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[ CourseWikia.com ] USC.EDU - Practical Python for Algorithmic Trading

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Total Size

340.6 MB

Total Files

56

Last Seen

2025-05-13 23:47

Hash

0E12018FE0A27CF5CF25046C5EF881B8A6ADC0E4

/

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0.2 KB

/01 - Introduction/

01 - Algorithmic trading using machine learning.mp4

2.3 MB

01 - Algorithmic trading using machine learning.srt

1.1 KB

02 - Maximize your learning.mp4

8.0 MB

02 - Maximize your learning.srt

4.7 KB

/.../02 - 1. Working with Stock Market Data/

01 - Download and export data.mp4

17.8 MB

01 - Download and export data.srt

7.5 KB

02 - Filter rows and create columns for trading strategies.mp4

18.1 MB

02 - Filter rows and create columns for trading strategies.srt

7.2 KB

/.../03 - 2. Backtesting with Classification Models/

01 - Compute machine learning classification model.mp4

26.9 MB

01 - Compute machine learning classification model.srt

12.9 KB

02 - First configurations of the strategy class.mp4

13.4 MB

02 - First configurations of the strategy class.srt

5.5 KB

03 - Simulate the investment strategy step by step.mp4

13.3 MB

03 - Simulate the investment strategy step by step.srt

5.3 KB

04 - Run the backtest on the strategy.mp4

13.5 MB

04 - Run the backtest on the strategy.srt

5.2 KB

05 - Challenge Backtest with other tickers.mp4

12.5 MB

05 - Challenge Backtest with other tickers.srt

5.6 KB

/.../04 - 3. Backtesting with Regression Models/

01 - Compute machine learning regression model.mp4

9.4 MB

01 - Compute machine learning regression model.srt

3.5 KB

02 - How to evaluate regression models.mp4

12.8 MB

02 - How to evaluate regression models.srt

5.7 KB

03 - Configure and run the backtest with the regression model.mp4

5.7 MB

03 - Configure and run the backtest with the regression model.srt

2.4 KB

04 - How to interpret the backtesting dashboard.mp4

16.6 MB

04 - How to interpret the backtesting dashboard.srt

6.6 KB

/.../05 - 4. Backtesting Optimization/

01 - Optimizing strategy parameters.mp4

14.2 MB

01 - Optimizing strategy parameters.srt

6.7 KB

02 - Pandas reporting with heatmaps.mp4

7.8 MB

02 - Pandas reporting with heatmaps.srt

2.7 KB

03 - Smart optimization to save computing time.mp4

13.5 MB

03 - Smart optimization to save computing time.srt

5.9 KB

04 - Challenge Optimization with other datasets.mp4

11.8 MB

04 - Challenge Optimization with other datasets.srt

5.6 KB

/.../06 - 5. The Overfitting Problem in Backtesting/

01 - Why machine learning models overfit the data.mp4

13.3 MB

01 - Why machine learning models overfit the data.srt

5.7 KB

02 - How to train models within the backtest.mp4

9.0 MB

02 - How to train models within the backtest.srt

3.7 KB

03 - Challenge Train test with other tickers.mp4

10.3 MB

03 - Challenge Train test with other tickers.srt

4.4 KB

04 - Walk forward validation in machine learning.mp4

28.6 MB

04 - Walk forward validation in machine learning.srt

11.8 KB

05 - Anchored walk forward validation in backtesting.mp4

18.5 MB

05 - Anchored walk forward validation in backtesting.srt

7.8 KB

06 - Create library for backtesting strategies.mp4

10.0 MB

06 - Create library for backtesting strategies.srt

3.3 KB

07 - Interpret reports from walk forward validation approaches.mp4

3.2 MB

07 - Interpret reports from walk forward validation approaches.srt

1.7 KB

08 - Challenge Walk forward with other tickers.mp4

15.6 MB

08 - Challenge Walk forward with other tickers.srt

7.3 KB

/07 - Conclusion/

01 - Course summary.mp4

13.0 MB

01 - Course summary.srt

10.9 KB

02 - What's next.mp4

1.4 MB

02 - What's next.srt

1.6 KB

/~Get Your Files Here !/

Bonus Resources.txt

0.4 KB

 

Total files 56


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