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added resources for week 1 to main readme.md #9

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9 changes: 8 additions & 1 deletion machine-learning/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -30,6 +30,13 @@ This year the theme for DevClub Summer of Code is e-commerce! We will be buildin
- Train Test Split
- Error metrics
- #### Resources:
See <a href = "https://github.com/devclub-iitd/summer-of-code-2023/blob/machine-learning/machine-learning/week1/README.md">Assignment 1</a>
- Week 1
1. <a href = "https://www.youtube.com/playlist?list=PLA83b1JHN4ly56Y7o6vDAT8Szxc3_EdRH">Google Colab Setup</a>
2. <a href="https://www.youtube.com/watch?v=_uwucNViakk">Kaggle Datasets</a>
3. Tutorial on <a href="https://www.youtube.com/watch?v=FniLzpaSFGk">Numpy and Pandas</a> for Data Analysis and Manipulation
4. Tutorials on <a href="https://www.youtube.com/playlist?list=PL-osiE80TeTvipOqomVEeZ1HRrcEvtZB_">Matplotlib</a> for Data Visualisation
5. <a href="https://www.youtube.com/watch?v=WngoqVB6cXw">Linear Regression (Multiple Variables)</a>
6. <a href="https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw">ML Playlist</a>, contains algorithms like Linear Regression, Decision Trees, and Random Forest
7. <a href="https://www.youtube.com/watch?v=K490SP-_H0U&t=26s">Evaluation metrics for regression:</a> MAE vs MSE vs RMSE vs RMSLE
- #### [Task](week1)