Udemy - Backtest Quantitative Trading strategies from Scratch

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Udemy - Backtest Quantitative Trading strategies from Scratch (Size: 4.3 GB)
  001 Data.mp4 32.1 MB
  001 Data_en.srt 4.9 KB
  001 Introduction to Pairs trading.mp4 61.4 MB
  001 Introduction to Pairs trading_en.srt 13.4 KB
  001 Introduction-slides.pdf 66.1 KB
  001 Introduction.mp4 21.9 MB
  001 Introduction_en.srt 4.1 KB
  001 Pairs Trading.html 204.8 B
  001 Pairs trading and Holding SPY.mp4 115 MB
  001 Pairs trading and Holding SPY_en.srt 8.9 KB
  001 Part 1 Introduction to the Cross Over strategy and a worked example.mp4 64.8 MB
  001 Part 1 Introduction to the Cross Over strategy and a worked example_en.srt 12.6 KB
  001 Time-Series-reader.pdf 647.2 KB
  001 dataset-instrument-A.csv 3 MB
  001 dataset-instrument-B.csv 3.1 MB
  001 intro-to-pairs-trading.pdf 267.6 KB
  001 link-to-data-and-meta.rtf 409.6 B
  001 multi-testing.py 12.3 KB
  001 pipeline.ipynb 117.5 KB
  001 take-home-assignment.ipynb 6.5 KB
  001 the pipeline class.mp4 119.3 MB
  001 the pipeline class_en.srt 18.3 KB
  002 Crossing Over.mp4 128.9 MB
  002 Crossing Over_en.srt 13.2 KB
  002 Part 2 Coding the Backtester - the Cross Over class.mp4 72.1 MB
  002 Part 2 Coding the Backtester - the Cross Over class_en.srt 13.9 KB
  002 Set Up part 1.mp4 190.9 MB
  002 Set Up part 1_en.srt 20.1 KB
  002 cross-over-backtest.py 7 KB
  002 lecture pipeline class.mp4 85.3 MB
  002 lecture pipeline class_en.srt 20.1 KB
  002 pipe-line.py 1.3 KB
  003 Corrections.html 204.8 B
  003 Part 3 Coding Backtester part 2- Handle Data.mp4 201.4 MB
  003 Part 3 Coding Backtester part 2- Handle Data_en.srt 29.2 KB
  003 SET-UP.ipynb 41.2 KB
  003 Set Up part 2.mp4 119 MB
  003 Set Up part 2_en.srt 16.3 KB
  003 cross-over-backtest.py 7 KB
  003 final-90.csv 2.6 MB
  003 multi-testing.py 12.7 KB
  004 Implementations.mp4 150.4 MB
  004 Implementations_en.srt 19.2 KB
  004 Part 4 Coding the Backtester part 3 - Backtest.mp4 125.9 MB
  004 Part 4 Coding the Backtester part 3 - Backtest_en.srt 18.7 KB
  004 SET-UP.ipynb 231.1 KB
  004 Worked Example.mp4 131.9 MB
  004 Worked Example_en.srt 14.8 KB
  004 implementations.ipynb 36.8 KB
  005 Orders class part 1.mp4 164.2 MB
  005 Orders class part 1_en.srt 17 KB
  005 Part 5 Coding the Backtester part 4 - Get results.mp4 170.1 MB
  005 Part 5 Coding the Backtester part 4 - Get results_en.srt 23.5 KB
  005 ma-cross-over.py 8.9 KB
  006 Orders class part 2.mp4 182.2 MB
  006 Orders class part 2_en.srt 16.2 KB
  006 Orders.py 6.4 KB
  006 Part 6 TSLA example.mp4 218.2 MB
  006 Part 6 TSLA example_en.srt 26 KB
  006 TSLA-example.ipynb 1.3 MB
  006 tsla-series.csv 25.1 KB
  007 Backtester class part 1.mp4 117.8 MB
  007 Backtester class part 1_en.srt 17.8 KB
  007 Part 7 Long term study on Russell 3000 Index vs SPY.mp4 263.6 MB
  007 Part 7 Long term study on Russell 3000 Index vs SPY_en.srt 27.7 KB
  007 rs-tickers.txt 13.1 KB
  007 russell-simulation-study.ipynb 21.1 KB
  008 Backtest.py 8.8 KB
  008 Backtester class part 2.mp4 51.6 MB
  008 Backtester class part 2_en.srt 6 KB
  008 Part 8Long term study part 2.mp4 43.7 MB
  008 Part 8Long term study part 2_en.srt 5.1 KB
  008 beat-spy.csv 10.2 KB
  008 russell-simulation-study.ipynb 51.8 KB
  009 Backtester class part 3.mp4 276.6 MB
  009 Backtester class part 3_en.srt 25.5 KB
  009 Part 9 High vs Low volatile stocks in the Cross Over part 1.mp4 236.9 MB
  009 Part 9 High vs Low volatile stocks in the Cross Over part 1_en.srt 28.9 KB
  010 Backtest.py 12.5 KB
  010 Backtester class part 4.mp4 280.5 MB
  010 Backtester class part 4_en.srt 26.5 KB
  010 Orders.py 6.4 KB
  010 Part 10 High vs Low volatile stocks part 2.mp4 186.3 MB
  010 Part 10 High vs Low volatile stocks part 2_en.srt 19.5 KB
  010 high-beat-spy.csv 5.4 KB
  010 high-low-cross-over.ipynb 79.6 KB
  010 low-beat-spy.csv 1.8 KB
  011 Discussions.pdf 23.6 KB
  011 Large scale simulation part 1.mp4 187.4 MB
  011 Large scale simulation part 1_en.srt 28.5 KB
  011 Part 11 Discussion topics.html 102.4 B
  012 Large scale simulation part 2.mp4 326.6 MB
  012 Large scale simulation part 2_en.srt 37.6 KB
  012 mass-simulation.ipynb 391.8 KB
  013 Large scale simulation part 3.mp4 47.8 MB
  013 Large scale simulation part 3_en.srt 8.6 KB
  013 Point-to-consider.pdf 62.5 KB
  013 mass-simulation-regression-results.pdf 84.8 KB
  Bonus Resources.txt 409.6 B
  EODMETA.csv 12.7 MB
  Get Bonus Crypto Downloads Here.url 204.8 B
  _EODMETA.csv 1.4 KB
  _mass_simulation.csv 307.2 B
  _sum_squares_90.csv 204.8 B
  mass_simulation.csv 5.3 MB
  sum_squares_90.csv 15 MB
  ▲ 106 total files

Description


Backtest Quantitative Trading strategies from Scratch
https://FreeCryptoLearn.com

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 33 lectures (10h 21m) | Size: 4 GB

Building your own backtesters with a 20 year data set and large scale simulation studies

What you'll learn
Cointegration: Engle and Granger Approach
Creating your own backtesters in python
Covering Object Orientated Programming
Python packages: Pandas, Numpy, Scikit, Joblib, Matplotlib
Time Series
Quantitative trading
Moving Average Cross Over
Pairs trading
Stock Pipeline

Requirements
A curious mind will do. However, you need to be familiar with some of the elementary Python operations and OOP
Some background in mathematics or econometrics

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