Lectures
- Python and VS Code Setup
- Introduction to AI and ML
- Python Basics
- Numpy
- Pandas
- Matplotlib
- Kaggle and Model-Free Prediction
- Data Preprocessing
- Decision Tree
- Model Evaluation
- Linear Regression
- Gradient Descent
- Polynomial Regression and Regularization
- Logistic Regression
- Support Vector Machine
- Ensemble Learning
- Clustering
- Code Management
- Data App