Scientific Forex - Specialist - Old Tree Publishing LinkedIn

Transcript of George Webb Video Series Part 101: "Hillary's Leakers, Hackers, and Henchmen" [@Georgwebb / #HRCRatlne]

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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)
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  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)
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  27. oimesbcs (99 points, 67 comments)
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  29. W1redgh0st (97 points, 70 comments)
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  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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Weekly Roundup | Random Chat | Notifications

News roundup for the previous week.
In International news
  1. Chinese in Australia have setup their own safety networks due to lack of police response
  2. China Is Our Last Diplomatic Hope for North Korea
  3. Mass deportation of Chinese from #Fiji in latest offshore crackdown by Beijing: Fijian and Chinese law enforcement agencies arrest 77 in joint operation similar to others carried out in Indonesia and Cambodia
  4. Launch of China- #Malaysia rail link signals stronger ties: China is funding the 620km-long rail link stretching from Tumpat town, near Malaysia's border with Thailand, to Kuantan Port, before cutting through the mountainous central region to Port Klang, Malaysia's busiest port
  5. #Canadians Have Worse Impression Of U.S. Government Than China: Abacus Poll 49% said they had a "very negative" impression of the U.S. 22% for China. Co-author said it was "remarkable" Canadians having more favourable views of China and Russia than of the "passionate defender of individual freedoms"
  6. China hands Trump a win on North Korea crisis
  7. Taiwan calls time on Mongolia and Tibet affairs commission
  8. South Korean's Leader Bluntly Warns U.S. Against Striking North (Apparently not important enough to make it on Google News Headlines)
  9. Fighting for Chinatown
  10. China won’t allow regime change in N. Korea – fmr US diplomat
  11. Ukraine seeks greater presence in China's agro products market
  12. China tells ‘imperfect’ US to mind its own business over religious freedom criticism
  13. Asian Americans Are Targeted For Hate Crimes More Than We Think
  14. The Shanghai Cooperation Organization (#SCO) completed a joint anti-terrorist drill in Russia's Yaroslavl region located northeast of Moscow, Russia's Federal Security Service (FSB) said
  15. Man Gets Sentenced To Life For Killing USC Student From China
  16. Beijing signs deals with Nepal
  17. Chinese universities rise in world university academic rankings
  18. China's New Base in Djibouti to Aid Economic Expansion in #Africa. Currently, China mainly imports minerals and oil from Africa, but its long-term plan is to build factories on the continent and move some of its manufacturing there to take advantage of the cheaper labor and geographic position
  19. Hard-pedaling Soft Power, China Helps Launch $13B Belt and Road Rail Project in #Malaysia: "The ECRL is indeed yet another 'game changer' and a 'mindset changer' for Malaysia as it will significantly cut travel time to and from the east coast of the peninsula," Malaysian Prime Minister said
  20. 'Economic war with China is everything' Steve Bannon got removed (lol)
  21. Chinese Yang Jiayu wins women's 20km race walk at London World Championships
  22. Asian woman says she quit Google due to racial discrimination
  23. Chinese-Americans concerned about new Texas immigration law
  24. Chinese and #African media houses vow to deepen cooperation in information sharing, best practice and training to improve the dissemination of information
  25. #Pakistan, China sign documents to enhance cooperation in the fields of education and infrastructure development
  26. Former Shanghai teacher now a tribal chief in Nigeria
  27. ‘Duterte wants joint exploration with China’ Foreign Affairs Secretary Alan Peter Cayetano said
In Domestic news
  1. Two arrested in 22-year murder case, one suspect award-winning writer, member of Chinese Writers Association [Chinese]
