Machine Learning by Andrew Ng

Name: Machine Learning by Andrew Ng
Rating: 4.67 (175 reviews)

Beginner⏱️ 60 hoursCoursera⭐ 4.7 (175 reviews)

The original Stanford ML course taught by Andrew Ng

Price: Free

About This Course

The original Stanford ML course taught by Andrew Ng

What You Will Learn

✓Understand the fundamentals of machine learning algorithms

✓Implement linear regression and logistic regression from scratch

✓Build and train neural networks for classification tasks

✓Apply regularization techniques to prevent overfitting

✓Use support vector machines for complex classification problems

✓Implement unsupervised learning with clustering algorithms

✓Design recommender systems using collaborative filtering

✓Apply anomaly detection for identifying unusual patterns

✓Build a complete machine learning pipeline from data to deployment

Skills You Will Gain

Linear RegressionLogistic RegressionNeural NetworksSupport Vector MachinesK-Means ClusteringPCAAnomaly DetectionRecommender SystemsOctave/MATLABModel Evaluation

Course Syllabus

11 modules in this course

Part of These Learning Paths

Beginner Local Vector Storage

Start your journey into local vector storage with foundational concepts and hands-on exercises designed for newcomers.

Beginner Unsupervised Learning

Start your journey into unsupervised learning with foundational concepts and hands-on exercises designed for newcomers.

Beginner Spark ML

Start your journey into spark ml with foundational concepts and hands-on exercises designed for newcomers.

AI Fundamentals to ML Engineer

Transform from AI beginner to ML Engineer in 8 months

Beginner Fairness

Start your journey into fairness with foundational concepts and hands-on exercises designed for newcomers.

Healthcare Professional to AI Specialist

Apply AI to transform healthcare outcomes in 7 months

Business Analyst to Data Scientist

Leverage business expertise to become a Data Scientist in 6 months

Complete AI Career Starter

Enter AI product management without technical background in 5 months

Beginner Production/MLOps

Start your journey into production/mlops with foundational concepts and hands-on exercises designed for newcomers.

AI Product Management

Bridge the gap between business and AI engineering. Learn to define AI product requirements, prioritize ML features, communicate with data science teams, and launch successful AI-powered products.

Beginner Machine Learning

Your first steps into machine learning. Understand supervised and unsupervised learning, train your first models, and build intuition for how algorithms learn from data.