tips, but they only generally focus on getting investments off the ground.

Book learning - Book learning is not the way most individuals look to learn the art of class forex trading because the information can be staid and boring. If you do find it so then it unlikely that you will learn anything via books. However, if there are tips boxes or interesting sections, you can absorb the information in your on time and double check it. This makes it extremely effective. In essence, it all depends on the book that you are using as a learning aid!

A broker providing a managed forex trading service will actively manage your account for you so you do not have to. Although he is acting on your instruction, you can sit back and watch how he operates, picking up tips just in case you should want to attempt it yourself in the future. Managed forex trading accounts can actually enable the broker to decrease the leverage on the forex. If the leverage level is low for your managed forex trading then the risk of losing money is lower too. You can therefore control your input and return.

https://healthadviserpro.com/forex-millennium-review/
submitted by amysmart0327 to u/amysmart0327 [link] [comments]

CHAT COMMUNITY FOREX SIGNALS AND NEWS - CITY TRADE GLOBAL

welcome,
Join are community of traders, were we discuss forex,news and signals for FREE, admin are based in london canary wharf we get tips,hints,news,signals and upcoming events.
Learn which apps and sites to use when tracking information before placing a TRADE weather this is a DEMO or LIVE ACCOUNT.
Join via telegram link below:
https://t.me/joinchat/IHVPlRSrCl1UNRStw9Uwkg

Company: City Trade Global

submitted by john_wick00 to u/john_wick00 [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
Submissions Comments
Total 999 10425
Rate (per day) 9.17 95.73
Unique Redditors 361 695
Combined Score 4162 17424

Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

Top Commenters

  1. tuckerbalch (2296 points, 1185 comments)
  2. davebyrd (1033 points, 466 comments)
  3. yokh_cs7646 (320 points, 177 comments)
  4. rgraziano3 (266 points, 147 comments)
  5. j0shj0nes (264 points, 148 comments)
  6. i__want__piazza (236 points, 127 comments)
  7. swamijay (227 points, 116 comments)
  8. _ant0n_ (205 points, 149 comments)
  9. ml4tstudent (204 points, 117 comments)
  10. gatechben (179 points, 107 comments)
  11. BNielson (176 points, 108 comments)
  12. jameschanx (176 points, 94 comments)
  13. Artmageddon (167 points, 83 comments)
  14. htrajan (162 points, 81 comments)
  15. boyko11 (154 points, 99 comments)
  16. alyssa_p_hacker (146 points, 80 comments)
  17. log_base_pi (141 points, 80 comments)
  18. Ran__Ran (139 points, 99 comments)
  19. johnsmarion (136 points, 86 comments)
  20. jgorman30_gatech (135 points, 102 comments)
  21. dyllll (125 points, 91 comments)
  22. MikeLachmayr (123 points, 95 comments)
  23. awhoof (113 points, 72 comments)
  24. SharjeelHanif (106 points, 59 comments)
  25. larrva (101 points, 69 comments)
  26. augustinius (100 points, 52 comments)
  27. oimesbcs (99 points, 67 comments)
  28. vansh21k (98 points, 62 comments)
  29. W1redgh0st (97 points, 70 comments)
  30. ybai67 (96 points, 41 comments)
  31. JuanCarlosKuriPinto (95 points, 54 comments)
  32. acschwabe (93 points, 58 comments)
  33. pharmerino (92 points, 47 comments)
  34. jgeiger (91 points, 28 comments)
  35. Zapurza (88 points, 70 comments)
  36. jyoms (87 points, 55 comments)
  37. omscs_zenan (87 points, 44 comments)
  38. nurobezede (85 points, 64 comments)
  39. BelaZhu (83 points, 50 comments)
  40. jason_gt (82 points, 36 comments)
  41. shuang379 (81 points, 64 comments)
  42. ggatech (81 points, 51 comments)
  43. nitinkodial_gatech (78 points, 59 comments)
  44. harshsikka123 (77 points, 55 comments)
  45. bkeenan7 (76 points, 49 comments)
  46. moxyll (76 points, 32 comments)
  47. nelsongcg (75 points, 53 comments)
  48. nickzelei (75 points, 41 comments)
  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
  92. ProudRamblinWreck (41 points, 24 comments)
  93. kramey8 (41 points, 24 comments)
  94. coderafk (40 points, 28 comments)
  95. niufen (40 points, 23 comments)
  96. tholladay3 (40 points, 23 comments)
  97. SaberCrunch (40 points, 22 comments)
  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

