Machine Learning Tutorial
1Introduction to Machine Learning & the Python… 2NumPy Crash Course 3Pandas Data Processing 4Matplotlib & Seaborn Visualization 5Getting Started with Scikit-learn 6Capstone Exercise 7Linear Regression 8Logistic Regression 9Decision Trees & Random Forests 10Support Vector Machines 11KNN & Clustering 12Feature Engineering 13Ensemble Learning 14Dimensionality Reduction 15NLP Fundamentals 16Deep Learning with PyTorch: From Neurons to M… 17Convolutional Neural Networks 18Model Evaluation & Tuning 19Getting Started with MLOps and MLflow 20Model Deployment with FastAPI and Docker 21A/B Testing & Experiment Design 22Production Monitoring and Model Drift 23Project Design 24Project Development 25Project Deployment