Pick the level that matches where you are.
Plant Your First AI Knowledge
Start from absolute zero. We use plain language and everyday examples to build your understanding, step by step.
Build Your AI Foundations
Ready to grow? Dive into the building blocks of AI - data, algorithms, and neural networks. Hands-on exercises help you build intuition before writing code.
Explore Real-World Applications
See AI in action across industries - healthcare, finance, creative arts, and more. Start building simple projects and understand the tools professionals use.
Deep Dive into AI Systems
Go deeper into neural networks, large language models, and AI system design. Learn to evaluate AI tools critically and understand the engineering behind modern AI.
Master the AI Ecosystem
The complete picture - AI research, building production AI systems, contributing to open AI, and understanding where the field is heading. For those who want to shape the future.
Rough Outlines - DSA Fundamentals
Master the fundamental data structures and algorithms that power AI systems. Arrays, hash maps, strings, and sorting - visualised with diagrams, explained with AI real-world applications.
Carving Precision - Intermediate Patterns
Level up with intermediate algorithmic patterns: two pointers, sliding window, BFS/DFS, and tree traversals. Each pattern tied to real AI/ML applications.
Building Skill - System Design
Design large-scale systems that power AI: recommendation engines, search autocomplete, rate limiters. Learn to think in architectures, not just code.
Refining Excellence - Behavioral Mastery
Master the behavioral interview with structured frameworks. STAR method, leadership principles, AI-era scenarios, and communication strategies.
Portfolio-Ready - End-to-End Case Studies
Capstone projects combining DSA, system design, and behavioral skills. Design real systems end-to-end and build your engineering portfolio.
Understanding Open-Source Models
Fundamentals and resources for open-source models
Running Your First Model
See your first results in 30 minutes
Supplementary Fundamentals
LLM basics and evaluation
From Problem to Model Task
Converting business problems to model tasks
Application Systems
Build real-world AI applications
Generative AI
Explore open-source AIGC models
Fine-Tuning and Evaluation
Fine-tune models and evaluate performance
Your Interview Journey Begins
Master the fundamentals of technical interview preparation. Learn how to research companies, decode job descriptions, build your preparation timeline, and develop the mindset that turns nervousness into confidence.
Stories That Land Offers
Master behavioral interviews with the STAR framework, leadership narratives, and structured storytelling. Learn to transform your experience into compelling answers that prove your value.
Code Under Pressure
Conquer coding interviews, system design rounds, and technical deep dives. From data structures to distributed systems, build the skills and confidence to excel under pressure.
The Machine Learning Interview
Specialised preparation for AI and machine learning roles. Cover ML system design, model evaluation, MLOps, and the unique interview formats used by AI-focused companies.
From Offer to Career Growth
Navigate the final stretch: salary negotiation, offer evaluation, and career growth strategies. Learn to benchmark compensation, negotiate effectively, and plan your long-term career trajectory.