Top Submissions

  1. [Project Questions] Unit Tests for assess_portfolio assignment by reyallan (58 points, 52 comments)
  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

  1. 34 points: jgeiger's comment in QLearning Robot project megathread
  2. 31 points: coolwhip1234's comment in QLearning Robot project megathread
  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
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[Table] IAmA Goldman Sachs Investment Banker AMAA

Verified? (This bot cannot verify AMAs just yet)
Date: 2013-01-12
Link to submission (Has self-text)
Link to my post
Questions Answers
I have a good friend who is a VP at your firm . They blamed the entire Financial crisis on ' poor people who could not afford their mortgages ' they said this was pretty much he opinion among the investment banks . How do you feel about what happened to Greece and Goldmans hand in it ? That is not true. Opinion is very much split within the investment banks and there is no right or wrong answer. I personally don't believe at all that the crisis was caused by 'poor people' - and I don't like that sort of categorization of people in the first place. There are perhaps 15/20 different institutions you could blame for the crisis, there's no way of isolating individuals. I'm not sure what exactly you think GS's hand in the Greece affair was. Of course it's a sad story and I feel remorseful - I recently donated £50,000 at a charity ball to help rebuild one of the islands which has almost been burned to the ground. But ultimately Greece employed GS at the time because they wanted to fudge their finances so as to meet entry requirements for the Euro i.e. the greek government was knowingly employing GS to help perform an extremely risky task - GS didn't force anything upon them. If the experiment explodes 10 years later (as it did), should GS really be the party to blame?
The next day, you are flipping through television channels and randomly come across a pre-season CFL game between the Toronto Argonauts and the Saskatchewan Roughriders. Knowing your inevitable future, do you now watch it? Yes of course i fucking do. The future is inevitable. Chuck Klosterman i like your name.
I love seeing the ignorance that emerges in these AMA's relating to investment bankers. I am really interested in a career in either IB or Consulting, have a few questions for you. Thank you to fletch below for answering this question.
1) How did you cope with the hours? I like working hard, I like working for my money but I also like enjoying free time and having a social life. When working a 100 hours as an analyst that would certainly have to suffer 2)What were you academic results like through your degree? I'm currently in my second year and will be realistically looking at 2.2, 2.2, 2.1 and 2.1 (years 1-4). This summer I'd hope to get an accountancy internship in one of the big 4 followed by an internship next year in one of the large IBs. I know there's more to a candidate than solely their academic credentials + internship but would this stand me well for a BB in London? (Top Irish university, undergrad will be in Business and French) 3) What is it that makes you enjoy this job? I know the paycheck is certainly a bonus but you've said there's more to it than that? Whatever your breakdown between modules is, you need a 2.1 overall. Even if your average is 60% or 61%, that's enough to get you past the minimum requirements and through to interviews. After that it's up to you - they'll take someone with a good business mind and strong communications skills irrespective of whether they average 60 or 78 or 92. I disagree with him. My job is extremely rewarding and i wouldn't swap it for any other industry at the moment. If you want evidence of people enjoying their jobs look at the number of years they spend at their respective firms. Most of the partners at GS are 'home-grown' and have spent 20/30 years sweating away but don't regret it for a second.
Do you realize that in countries like Spain you're seen as an evil person that only wants to get profit and don't have any soul or feelings and probably kicks puppies for fun? If so, how do you feel about it? Yes and understand their anger but it should be re-directed to politicians!
Proof? and of course... how much did you make in 2012 approximately? Approx 600k. How do upload proof e.g. photo evidence?
Sorry, new to reddit!
Do you have free ticket for me? Always looking for handouts. What is it young people say, lolz??
I'm very curious of your opinion of Secretary Geithner's role in LIBOR. Do you think he was guilty? innocent? Thanks! LIBOR scandal is way too complicated to explain at 2.30 am after a few beers. Many active players are implicated and i think he will be seen in the wrong eventually like many others.
