MskProdComputing
15 levels, zero to hero

Artificial Intelligence: Zero to Hero

Start Level 1 Interactive tools Your certificate
15Levels
30Lessons
300Quiz questions
Level 1 · Beginner 2 lessons

Level 1: The Story of AI

1.1Thinking Machines: AI from 1843 to 20111.2The Deep Learning Era: 2012 to Today
Level 2 · Beginner 2 lessons

Level 2: What AI Is

2.1What AI Is, and What It Is Not2.2How Machines Learn: Supervised, Unsupervised and Reinforcement
Level 3 · Beginner 2 lessons

Level 3: Data, the Fuel of AI

3.1Everything Is Numbers: Turning the World into Data3.2Datasets, Splits and Bias: Good Data In, Good AI Out
Level 4 · Explorer 2 lessons

Level 4: Classic Machine Learning

4.1Regression: Predicting Numbers with a Line4.2Classification, Trees, Neighbours and Clusters
Level 5 · Explorer 2 lessons

Level 5: Learning by Descent

5.1Loss Functions and Gradients: Measuring Wrongness5.2Gradient Descent: How Models Learn by Rolling Downhill
Level 6 · Builder 2 lessons

Level 6: The Artificial Neuron

6.1The Artificial Neuron: Weights, Bias and a Decision6.2Activation Functions: The Bend That Makes Networks Powerful
Level 7 · Builder 2 lessons

Level 7: Neural Networks

7.1Neural Networks: Layers, Matrices and the Forward Pass7.2Backpropagation: How a Network Learns
Level 8 · Practitioner 2 lessons

Level 8: Seeing: Convolutional Networks

8.1Convolutions: How Machines See Edges and Shapes8.2Convolutional Networks: From Pixels to Predictions
Level 9 · Practitioner 2 lessons

Level 9: Language as Numbers

9.1Tokens and Embeddings: Turning Words into Meaningful Numbers9.2Sequence Models: Predicting the Next Word
Level 10 · Advanced 2 lessons

Level 10: Attention and Transformers

10.1Attention: Learning Where to Look10.2Transformers: The Architecture Behind Modern AI
Level 11 · Advanced 2 lessons

Level 11: Large Language Models

11.1How Large Language Models Are Built11.2Using and Adapting Large Language Models
Level 12 · Advanced 2 lessons

Level 12: Generative AI

12.1Autoencoders and GANs: Machines That Create12.2Diffusion Models and Multimodal AI
Level 13 · Expert 2 lessons

Level 13: Reinforcement Learning and Agents

13.1Reinforcement Learning: Learning by Trial and Error13.2Games, Search and AI Agents
Level 14 · Expert 2 lessons

Level 14: AI Engineering and Architecture

14.1The Machine Learning Lifecycle: From Idea to Production14.2Designing AI Systems: Architecture, Cost and Safety
Level 15 · Hero 2 lessons

Level 15: Responsible AI and Your Capstone

15.1Responsible AI: Fairness, Safety, Privacy and the Law15.2Capstone: Build, Test and Explain Your Own AI