Learn AI, Deep Learning &amp; DevOps the university way — free

Can AI Be Conscious? Why No One Can Measure It

The Event Horizon of AI

From LLMs to the Singularity

A 5-module short course on end-to-end testing of web and mobile apps with the open-source e2e framework: locators and AI agent steps, visual comparison, Android and iOS, exploring for bugs, debugging and CI. Real screenshots and labs.

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Featured Courses

Hand-picked places to start, including the newest courses on the site.

New

AI-Powered E2E Testing

AvailableBeginner5 modules

A university machine-learning course (606361): data preprocessing, linear and logistic regression, performance measures, decision trees and Naive Bayes, with worked examples, Python labs and solved exercises. New modules added through the semester.

New

Machine Learning

AvailableIntermediate7 modules

AI Administrator: Agentic Workflows & Automation

Featured

A 14-module, no-code track on designing agentic workflows and automations: workflow mapping, agents and automation with n8n, and controls with human-in-the-loop design. 28 hours, labs and a certificate.

AvailableBeginner14 modules

Vibe Coding, Shipped Right

Featured

Build and ship a real React + NestJS application with AI coding assistants like Claude Code, to a professional DevOps standard: tests, containers, CI/CD, deployment and monitoring. 12 modules, English and Arabic.

AvailableIntermediate12 modules

Introduction to Artificial Intelligence

Structured Courses

Numbered modules, worked examples and a practical lab in each. Mark modules complete to track your progress and earn a certificate.

An 8-module foundational AI course: intelligent agents, uninformed and informed search, A*, adversarial search with Minimax, constraint satisfaction and optimisation.

AvailableBeginner8 modules

AvailableIntermediate7 modules

Machine Learning

From linear algebra and numerical computation to perceptrons, backpropagation, optimisation, CNNs and RNNs, with hands-on PyTorch labs on MNIST and CIFAR-10.

Deep Learning

AvailableIntermediate9 modules

DevOps Lab: Learn DevOps by Doing

A 13-module hands-on path through Linux, Git, Docker, Kubernetes, CI/CD, infrastructure as code and monitoring, deploying a real application to the cloud.

AvailableBeginner13 modules

Data Analyst with Python (Advanced)

A 14-topic programme covering Python, NumPy, Pandas, SQL and data visualisation, with 140+ practice questions aligned to the PCED certification.

AvailableIntermediate14 modules

ROS2 Robotics Programming

Robotics programming with ROS2 Jazzy and Python: nodes, topics, services, actions, TF, simulation, projects, quizzes and an assessment.

AvailableIntermediate9 modules

An 8-module Agile course: Scrum roles, events and artifacts, sprint planning, estimation, Jira and scaling Scrum in real teams.

Scrum Methodology

AvailableBeginner8 modules

Programming Language 1 (Java)

Java programming fundamentals following the Liang textbook: syntax, control flow, methods, arrays, objects, classes and inheritance.

AvailableBeginner18 modules

Computing Systems for Data Science & AI

A 16-week university course on the systems behind modern AI: transformers, large language models, agents and mixture-of-experts architectures.

AvailableAdvanced1 modules

Quantum Physics for Beginners

A gentle, maths-light introduction to quantum physics: photons, wave-particle duality, the double-slit experiment and the quantum world, in English and Arabic.

AvailableBeginner4 modules

Vibe Coding, Shipped Right

AvailableIntermediate12 modules

AvailableBeginner5 modules

AI-Powered E2E Testing

AI Administrator: Agentic Workflows & Automation

AvailableBeginner14 modules

Qubits, gates, circuits and the first quantum algorithms. In preparation.

Quantum Computing

Coming 2026 Q4Intermediate

Quantum Physics for Beginners

Available in English and Arabic · متاح بالعربية

Full Arabic (RTL) versions with the same figures, equations and labs. Switch language from the bar at the top of any page.

Course

A gentle, maths-light introduction to quantum physics: photons, wave-particle duality, the double-slit experiment and the quantum world, in English and Arabic.

AvailableBeginner4 modules

Vibe Coding, Shipped Right

Course

AvailableIntermediate12 modules

From LLMs to the Singularity

A referenced article on AI's path from LLMs to agents, AGI, superintelligence and the singularity, with a neutral look at the 2026 AGI debate.

Have we passed AI's point of no return? A plain-language, referenced look at the event horizon metaphor, AI that builds AI, takeoff speeds and the 2026 debate.