What hours do you work? Approx 80 hours a week not incl. flight time I go to festivals in Europe but would love to go it. Do you have free ticket for me?
If the concept and idea of a monetary system was replaced with something better (hypothetically) what would you do? As in for a career or what not since now you are jobless. Resources will always be scarce so someone will have to ensure an optimal allocation. There will always be a market of some kind whether it be a public market or an internal government one.
Hypothetically we could have unlimited power, molecular production, and master matteenergy conversion. Would that change your answer? Good interview question. I'll keep it in mind.
In your view, are there any regulations that could meaningfully alter the moral hazard typified by the 2008-2009 bailout of the financial sector? If so, what might they be? And if not, to what extent does regulatory capture play a role? Regulatory capture is a seriously problem not just in banking e.g. also in the energy business. How do you reduce it? It won't happen unless the public demand it, as everyone with power tends to benefit from it and so they won't make meaningful steps to change anything, i.e. its a win win situation for government and business. However it needs more than just 'occupy movements' but rather i am talking the mass voter population.
Have you seen @gselevator on twitter? if so have you ever contributed/is it legit? Haha yes i have seen it and no its not legit, well at least i think its not. Seriously though the elevator chats can be quite entertaining and revealing.
Do you use a mouse when you work on excel? Are you joking?
No.
In your opinion, do you think the money you make is worth the hell that you go through to make it? I love my job and so i am lucky that the money is not the only motivator.
But yes i love checking my bank balance at an atm.
How can i break into finance with a sub-par gpa? Network and try non BB firms.
A company founded by 100 duck sized horses. or A company founded by 1 horse sized duck? 100 duck sized horses every time. Basic risk management theory - don't put all your eggs in one basket. If that 1 horse sized duck isn't exceptional, your business is going down the tubes.
Prior to the collapse, did you have any idea what was about to happen? It was getting obvious that there was a bubble, but never predicted how great the fallout would be and that in 2013 we would still be suffering
What do you do day to day? I work in the energy field in Europe but don't want to get too specific. Day to day we advise natural resource companies on all things financial such as m&a and financing strategy and then execute on their behalf. So I am on the corporate finance side rather than sales and trading. However I work closely with the syndication and sales guys such as if we are executing an IPO or a follow-on share offering.
I have a buddy who's small but established clean tech company needs money building biodiesel manufacturing plants around the US that run off garbage and wood chips. The technology is actually coming from a company based in Sweden. Can you help him on the money side? Send me a link to their website.
I find clean tech very interesting.
How did you get your job? Did a summer internship then got FT conversion.
What college did you go to? I went to LSE (university in the UK)
What jobs did you work before getting this one? Did another internship whilst at university at an oil company.
At what age did you get this job? 22.
I hear the GS company culture is like " a frat on steriods" true or false? False more than true but depends on team.
Is it as cut throat as I have heard with the bottom 50% of people getting sacked each year to make way for new guys who will probably be sacked the year after? Bottom 5% is more accurate. 7-8% in a bad year, 3-4% in a good year. It's a fine line between 'cut throat' and having a 'healthy competitive atmosphere'. But we'd be out of business very quickly if we kept firing half of our staff every year...
Is there any stock I should look into in 2013? Long term or short term. Short term- African Barrick Gold. The chinese walked away and so the share price plunged and despite serious operational issues, the massive drop has presented a golden buying opportunity.
Long term- anything to avoid inflation, inflation scares the crap out of me and is going to be a big problem in the Uk and elsewhere in the future.
Also buy into soft commodity boom e.g. meat in africa, think zambeef etc if you can find an attractive entry point.
What's the best preparation for an interview with an i-bank? I'm over here in the states and come from a non-target. Read WSO, the forums are full of useful hints and tips especially for non target guys. Depending on what area you are applying for, make sure you know some really good examples and stock pitches as it is amazing how many candidates lack knowledge e.g. if applying for ECM for god sakes know some of the recent IPO's and likewise for equity research have good stock pitches and have conviction when presenting. Best of luck!
