Artificial Intelligence Courses and Certifications

Dave Churchill

Introduction to Artificial Intelligence - Lecture 1: Course Introduction and What is AI?

An opening AI lecture probes what counts as intelligence through the Turing Test, the Chinese Room, practical capabilities, and games.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Problem Solving and Search - Lecture 3

Explores problem solving and search as core techniques in an introduction to artificial intelligence.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Lecture 1: Course Introduction

An introduction to AI algorithmic techniques and data structures, with assignments applying them to simple games.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence: Game Theory - Lecture 8 (Part 1)

An introduction to game theory presented as a topic in an artificial intelligence course.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Artificial Intelligence Planning

Learn how AI planning models problems and uses search, heuristics, planning graphs, task networks, and scheduling to generate executable plans.

• YouTube
• 12 hours
• Self-Paced
• Free Video

NPTEL-NOC IITM

Artificial Intelligence in Drug Discovery and Development

1 rating

Discover how AI revolutionizes pharmaceutical research, from molecular design to clinical trials, transforming traditional drug development processes.

• YouTube
• 2 hours 21 minutes
• Self-Paced
• Free Video

AI for Everyone: Understanding and Applying the Basics

23754 ratings at Udemy

Embark on Your AI Adventure: No Tech Background Required

• Udemy
• 2 hours 55 minutes
• Self-Paced
• Paid Course

Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning

19744 ratings at Coursera

Build and train neural networks with TensorFlow, solving computer vision problems in a few lines of code, then improve them with convolutions and larger, complex images.

• Coursera
• 4 weeks, 6 hours a week
• Self-Paced
• Paid Course

Practical Machine Learning

27 ratings

Build prediction functions with the caret package: cross-validation and error rates, feature creation, classification trees, random forests, Naive Bayes, regularized regression, and combining predictors.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Introduction to Deep Learning

25 ratings

Deep Learning is subset of machine learning focused on extracting patterns from data using neural networks and use those patterns to inform the learning tasks.

• YouTube
• 2 days 7 hours 16 minutes
• Self-Paced
• Free Video

AI for business - AI 101 fundamentals for managers & leaders

17147 ratings at Udemy

Master fundamentals of (Gen) AI as a manager, leverage opportunities with AI, and mitigate your people’s fears of AI

• Udemy
• 2 hours 50 minutes
• Self-Paced
• Paid Course

Feature Extraction and Machine Learning - Artificial Intelligence - Video 29a

Explore feature extraction and machine learning techniques for computational music analysis using music21, focusing on AI applications in music theory.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Graph Artificial Intelligence for Multi-Modal Biomedical Data

Explore graph AI techniques for integrating and analyzing diverse biomedical datasets to advance healthcare research and clinical applications.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Assignment 3 - Lecture 13

Dive into AI game programming with midterm prep, assignment demos, and implementation of game states and player strategies including random and greedy algorithms.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

Artificial Intelligence for Management

Discover how artificial intelligence transforms management practices, decision-making processes, and organizational strategies for modern business leaders.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video