Machine Learning Courses and Certifications

MathWorks Career Certificate

Practical Data Science with MATLAB

31 ratings

Visualize, analyze, and model data in MATLAB: explore datasets, process data and engineer features, build predictive machine learning models, and finish with a full data science project.

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

CS50's Introduction to Artificial Intelligence with Python

38 ratings

Learn to use machine learning in Python in this introductory course on artificial intelligence.

• edX
• 7 weeks, 10-30 hours a week
• Self-Paced
• Free Online Course (Audit)

Machine Learning for Business

1858 ratings at DataCamp

Learn the Basics of Machine Learning This course will introduce the key elements of machine learning to the business leaders.

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

Feature Engineering for Machine Learning in Python

1187 ratings at DataCamp

Every day you read about the amazing breakthroughs in how the newest applications of machine learning are changing the world.

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

Stanford;  DeepLearning.AI Career Certificate

Machine Learning

39386 ratings at Coursera

Learn supervised learning with linear and logistic regression, neural networks and decision trees, plus unsupervised clustering, dimensionality reduction, recommender systems, reinforcement learning, and practices for evaluating and tuning models.

• Coursera
• 8 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 3 courses

Data Science Dojo

Building Robust Machine Learning Models

Robust machine learning depends on careful data work, evaluation, and tuning more than on choosing fashionable tools or techniques.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Krish Naik

Step-by-Step Machine Learning Project Implementation: EDA, Feature Engineering, Selection, and Model Training

A hands-on machine learning project follows data from cleaning and exploratory analysis through feature selection, model training, and hyperparameter tuning.

• YouTube
• 1 hour 26 minutes
• Self-Paced
• Free Video

MLOps.community

Challenging Traditional Machine Learning Principles with LLMs - Part 2

Examines how language models are changing established machine learning rules for model design, training data, and evaluation.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Shaw Talebi

Building Machine Learning Solutions with Python - Code Walkthrough

See why experimentation shapes the ML lifecycle while building a semantic search tool for YouTube videos.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

PioPetro

Machine Learning Applications in Petroleum Production Data - Lecture 3

Explores machine learning applications using petroleum production data.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

PioPetro

Machine Learning Applications in Petroleum Production Data - Lecture 2

Explore how machine learning can be applied to petroleum production data.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

PioPetro

Machine Learning Applications in Petroleum Production Data - Lecture 1

A lecture on applying machine learning to petroleum production data.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Spring 2025

Trace machine learning from supervised models into formal learnability results, then return to optimization, Bayesian learning, and neural networks.

• YouTube
• 1 day 10 hours 25 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Fall 2018

A 27-lecture series on machine learning from Fall 2018.

• YouTube
• 1 day 10 hours 45 minutes
• Self-Paced
• Free Video

Career Certificate

Implementing AI Algorithms from Scratch

350 ratings at CodeSignal

Implement classic machine-learning algorithms from scratch—including regression, classification, ensembles, clustering, and neural-network basics—without machine-learning libraries.

• CodeSignal
• 21 hours
• Self-Paced
• Free Certificate
• 6 courses