How important is your undergrad majogpa I'm double majoring in Econ/Conflict resolution studies with a possible minor in poly sci (depending on how the credits work out) I got a 3.9 gpa last semester but it only brought my overall gpa to a 2.4 because fuck klonopin. I should have at least a 3.0 by graduation, but I'm wondering its worth it to pay for and retake my first semester. Can I have $373 dollars? :D :D I promise only to get moderately drunk with this money. Sorry, a lot of questions, thanks for answering. Oh also, one last thing, all else being equal, is calc I enough math to apply for analyst job? or do I need more? Undergrad course choice is not that important for IBD but obviously for more quant roles you need maths skills Again i am sorry but i am not very clued up on GPA Ok i give you money but first you have to register yourself as a charity so that you can gift aid it and get much more!
Where did you go to college? LSE.
As an undergrad? How hard was it? I hear it's very difficult. Yes, undergrad.
Harder than most places depending on your course. Especially as you are competing with loads of kids from Asia who do extra calculus to relax.
How do you see regulation affecting the overall banking culture? Everything I have been reading and what people have been saying is that the culture is changing. Have you been seeing this? I recommend reading "The Culture of Success" by Lisa Endlich.
Also how do you like the goldman culture? Regulation is hurting us...but: Link to business.financialpost.com
How much total did you make in each of your years at the firm? I don't want to get into specifics.
But for your first three years as an analyst roughly 50k-70k (£ not $)
As an associate 120k-160k.
After that the numbers get exciting.
What tools do you use on a regular basis? Excel, Outlook, Excel, Outlook, Excel, Outlook...powerpoint.
What is the biggest reward of working in IB? Where I study, students with high grades are pushed to chase the prestigious internships firms like GS, MS, etc offer. Their reasoning why they chase these jobs is that they think it is the highest (prestige) in finance they can go or are attracted by the money. It seems shallow to me. What does IB offer that makes your career personally fulfilling? Why didn't you choose to work elsewhere? I find what i do at the front end of the energy sector fascinating. If your interested in business or globalisation or other similiar areas then IBD is pretty much at the cutting edge of it.
Thanks for the reply! When you were first starting out at GS, were you able to balance a personal life aside from your work? Has it gotten easier as you have gained more experience? Would you recommend IB as a field to pursue to your own children today? Thanks again! I'd say during my first 3 years as an analyst the 'balance' was almost non-existent i.e. i was regularly working 100+ hours/week. Since then it's become easier year by year and i think that's true for most. And yes certainly i would encourage my children to pursue it - not that i have any yet.
Where did you go to uni what was your gpa? how many physics majors work their? did you start off as an intern? sorry for rapid firing questions. LSE (london school of economics) - first class honours but don't know how that translates into GPA.
I know only 3/4 physics majors in the office at the moment.
Yes started as an intern.
Do banker run the world? how much political influence do they really have? It works two ways. Some bankers have their fingers in politics in a way they perhaps shouldn't. But equally many politicians have their fingers in banking and can force our hands.
How hard is it for a non ivy leager studying finance to get an entry level job at GS? what about internships? Tough. But with enough internship experience beforehand it's possible.
What do you think of Forex? Would you ever trade on it with your personal money? Difficult to answer - you can trade forex in a million different ways - some ways are more interesting than others. I don't personally trade it, but others forge a very successful career out of it.
What was your bets investment in? (If that's how it works) That's not really my role in IBD.
But outside GS I invested in the Shanghai property market a decade ago or so. My 4 flats there are now worth 10-12 times what they were worth then.
WTF caused the 2010 flash crash? Good question. Nobody knows for sure.
From the link you've provided, I find no.2 the most plausible explanation. But I would also add 6. UBS did something stupid again.
As hardcore capitalists what is your feeling about (management of) banks that seem to live under the impression that profits are for a happy few while losses should be carried by tax-payers? That's not what I believe at all.