  2. HK Democracy activist Howard Lam, (aka Staples-Tortured Chub), arrested for misleading police over kidnap claim
  3. Sinopec goes big on geothermal
  4. China Launches ‘Special Crackdown’ on Pyramid Schemes
  5. Police may look into mental health of Hong Kong democracy activist Howard Lam after kidnap claim suspecting mental issues and the stapling was an act of self-harm
  6. 1,290 meters! The main construction of the world's longest 3-tower cable-stayed railway bridge has completed in China
  7. Hong Kong activist Joshua Wong jailed over Occupy protests
  8. China is investigating its major social media sites, including Baidu, WeChat and Weibo, for potentially breaching cybersecurity laws
  9. China’s Major Social Platforms to Cooperate With Authorities in #Cybersecurity: Tieba communication platform, the WeChat messenger and Weibo made separate statements earlier in the day declaring their readiness to actively cooperate with the CAC
  10. China Launches World's Largest Floating #Solar Power Plant: over 160,000 solar panels spreading over 86 hectares of water surface, can provide energy for some 15,000 houses annually
In SciTech news
  1. #Nanochemistry meets macrostructures: Chinese scientists report the synthesis of a macroscopic aerogel from carbonitride nanomaterials which is an excellent catalyst for the water-splitting reaction under visible-light irradiation
  2. Light, strong alloy may alter design of aircraft: The nano ceramic aluminum alloy was developed at Shanghai Jiao Tong University. The new material has already been used in the Tiangong-1 and Tiangong-2 space labs, quantum satellites and meteorological satellites
  3. Converting greenhouse gas to value-added syngas takes a big step forward
  4. China to build first #Mars simulation base: Situated at the Qaidam basin in western Qinghai, Haixi was chosen for its Mars-like landform, landscape and climate
  5. Seeking Greater Global Power, China Looks to Robots and Microchips
  6. Earliest-Known Winged #Mammal Relatives Discovered In China: When you think about the Jurassic Period, you probably think of massive dinosaurs. But now scientists say there were also gliders, akin to today's flying squirrels . Maiopatagium furculiferum and Vilevolodon diplomylos
  7. Chinese satellite sends 'hack-proof' message: The #Micius satellite beamed messages to two mountain-top receiving stations 645 km (400 miles) and 1,200 km away. Complicated optics on the Chinese satellite protect messages with entangled photons
  8. New Privacy Mode Added to DJI Drones, US Army Released Memo to Grant Exception to DJI Ban Pending this New Privacy Mode
  9. Scientists have cloned genetically modified piglets that may prove a safe source of organs for transplants into humans. The piglets, born in a lab in Yunnan, do not carry the active infectious viral gene which has impeded the process of pig-to-human transplantation for more than a decade
  10. China to establish intercontinental ‘hack-proof’ #quantum links with Australia, Europe: Further experiments this year will evolve ground stations in Germany and Italy, Pan added, bringing the project closer to the planned Asian-European secure communication network
  11. Woman Becomes First Person to Be Cryopreserved in China
  12. Novel Thruster Design Could Enable Deeper Travel Into Space
  13. China launches brain-imaging factory
  14. Chinese scientists reveal how itch turns into scratch. In a study published in the U.S. journal Science, researchers reported the discovery of a central neural circuit that moves itch signal from the spinal cord to a part of the brainstem called the parabrachial nucleus (PBN).
  15. China pips US to start world’s first meltdown-proof nuclear reactor
  16. China has unveiled the world's first 'unhackable computer network'
  17. 1,069 dancing robots break Guinness World Record in China (VIDEO)
  18. Despite strains, China and the US are top partners in science
  19. Woman saved by pioneering 3D printed spine in China: had to have six consecutive cervical vertebrae replaced because they had been affected by the rare cancer
  20. Chinese Internet majors compete to dominate #ASEAN tech ecosystem: Baidu, Alibaba, Tencent and JD.com – collectively termed BATJ – are leading a wave of investment into Southeast Asia’s venture ecosystem and technology sector
