Master machine learning algorithms and techniques. Learn how to build intelligent systems that learn from data.
Build intelligent systems that learn and make predictions
Create prediction and classification models using linear regression, logistic regression, decision trees, and neural networks with high accuracy
Apply ML to business, healthcare, finance, and research challenges. Grasp the mathematics behind ML without getting overwhelmed
Work with scikit-learn, TensorFlow, and industry-standard tools. Build portfolio projects and skills for ML engineering roles
ML Engineers are among the highest-paid tech professionals
Basic Python knowledge required (variables, loops, functions)
Algebra and basic statistics (we'll explain concepts as we go)
Python installed with Jupyter Notebook or Google Colab
Foundation concepts and essential algorithms
Understand the fundamentals of ML. Learn about supervised, unsupervised, and reinforcement learning.
Start Learning →Master the most fundamental ML algorithm. Learn how to predict continuous values from data.
Start Learning →Learn classification algorithms. Understand how to predict categories and make binary decisions.
Start Learning →Build tree-based models for classification and regression. Understand feature importance and interpretability.
Start Learning →Powerful algorithms and ensemble methods
Master ensemble learning. Learn how combining multiple models creates more powerful predictions.
Start Learning →Learn powerful classification techniques. Understand kernels and how to find optimal decision boundaries.
Start Learning →Master XGBoost and LightGBM. Learn the algorithms that win Kaggle competitions and power real-world ML.
Start Learning →Build real-world machine learning applications
Build a complete regression project. Learn data cleaning, feature engineering, and model deployment.
Start Project →Build a classification system. Predict which customers are likely to leave and why.
Start Project →Build a product recommendation engine. Learn collaborative filtering and content-based recommendations.
Start Project →Explore more courses to expand your AI and programming skills