And by the way all of us are tax payers too. The top 5% contribute approx. 50% of the government's taxation revenue. So if losses are being 'carried by tax-payers' - that doesn't exclude people in the banking industry by any means.
Matt Levin at Dealbreaker (former GS guy) describes Investment Bankers as "Travelling money salesmen". Do you feel that this description is apt? The operative word in your question is 'former'
Do you think that's how he described investment bankers whilst he was still with the firm?
People tend to get very bitter and sensitive after they get fired. See Gregg Smith for further evidence..
Is an MBA necessary to be competitive when looking for a job or is a B. Comm enough to compete with others when looking for jobs in the industry? Depends on what entry point - if you do an mba then you apply for associate entry whereas b.comm is an undergrad degree and so you apply for analyst roles. If you do a b.comm at a top university/college and get some internships then you should be well placed. Good luck!
Do any of your co-workers frequent Reddit? I imagine less than 0.1%.
Then again 2 people on this feed at least have claimed to be my co-workers, so who knows...
Since you're new to Reddit, what made you want to do an ama here? I'd like to alter the public perception of bankers - not all of us are the obnoxious greedy individuals you read about in the media.
I'm also extremely interested in hearing what non-finance people see as our key economic issues at the moment - this seemed a good way to find out.
Proof? How do i upload photos? i will upload photo proof. Sorry not very experienced with reddit!
I am a senior in high school and I am interested in majoring in either accounting or finance, but I don't think I know enough about either career path to make the best decision, can you explain the large differences the two paths I would go down depending on major, or any advice that may influence my decision that I would not know at this point? What you choose to study doesn't necessarily determine the industry you'll end up in. We have guys in the office who studied history, languages, even medicine. Just go for what interests you the most and focus on getting high marks.
Curious as to what kind of degree you hold/what was your GPA in college? BSc. Economics degree from LSE. First class honours, don't know about gpa
I used to work for the swiss banks and swiss stock market indirectly, and have a few friends in the banking business, including GS and Nakamura in London. What is your personall opinion on prostitution, cocaine, and medication misusage in your business? Also, also what is your stance on GS' questionable involvment in Backpage.com? With regards to backpage.com, the guys on the deal did not do their KYC checks properly. KYC checks are crucial for banks- your reputation and future success is more important than any single customer. Look up riggs bank and the Obiang family and then you'll see!
Possible. But realistically those kind of excuses are given no matter what really happened. For a company as big and powerful as GS I can only take it with a grain of salt. Are you content in the way GS does business from a moral point of view? It's either a pinch of salt, or a grain of sand...
Thanks. I'm not a native english speaker and have not used it regularly for years, so it's gotten pretty shit. Any chance you answer the other questions? Yes, apologies. I think some of our deals have been morally reprehensible in the past. The same goes for any major investment bank. But i think we've done a very good job in 'cleaning up our act' over the past few years and the public has played a large part in that. With any luck we will see a much healthier banking industry soon.
How accurate is what is said on the Twitter handle @GSElevator? It's grossly exaggerated, but not entirely inaccurate...
You guys got trolled hard. A GS IBD guy not knowing how to upload something to the internet? Seriously wtf. Probably some guy from wso who wanted to feel like he was "in". Link to i.imgur.com Just doing some work now! Link to i.imgur.com In case you wondered what Lloyd's signature looked like.
Is there anyway you can help me out, connections or anything, someone I should talk to to get a interview? Can you interview me, I shall forward you my resume! Private message me and we will discuss. Sure i can help you out. I know how tough it is for you guys who are trying to get in!
Any thoughts on the MSI/SSG mini-scandal this week? Yes but won't comment.
Very hush hush.
I also work for GS. Which building are you in? I'm based in PBC. Also IBD, North. Would do an AMA and provide proof. I'm in PBC too, moved from RC quite a few years ago. I'm not sure exactly what sort of proof i'm supposed to provide...?
