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  1. Setting Up Your Data Analysis Platform

   1.1 Mac.pdf

   2. Setting Up ChatGPT for Easy Machine Learning.html

  2. What is Machine Learning

   2. Complete Machine Learning Work-flow.mp4

   4. Instructions for Quizzes IMPORTANT.html

  3. Master Data Cleaning for Error-free ML Model

   2. Handling missing values with Scikit-learn.mp4

   4. Dealing with miss-identified data types.mp4

   6. QUIZ 1 Data Cleaning.html

   7.1 Data Cleaning (Solution).ipynb

  4. Master Data Manipulation for Strong ML Model

   2. Filter data based on conditions.mp4

   4. Concatenating or adding of supplementary data.mp4

   6. Solution 2 Data Manipulation.html

  5. Master Data Preprocessing for Perfect ML Model

   2. Extracting day, months, year from date variable.mp4

   4. Creating dummy variables for nominal data.mp4

   6. Splitting data into training and testing set.mp4

   8. Solution 3 Data Preprocessing.html

  6. Hands-on Machine Learning Application Part 1 Regression

   2. Linear regression ML model.mp4

   4. Random Forest regression ML model.mp4

   6. XGBoost regression ML model.mp4

   8. Solution 4 ML Model Application Part 1.html

  7. Hands-on Machine Learning Application Part 2 Classification

   2. Logistic Regression ML model.mp4

   4. Random Forest classification ML model.mp4

   6. LightGBM classification ML model.mp4

   8. Solution 5 ML Model Application Part 2.html

  8. Hands-on Machine Learning Application Part 3 Clustering

   2. Final QUIZ ML Model Application Part 3.html

   3.1 Fast-Track ML in Python & ChatGPT (Solution).ipynb

  9. Tips, Tricks and Resources

   2. Course resources.html

   2.2 ML.pptx

  Bonus Resources.txt