AI/ML

Machine Learning

Learn Machine Learning from the fundamentals to real-world AI application development. This 6-month program covers Python, statistics, data preprocessing, supervised and unsupervised learning, deep learning, NLP, model deployment, and end-to-end projects.

90 Days Beginner to Advanced Python | Scikit-learn | TensorFlow | NLP

Course Description

Learn Machine Learning from the fundamentals to real-world AI application development, model deployment, and end-to-end projects.

6-Month / 24-Week Curriculum

A practical path from Python fundamentals to deployed machine learning and AI projects.

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Machine Learning

Course Description

6-Month / 24-Week Curriculum

Month 1 - Python & ML Fundamentals

Week 1: Python for Machine Learning

Week 2: Advanced Python

Week 3: NumPy & Pandas

Week 4: Introduction to Machine Learning

Month 2 - Mathematics, Statistics & Data Preparation

Week 5: Statistics for Machine Learning

Week 6: Mathematics for ML

Week 7: Data Preprocessing

Week 8: Exploratory Data Analysis

Month 3 - Supervised Machine Learning

Week 9: Linear & Polynomial Regression

Week 10: Classification

Week 11: Advanced Classification

Week 12: Model Evaluation

Month 4 - Advanced Machine Learning

Week 13: Feature Engineering

Week 14: Ensemble Learning

Week 15: Unsupervised Learning

Week 16: Dimensionality Reduction

Month 5 - Deep Learning & AI

Week 17: Neural Network Fundamentals

Week 18: TensorFlow / PyTorch

Week 19: Computer Vision

Week 20: Natural Language Processing

Month 6 - Deployment, MLOps & Capstone

Week 21: Machine Learning Deployment

Week 22: MLOps & Production Basics

Week 23: End-to-End Machine Learning Capstone

Week 24: Final Project & Career Preparation