Would you say you were groomed for this kind of work from a young age? LSE is an elite school. Did you go to elite private schools growing up or were you an exceptional student at a normal school? Yes, Jimmy groomed me from four years old
Do you like your job, or should i say career? Yes. If i did not then i would go and sail around the world again.
From your experience, how relevant is CFA nowdays? Definitely worth doing.
How large was your Xmas bonus and did it get taxed over 50%? See below - total comp was c.600k and yes taxed above 50%
You said in other replies that you were 22 when you got this job and make 600K now. How old are you now, and how long did it take you to get the that salary level? Is it all commission? Was analyst at 22 and then moved up the ranks. Just turned 30, feeling old now!.
Can you give some insight on the business model of Investment banking? (I have no clue to be honest) . And what does a portfolio manager do exactly? Portfolio manager is not IBD. He/she would work in investment management e.g. for blackrock or GSAM or a hedge fund.
I'm currently writing a thesis on the future of rentierism in the gulf with an emphasis on Saudi Arabia. I don't have much of an economic background apart from this, but the international energy market is obviously important to my research. Can you recommend any good (preferably free or low cost) primers and newsletters on the subject? Hmm there are many on energy market but not too sure about rentier specific ones. Will have a think. I did my university thesis on Saudi and so will have a dig around.
How do you live with yourself? Knowing that the company that you work for doesn't give a fuck about you or anybody. All they care about is money. They have ruined america many times over. Seriously, how do you live with yourself? Actually our business is dependent on America and more importantly the rest of the world's prosperity. So actually our interests are nicely aligned.
Link to www.rollingstone.com. Seems to me like your bosses and former bosses don't give a flying fuck about anyone but themselves. Can you name one good thing Sachs has done since you have been there? I think you meant 'don't give a flying fuck" in your comment.
Do you happen to work with quantitative analysts? Depends which deal we are working on. Sometimes we need them, other times we don't.
What's your retirement savings invested in? Property (international and uk), shares mainly through tax efficient ways e.g. isa and EIS, pensions and artwork.
No swiss bank account i am afraid.
"The first thing you'll realize is that they are extremely disciplined. You would never come across a Goldman employee, who would, after two or three beers, say "My colleagues are a bunch of dickheads" From Money and Power William D Cohan. What do you have to say about this? I agree with it.
What advice would you give someone who is interested in going into finance and is currently in university. What would you have liked to do in your time spent at LSE now looking back? Party more! You only live once. You can have that advice for free.
Thanks for the AMA. Do you know anybody I could speak with regarding interviewing and internship opportunities? Private message me.
Doing an AMAA are you putting your job at risk for releasing company secrets/opinions whatever? I've not released a single company secret.
Edit: added an A to AMA. There's nothing in my contract to say I can't express my own opinions.
What do the hopes and dreams of Americans taste like? Raspberry sorbet, in my opinion
What is your feeling on the separation of traditional banking and investment banking as is proposed by the FSA? I think overall it's sensible - Barclays being the best example of why they should be separated.
At GS specifically of course we're not involved in traditional retail banking at all so it's not the most pressing issue for us at the moment.
You mentioned 80 hour work weeks. Could you explain the timeline for your typical work day. Do you work 7 days per week? Is your work more project based where you go non stop and have some time off between projects? There's no typical working day - some days are 18 hours and others are 12. Depends entirely what stage of a deal we are at. Generally I work 5/6 days a week, but keep in email contact with the office 24/7.
Yes, entirely project based. But if we are doing our jobs properly there's not much 'time off' in between.
I'm currently on target for a 2:1 or a first at university in my economics degree. But due to a slight hiccup in my a-levels, in which i got A* A C, still managed to go to a top 10 university but do they look at the C, which was in maths. Your university grades are definitely more important. If you do well in a mathematical module at uni that will allay any fears they have about an A-level grade.
