Machine Learning Courses and Certifications

Kaggle;  Amazon;  Amazon Web Services Career Certificate

AWS Machine Learning Engineer Nanodegree

11 ratings

Master foundational ML skills, from supervised learning to deep learning. Deploy models to production environments and complete a capstone project in your chosen domain.

• Udacity
• 94 hours
• Self-Paced
• Paid Course

Career Certificate

Machine Learning

16273 ratings at Coursera

Gain practical experience in prediction, classification, clustering, and information retrieval through case studies. Learn to analyze complex datasets and build adaptive, intelligent systems.

• Coursera
• 8 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 4 courses

Career Certificate

Professional Certificate Program in Generative AI Machine Learning and Intelligent Automation

1153 ratings at Simplilearn

Master GenAI, ML, and intelligent automation through a comprehensive 11-month program in partnership with IIT Delhi's IHFC and Microsoft, covering deep learning, NLP, MLOps, and Azure AI.

• Simplilearn
• 11 months
• Self-Paced
• Paid Course

Machine Learning: Clustering & Retrieval

5 ratings

Explore similarity-based algorithms for document retrieval, clustering techniques, and topic modeling. Learn to implement k-nearest neighbors, k-means, EM, and LDA for analyzing large text datasets.

• Coursera
• 17 hours 21 minutes
• Self-Paced
• Paid Course

Career Certificate

Mathematics for Machine Learning

15070 ratings at Coursera

Gain essential mathematical foundations for machine learning, covering linear algebra, multivariate calculus, and dimensionality reduction with PCA. Build intuitive understanding and practical skills for advanced ML and data science.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

MathWorks

Predictive Modeling and Machine Learning with MATLAB

89 ratings

Learn to build, evaluate, and optimize regression and classification models using MATLAB. Apply supervised machine learning workflows to real-world datasets and improve model performance through feature selection and hyperparameter tuning.

• Coursera
• 18 hours 52 minutes
• Self-Paced
• Paid Course

Learning from Data (Introductory Machine Learning course)

10 ratings

Comprehensive introduction to machine learning theory, algorithms, and applications, balancing mathematical foundations with practical insights for students from diverse backgrounds.

• Independent
• 10 weeks
• Self-Paced
• Free Online Course

University of Alberta;  Alberta Machine Intelligence Institute

Prediction and Control with Function Approximation

24 ratings

Explore advanced reinforcement learning techniques for large state spaces, including function approximation, feature construction, and policy gradient methods. Apply these concepts to solve continuous-state control tasks.

• Coursera
• 21 hours 51 minutes
• Self-Paced
• Paid Course

Machine Learning A-Z: AI, Python & R + ChatGPT Prize [2026]

203244 ratings at Udemy

Learn to create Machine Learning Algorithms in Python and R from two Data Science experts. Code templates included.

• Udemy
• 1 day 18 hours 45 minutes
• Self-Paced
• Paid Course

Career Certificate

Python Machine Learning Bootcamp

109 ratings at Noble Desktop

Master machine learning fundamentals through hands-on Python programming, covering regression analysis, classification algorithms, and essential data science techniques for real-world problem-solving.

• Noble Desktop
• 30 hours
• Self-Paced
• $1,895.00

Career Certificate

Data Science: Statistics and Machine Learning

7202 ratings at Coursera

Comprehensive data science program covering statistical inference, regression, machine learning, and data product development, culminating in a real-world capstone project.

• Coursera
• 12 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 5 courses

Understanding Machine Learning

An introduction to machine learning with no coding involved.

• DataCamp
• 2 hours
• Self-Paced
• Free Trial Available

Cal Poly EPaCE Career Certificate

Professional Certificate Program in Machine Learning and Artificial Intelligence

17 ratings at Simplilearn

Gain insights into AI and ML expertise through Cal Poly EPaCE's hands-on program, covering Python, Deep Learning, and GenAI, with IBM certifications and real-world capstone projects.

• Simplilearn
• 20 weeks
• Self-Paced
• Paid Course

Career Certificate

Professional Certificate in Generative AI Machine Learning and Intelligent Control Systems

14 ratings at Simplilearn

Explore Generative AI, Machine Learning, and Intelligent Control Systems through hands-on projects, earning an IITM Pravartak certificate and eligibility for IIT Madras campus immersion.

• Simplilearn
• 6 months
• Self-Paced
• Paid Course

Machine Learning Fundamentals in Python

Learn the art of Machine Learning and come away as a boss at prediction, pattern recognition, and the beginnings of Deep and Reinforcement Learning.

• DataCamp
• 16 hours
• Self-Paced
• Free Trial Available