  21. Who Are China's Biggest Fabless Chipmakers?
In Economic news
  1. Spotlight: Bashing China cannot solve U.S. economic problems, experts say
  2. China July FX reserves unexpectedly hit 9-month high on boost from weak dollar: China's forex reserves, the world's largest, rose $24 billion in July to $3.081 trillion
  3. China's Economic Outlook in Six Charts
  4. Fiat Chrysler could be bought by a Chinese automaker If a deal comes to fruition, it would be a big boon for Chinese car companies looking to improve
  5. Industrial “edge cities” have helped China grow
  6. Deng Xiaoping - the world's greatest economist
  7. US formally launches probe of China trade ties
  8. China emerging as Germany's main economic rival
  9. New investment rules to curb China's foreign acquisition binge
  10. How China’s can-do generation will power economic growth
  11. Young Taiwanese choose China jobs over politics
In Military news
  1. What is China’s PLA doing in #Laos? Beijing's 'Train of Peace' mission to provide medical care to Lao armed forces was nominally a goodwill mission but underscored the country's strategic importance to China's plans for Southeast Asia
  2. Russia, China challenging US military dominance: Mattis
  3. China's making major progress with its aircraft carrier tech (Type 002 to have flat top with catapult, Type 003 to be nuclear powered supercarriers)
  4. Think Tank Says Beijing Continuing #SouthChinaSea Construction. Photos of Tree Island demonstrate sizeable expansion of the island’s above-water mass between August 5, 2015, and August 5, 2017. The size of the island increased by roughly 24 acres between during the time period, AMTI said
  5. #Taiwan says Chinese aircraft fly around island in weekend of drills
  6. #Space Standoff: Uncertainty in Militarized Space. If Russian policy towards the American space program is described as unfriendly, then U.S. policy towards China can be described as nothing short of hostile
  7. Construction of China's 2nd #AircraftCarrier for PLAN Progressing Faster than Expected: propulsion system tests are currently underway. The first and third boilers are already on, and the steam turbines will soon follow. Dockside testing could start within the next month
  8. China has announced plans to bolster its maritime #nuclear capabilities with the creation of a major new joint venture project, could provide the catalyst for the development of floating reactors. The new company will also seek to promote the development of nuclear-powered vessels
  9. The #Pentagon’s top general Joe Dunford, chairman of the Joint Chiefs of Staff, said he discussed with his Chinese counterparts ways to coordinate with China’s military to avoid dangerous miscalculations should war break out with North Korea
Other Notables
  1. Adopted to the US, an American teen’s journey in search of her roots
  2. The busiest employee in a warehouse? Meet China-made warehouse robot!
  3. New research blamed increased competition with China for soaring death rates among white, middle aged Americans (lol)?
  4. On the other side of the table: Nepalese commenters on youtube - to Nepal, India is the big bully, loves China, calls for China's protection
  5. Why Nirvana in Fire is the Best Cdrama
  6. July 2017 Study Refutes Earlier Theories of "Increased US White Male Despair / Deaths Due to Loss of Jobs to China" ("Opioids and obesity, not 'despair deaths,' raising mortality rates for white Americans)
  7. China starts work on world's second-largest hydropower station
  8. Vincent Chin was a Chinese American Man beaten to death in 1982 with a baseball bat by two laid off auto-workers who blamed him for losing their jobs because Japanese cars started becoming popular. The men received initial sentences of 3 years probation and no jail time.
  9. Chinese Guy & American Girlfriend React to Racist Fox News Chinatown Segment
  10. Preserving Nanjing's architectural treasures
  11. The King's Woman 秦时丽人明月心 Airs this week
  12. Hollywood chases after Wu Jing as Wolf Warriors 2, a film with $30M budget crosses $700M mark and still rising.
  13. #Taichi is big in China and its influence is spreading globally: China's mega-rich and powerful believe the merits of the gentle exercise boosts not only personal well-being but company profits and transforms corporate cultures
  14. Why My School Teaches Students to Survive on Next to Nothing
  15. Eddie Huang Serves A White Supremacist & Trump Supporter The Facts While They Eat Chinese Food
  16. #Banda Islands: How Chinese traders – and war over an aphrodisiac – led to a multicultural Indonesia. The world’s major powers considered the Banda Islands the key spoil of a spice war hundreds of years ago and it is this bloody past that made the country what it is today
  17. How the ‘Safest Place on Earth’ Can Be More Welcoming to Others
  18. Modern Chinese Architecture: Landscape Design of Suzhou Vanke Great Lake Park
  19. No.66 Lanman Hutong Renovation
  20. RAW: China holds massive day-night live-fire artillery drill
  21. When Hong Kong workmen dug up 2,000-year-old tomb and were all set to demolish it until public’s enthusiasm saved the day
  22. Long awaited Tribes & Empires: Storm of Prophecy confirmed to air on September 25, 2017.
  23. Heads up, our brothers in arms RT channel has amazing series of documentaries on Chinese culture and the new silk road, very beautifully shot.