Do they look at a-level grades and expect a minimum maths grade? I'm not bad at maths by any means, just an unfortunate anomaly in the exam season. Which uni are you at and what do you study?
Manchester and economics BA - but i have econometric modules and another mathematical module for 2nd year. Any chance of switching it to a BSc? Immediately reassures employers about your quantitative skills..
Hello there, first of all I want to thank you for doing this AMA. I am a dutch college student and currently I'm writing an essay about the BRIC countries. I used your book to write down predictions of their economic future, and I'd like to ask: did you participate in writing that book? Are you referring to Jim O'Neill's book? I have a copy on my desk, but no I wasn't involved in writing it.
What do the guys at GS think about @gselevator? See same q&a earlier on!
How often do interns get recommended to come back? In a good year, approx. 50% of an intern class will get hired.
In a bad year (2008 for example) perhaps only 10% or 20%
Any opinion on Nautilus Minerals? Can't comment on that company i am afraid.
How do you feel about manipulating the currency markets to screw over the average retail trader? I don't know what you are talking about.
Have you ever seen American Psycho? Yes.
I am going to copy and paste this in an email and send it around my team. You will famous at the firm, well at least in my team in london anyway! Yes of course i fucking do. The future is inevitable. Chuck Klosterman i like your name. That would also be an awesome interview question! And i give them 5 secs to answer.
I highly doubt GS interns work for free. I've almost never heard of an internship in finance that didn't pay -- most firms I've encountered usually pay the same base wage as the first year full timer positions you are interning for. Interns in front office at GS in london get circa £42k pro rata. So not bad for a summer job and remember no tax as they are below threshold across the year!
Gold Mansachs. Not sure about that one.
I prefer Goldman Snachs, the name of our canteen.
Yes, Jimmy groomed me from four years old But yes went to a private boarding school before. Widening the diversity of applicants in IB is a key target for HCM.
What is the future of investment banking in a new world order where both governments and the people are fed up with the excesses that led us into this credit crisis. The industry is always evolving, that's what makes it an exciting industry to be in. I imagine it will take us a good few years to fully regain the trust of certain clients, but ultimately if this whole saga causes us to readdress our methods and practices to improve our service then in the long run it's a positive outcome.
PS. Do you not think people should be fed up with the governments too, as well as the banks?
Not OP but I can answer this as a 2012 intern who got converted for Programming. A Math degree is a good +. There are 2 ways. Either join in as a programmer, show your merit and change departments, ie move to Quant side. Other option is to get a MBA, and join the I-Banking dept you want. What's your name?
Do you have any books or resources you'd recommend the layman for learning investment skills (i.e. the wealthy barber) I ask because i feel there is a lot of crap out there and would like to genuinely learn. I have never heard of the wealthy barber.
Last updated: 2013-01-16 15:54 UTC
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Review of the Trade Sniper Software - Is It Worth or Scam!

There are many Binary Signal Trading software available on the internet. One such is the Trade Sniper Software developed by Justin which is reviewed below.
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Now once you have the initial investment you can start trading!
You do trading by using CALL or PUT.
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The result you get after trading!
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The Trade Sniper App is advised by well –versed and highly knowledgeable Wall street insiders for all its binary trading signals. It also collects data from reliable Forex websites to stream signals and recommendations straight to your desktop.
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The Trade Sniper App is very highly accurate, but predictions can only be correct so many times and there is always a chance of things working out in the opposite direction, especially when it comes to the highly fluctuating and unreliable field of binary options and signal trading market. However, it is definitely worth installing and using, because first of all, it is free and second of all, it really is very accurate and reliable. You can make a high in binary trading using the Trade Sniper App.
It is one of the best Apps out there for Binary options trade. Go get your own Trade Sniper desktop application now!
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