Artificial Intelligence Courses and Certifications

Stanford Seminar - Can the Brain Do Back-Propagation?

A research seminar on how biological neural systems might overcome objections to using backpropagation, including supervision, temporal derivatives, STDP, and feedback alignment.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Online Course

Stanford Seminar 2022 - Transformers in Vision: Tackling Problems in Computer Vision

Explores how transformer models are applied to tackle computer vision problems.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Hacking AI - Security & Privacy of Machine Learning Models

Explore how adversarial behavior exposes weaknesses in machine learning models and how defenses can measure and improve their resistance.

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

Stanford CS229 - Machine Learning - Summer 2019 - Kernel Methods & Support Vector Machine

Explore kernel methods and support vector machines in a lecture from a machine-learning course.

• YouTube
• 1 hour 55 minutes
• Self-Paced
• Free Video

Deep Learning - Adversarial Attacks and GANs - Lecture 4

A deep learning lecture focused on adversarial attacks and generative adversarial networks.

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

Information Theory of Deep Learning - Naftali Tishby

Explains deep neural network learning through the Information Bottleneck, linking input compression and mutual information to generalization and accuracy.

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

Introduction to Deep Learning - Lecture 1

An opening lecture introduces deep learning through examples of deep learning projects.

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

Estimating ML-models Financial Impact

Estimate the financial impact of deployed machine learning models using decision thresholds, A/B tests, backtesting, and bias analysis.

• XuetangX
• Self-Paced
• Free Online Course

Computer Vision Bootcamp with Python (OpenCV) - YOLO, SSD

243 ratings at Udemy

Face Detection, R-CNNs, YOLO and SSD Object Detection, Object Tracking (DeepSORT, ByteTrack, BoTSORT), Vehicle Counting

• Udemy
• 14 hours
• Self-Paced
• Paid Course

Learn to create, train, and test neural networks in PyTorch while using loss functions and optimizers to predict real-world data.

• Codecademy
• 3 hours
• Self-Paced
• Free Trial Available

Reinforcement Learning

3 ratings

Learn Q-learning fundamentals and build, train, and test a Deep Q-Network reinforcement learning agent.

• YouTube
• 3 hours 30 minutes
• Self-Paced
• Free Video

Amazon Web Services;  Amazon

Introduction to Artificial Intelligence

5 ratings

Introduces artificial intelligence, explains its importance, surveys machine learning and deep learning, and shows how Amazon uses AI in its products.

• AWS Skill Builder
• No Longer Offered
• Free Certificate

AI skills for Engineers: Supervised Machine Learning

8 ratings at edX

Learn the fundamentals of machine learning to help you correctly apply various classification and regression machine learning algorithms to real-life problems using the Python toolbox scikit-learn.

• edX
• 6 weeks, 6-8 hours a week
• Self-Paced
• Free Online Course (Audit)

Learn the basics of Machine Learning in this introductory course.

• Codecademy
• 20 hours
• Self-Paced
• Free Trial Available

AI-Augmented Procurement in Government

Unlock the power of Artificial Intelligence to revolutionize government procurement.

• edX
• 5 weeks, 2-3 hours a week
• Self-Paced
• Free Online Course (Audit)