  24. Any recent documentaries about modern china history that aren't from the western perspective with English subs or audio?
  25. Forgotten ally? China's unsung role in World War II
  26. 81-Year-Old Chinese Husband Serenades Wife In a Coma For Their 54th Anniversary
  27. How Chop Suey Saved San Francisco's Chinatown [Chinese Food: An All-American Cuisine, Pt. 1]
  28. The Untold Story Of America's Southern Chinese [Chinese Food: An All-American Cuisine, Pt. 2]
  29. 5000 thousands years of beauty.
  30. #WolfWarrior2 Crosses $600M In China; No. 6 All-Time Gross In A Single Market
  31. Throwback to when movies used to start with this...
  32. Alright, I know some of us support Trump, but this better not be you (3rd generation Chinese American Neo-Nazi supporter)
  33. Why the Western definition of human rights is an absurd fraud
  34. #WWE Network to Launch in China: Vince McMahon's pro wrestling organization signed a deal with PPTV to offer a subscription video-on-demand service including all live pay-per-view events
  35. Documentary explores the history of astronomy in China
  36. 'Economic war with China is everything': Trump’s chief strategist in candid interview
  37. The Chinese massacre of 1871 in Los Angeles, California. An estimated 17 to 20 Chinese immigrants were tortured and then hanged by the mob, making the event the largest mass lynching in American history.
  38. Chinese Social Political Stability Rests in "Dual Faceted Identity System" (A Model Societal System Analysis based on Recent Rise of White Nationalism in US)
  39. Lu Xiaojun (77) - 170kg/175kg/177kg Snatch Slow Motion
  40. The Surprisingly Important Role China Played in WWI
  41. Chinese Farmer Builds Epic Multi-Story Platform For 'Pig Diving'
  42. Ai Weiwei takes a small break from mocking Chinese government to criticise western society - "Human Flow" documentary film about refugees
  43. Review: Capitalism With Chinese Characteristics
  44. Hollywood hero with Chinese characteristics
  45. BBC calls what Chinese are doing 'exploitation' while the exact same thing done in the west is ignored.
  46. Ancient poetry content in Chinese text books to sharply increase
  47. The Love Affair of Mussolini’s Daughter Edda & Zhang Xueliang, Heroic China Warlord
  48. 57-year-old man grabs gold medals in body building competition
  49. Cambridge University Press pulls articles in China at Beijing’s request
  50. China's Wolf Warriors 2 joins top 100 grossing films worldwide: non-Hollywood film to break into the top 100 all-time grossing movies worldwide. Knocked 1994's "Forrest Gump" from the No 100 spot
  51. 《追捕》 Manhunt (directed by John Woo) International Trailer
  52. Why Nirvana in Fire is the Best Chinese Drama - Part 2/2
  53. Trying to learn more about traditional chinese culture, what can you guys tell me about the color Qing?
  54. Robot introduced to hospital to autofill prescriptions in E. China
  55. Something worth a grin
  56. Story of China’s ancient military might found carved in cliff
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Do libs think medical care is a right? What next, auto insurance? How about food for all?

