Machine Learning Roadmap

Level 1: Basics

• Python Basics
• OOP in Python
• NumPy - Arrays & Operations
• Pandas - DataFrames & Series
• Matplotlib - Basic Plotting
• Seaborn - Statistical Visualization
• Scikit-learn Basics
• Python Data Science Handbook

Level 2: Feature Engineering & EDA

• Data Preprocessing & Scaling
• Handling Missing Values
• Feature Selection Techniques
• Dimensionality Reduction (PCA, LDA)
• Exploratory Data Analysis (EDA)
• Pandas Profiling
• Data Splitting & Cross-Validation

Level 3: Machine Learning

• Supervised Learning
• Unsupervised Learning
• Ensemble Learning (Bagging, Boosting)
• LightGBM
• CatBoost

Level 4: Advanced Topics & Applications

• Deep Learning (TensorFlow)
• Deep Learning (PyTorch)
• Advanced Ensemble Methods
• NLP - Text Processing & Embeddings
• Computer Vision (CNNs)
• Object Detection (YOLO, Faster R-CNN)
• Anomaly Detection
• Time Series Forecasting
• Reinforcement Learning
• MLOps & Model Deployment
• Real-World ML Projects

Machine Learning Study & Learning Resources

• Scikit-learn Official Documentation
• Coursera: Andrew Ng ML Course
• edX Machine Learning Course
• Fast.ai (Practical ML & Deep Learning)
• Kaggle Learn (ML Courses)
• Towards Data Science: ML Articles
• Data Science & ML Roadmap
• DataCamp: Machine Learning Track

Machine Learning Practice Platforms

• Kaggle Competitions & Datasets
• Analytics Vidhya Practice Problems
• HackerRank ML Domain
• DataCamp Projects
• Coursera Guided Projects

Advanced Machine Learning Topics

• XGBoost (Gradient Boosting)
• LightGBM
• CatBoost
• Anomaly Detection
• Ensemble Methods (Bagging, Boosting, Stacking)
• Model Evaluation & Metrics
• TensorFlow Tutorials (Advanced ML / Neural Networks)

Machine Learning with Python & Backend

• Scikit-learn for ML
• TensorFlow / Keras
• PyTorch
• Flask + ML Deployment
• Django + ML Deployment
• FastAPI + ML

Machine Learning Interview Preparation

• InterviewBit ML Questions
• GFG ML Interview
• LeetCode ML Discussion
• ML Case Studies & Projects

Machine Learning Jobs – India

• Naukri ML Jobs
• Instahyre
• CutShort
• LinkedIn India
• Hirist (Backend / ML Roles)

Top Companies Using Machine Learning

• Google (AI / ML)
• Microsoft (AI / ML)
• Amazon (AWS ML / AI)
• Meta (AI Research)
• Apple ML / AI Roles
• Netflix (Recommendation Systems)
• Tesla (Autonomous ML)
• IBM (AI / ML)