The Event Horizon of AI

Can AI Be Conscious? Why No One Can Measure It

A chatbot can say "I feel", but science has no instrument to check. A plain-language, referenced look at the hard problem, why AI self-reports prove nothing, IIT, global workspace, quantum theories and how to act under uncertainty.

The Illusion of Knowing in the Age of AI

The output is on the screen and it is good; the knowledge is not in the head, and the person does not know it. The illusion of explanatory depth, the Google effect, fluency mistaken for truth, false ownership and the missing friction of learning, with the 2023 to 2025 studies, eight everyday cases, the crutch-or-scaffold test and four practical checks.

Model Welfare: Should We Care How We Treat AI?

AI companies now interview models before retiring them and let chatbots leave abusive chats. A plain-language, referenced guide to model welfare: what it is, what companies are doing, what the evidence shows, why critics call it dangerous, and how to act when we cannot know.

Mixture of Experts in LLMs

Sparse mixture-of-experts architectures: routing, load balancing, and how MoE scales large language models. English and Arabic.

Transformers Step by Step

A worked, number-by-number walk through a transformer forward pass. English and Arabic.

Getting Started with Django

Models, views, templates and the admin: build your first Django web application. English and Arabic.

Tutorials & Guides

Focused deep-dives on one topic each: LLM agents, MCP, transformers, LangChain, Django, Git and more.

How autonomous LLM agents plan, use tools and act: architectures, memory, tool calling and evaluation.

LLM Agents Guide

From LLMs to the Singularity

A referenced article on AI's path from LLMs to agents, AGI, superintelligence and the singularity, with a neutral look at the 2026 AGI debate.

Have we passed AI's point of no return? A plain-language, referenced look at the event horizon metaphor, AI that builds AI, takeoff speeds and the 2026 debate.

The Event Horizon of AI

Can AI Be Conscious? Why No One Can Measure It

The Illusion of Knowing in the Age of AI

Model Welfare: Should We Care How We Treat AI?

Implement the Reason + Act (ReAct) agent loop in Python step by step, with tool use and traces.

Building ReAct Agents

Model Context Protocol (MCP)

An interactive guide to MCP: servers, clients, tools, resources and how LLM applications connect to external systems.

Agent-to-Agent Protocols (A2A)

How AI agents discover each other and collaborate across vendors with the A2A protocol.

Mixture of Experts in LLMs

Sparse mixture-of-experts architectures: routing, load balancing, and how MoE scales large language models. English and Arabic.

LLAMA 4: Meta's Most Advanced AI Models

Architecture, training and capabilities of Meta's Llama 4 family of mixture-of-experts models.

Understanding Transformer Architecture

Attention, positional encoding, encoder and decoder blocks explained with PyTorch code.

Transformers Step by Step

A worked, number-by-number walk through a transformer forward pass. English and Arabic.

Frequently asked questions and interview-style answers about transformer models.

Transformer Q&A

Text Classification with Transformers

Fine-tune a Hugging Face transformer for text classification end to end in PyTorch.

Understanding Diffusion Models

How diffusion models generate images: forward noising, reverse denoising, and training objectives.

Getting Started with LangChain

Chains, prompts, memory and agents with LangChain, from first script to a working assistant.

Chat with Databases using LangChain

Build a natural-language interface over SQL databases with LangChain SQL agents.

Getting Started with Django

Models, views, templates and the admin: build your first Django web application. English and Arabic.

Django on IIS (Windows Server 2019)

Deploy a Django application on Windows Server 2019 with IIS, FastCGI and wfastcgi.

Git and GitHub Complete Interactive Tutorial

Version control from the ground up: commits, branches, merges, pull requests and collaboration on GitHub.

Automate workflows without code using n8n: triggers, nodes, integrations and AI-powered flows.

A deep dive into the OpenManus open-source agent framework: architecture, planning, tools and execution flow.

OpenManus Architecture

TorchCode: PyTorch Interview Practice

Practice & Roadmaps

Coding problems, timed exams and step-by-step learning paths.

Practice

44 hands-on PyTorch coding problems, from tensors and autograd to attention and transformer blocks, with solutions and explanations.

AvailableIntermediate44 problems

Interactive Learning Roadmaps

Roadmaps

18 interactive, step-by-step learning roadmaps for role-based and skill-based paths: Frontend, Backend, DevOps, Python, AI Engineer, Machine Learning, Deep Learning and more.

Timed practice exams and tests for the PCED Python data-analyst certification with instant scoring.