Do libs think medical care is a right? What next, auto insurance? How about food for all? Existence, Freedom and also the Search For 'Free' Medical Care Every fresh 'proper' the U.S. government has stated has became a massively expensive failure, the advertising continue to cheer fans of duty-funded plans. Americans are obsessed with rights. We will have been. Nevertheless the concept of privileges our forefathers organized in the Declaration of Liberty has improved substantially. Those rights life, independence as well as happiness' pursuit were accepted to come back from the Almighty, offered similarly to everyone. Rights come from Almighty Government. Medical care will be the newest right. Its all over the marketing, to Michael Moores video Sicko widespread plans from presidential prospects. Calling it there can be the right an emotional argument advanced by those that wish others to cover their medical care. They enhance the youngsters and get whether they can be denied the basic human right of health care by everyone but dont bother with the evidence showing health care in this place could be hurt by government control. A review of different contemporary rights might give us a about how well a brand new program would work. These rights started out as rights, included in this schooling as well as a paid retirement. Now knowledge is not simply considered the right, its a requirement. How well has it worked? American students attend college at the least until their adolescent decades, but 15-year-olds placed 24th from 29 nations in talent for real-life math difficulties, based on the Washington Post. Literacy surveys suggest one in five National adults is illiterate. And people keep shelling income out to invest in the system. Americans also enjoy the proper to retire but we expect to be backed in our old-age. Companies and newer individuals are required to aid retirees, backing another right. And just how well has that worked? The Social security-system that is improperly made, outdated is disintegrating fast since retirees balloons' amount. But youve established the right, its difficult to go away. The government, which guarantees such privileges, should go-to its sugar-daddy citizens to retain the rights arriving. Were currently properly on our way toward the health treatment right/mandate. Desire to be more like Canada? Its not far off. Catos Michael Rule has noticed that parties in America spend 86 dollars of every dollar of our health care comparable as Canadas socialized program. What we or rather, those third parties pay for the federal government already determines health care as well. Emory University lecturer Robert Swerlick has known that health care bills within this country's pricing is both right or ultimately dictated by Medicare. Forex trading meddling perhaps causes physician shortages, he suggests, in required areas of niche. Prescribed drugs already are deemed a right, such as the Medicare drug benefit and massive advertising help because of governmental moves. A Small Business & Media Institute study found broadcast journalists treating prescribed drugs like they expanded on trees. Total, the coverage supported the concept that medications should magically not be unavailable to everybody at less prices. Naturally, the miracle behind new privileges is your income. Fellow Cato specialist Michael Tanner and Brother discussed problems with duty-funded care within their book Balanced Competition: to Free It and Whats Holding Back Healthcare. Just how much does everyone get, if healthcare is assured to everyone? Who determines who gets what, and how would the attention be administered? If everybody wishes the most costly therapy accessible, what goes on? Together with the wide variety of tests and remedies that people might maintain as their right, somebody at some time must choose they published, lest the nation be bankrupted where the right to health care ends. Were well on our way toward that as well. Your privileges to Social Security and Medicare eat about 40 percent of the national budget. Nearby property tax income and state, which normally funds education, grown about 35 percent between 2000 and 2005, in line with the Tax Foundation. We cant afford any longer privileges like this. Nevertheless the left claims tax-funded care is correct for the children. What becomes of these? Theyre rising up in a America where the rights mentality is deeply ingrained, as well as the marketing continue to supply them. Maybe theyll want the right to some task once the youngsters come of age. They don't keep in mind that France already tested that notion for us, also it generated rioting and high unemployment. Perhaps theyll assure Disney trips for push childless Americans and all households to pay for it. While they check out government to ensure pleasure, the search for will easily disappear. They will understand less and less of the true correct independence and also have from.
DUI in Colorado - simply how much will my auto insurance rise? I was convicted of a DUI and shortly I will not be ineligible for a certificate that was resticted. I have with an ignition interlock device fitted, and file an SR 22 with my insurance organization (Point General Insurance). When I am ineligible I've not informed them however. I named plus they said that they are doing acknowledge individuals with DUIs. I am presently spending $77 monthly for full coverage. I am male, 29 years of age. How much may I expect my insurance cost to go up after ifile the SR22?
I just got my certificate and have no insurance.? No vehicle yet but may soon have one...what can you propose?what'll be cheaper to obtain my very own insurance or be wear my parents...
How much, typically, would auto insurance be lifted if I added A - 16 1/2 year old driver? The automobile will be an minivan.
Simply how much could the insurance with this vehicle be? It's really a 2007 Toyota solara silver with 63000 miles on it might meet that is entire be per month? Simply an appraisal.
ADVICE: I found this site where you can compare quotes for free: WW1.SALESQUOTES.INFO
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How to Mulch a Garden Bed Ask This Old House - YouTube

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