Python Basics & Syntax Data Types, Loops & Functions OOP in Python File Handling & Exception Handling

Statistics & Probability Linear Algebra Basics Calculus for ML Hypothesis Testing

NumPy Pandas Matplotlib & Seaborn Data Cleaning & EDA

Git & GitHub Basics Jupyter Notebook & Google Colab VS Code Kaggle Datasets

Regression Classification Clustering (K-Means) Decision Trees & Random Forest Model Evaluation & Tuning

Neural Networks Basics TensorFlow & Keras PyTorch ANN, CNN & RNN Transfer Learning

Image Processing with OpenCV CNN Architectures Object Detection Basics Image Classification

Text Preprocessing Text Classification Sentiment Analysis Word Embeddings Transformers Basics (Hugging Face)

Feature Engineering Ensemble Methods (XGBoost) Recommendation Systems Time Series Forecasting Hyperparameter Tuning

Flask & FastAPI Streamlit Docker Basics Cloud Deployment (Render, Hugging Face Spaces) Model Versioning

Iris Flower Classification House Price Prediction Titanic Survival Prediction Spam Email Detector Salary Prediction

Customer Segmentation (K-Means) Heart Disease Prediction Sentiment Analysis on Reviews Loan Approval Prediction Diabetes Prediction System

Handwritten Digit Recognition (MNIST) Face Mask Detection Image Classifier (CNN) Traffic Sign Recognition Plant Disease Detection

Movie Recommendation System Fake News Classifier Resume Screening using NLP Chatbot with NLP Stock Price Forecasting

Client-Based Live Project (Real Requirement) End-to-End ML Pipeline with Deployment Project Documentation & Code Review Weekly Demo & Mentor Feedback

Final Capstone Project (Deployed AI/ML Application) Live Demo & Presentation GitHub Portfolio & Documentation Resume, LinkedIn & Naukri Profile Optimization Mock Technical Interviews