AI Knowledge Hub

Python → DSA → Data Science → ML → Deep Learning → NLP → Transformers → LLMs → Agentic AI → Tech Lead → Enterprise AI → Solution Design → Executive leadership → Frontier research

Enterprise AI Engineer → Solution Architect → AI Leadership → Frontier AI Research & AGI

Goal 1
SME in Code & DSA
Goal 2
SWE to ML → Agentic AI
Goal 3
Tech Lead → Sr Principal
Goal 4
Enterprise AI Engineer
Goal 5
Solution Architect & PRD
Goal 6
VP / Chief AI Officer path
Goal 7
Frontier AI Research
Track 1: Python & DSA
PythonDSAInterview
Junior Engineer → Staff Engineer
11-module deep path with capstones, resources, and AI tutor.
11 modules · Code challenges · AI tutor
Beginner → Advanced All topics together
Python Basics through DevOps & Cloud — see Learn for the full module strip.
Learn Test
Track 2: Data Science → LLMs
StatisticsMLLLMsAgents
Foundation → Practitioner → Expert
Path: Statistics → DS → ML → DL → Time Series → RL → NLP → Transformers → LLMs → Agentic AI
16 modules · Real projects · AI tutor
Foundation → Expert One learning path
  1. Statistics & Probability Distributions
  2. Data Science Foundations
  3. Data Engineering & Pipelines
  4. Data Visualization & Storytelling
  5. Supervised Learning
  6. Unsupervised Learning
  7. Deep Learning & Neural Networks
  8. Time Series & Econometrics
  9. Reinforcement Learning
  10. Geospatial & Network Analysis
  11. NLP / NLU
  12. DS Deployment & MLOps
  13. Attention & Transformers
  14. LLMs & Generative AI
  15. Prompt Engineering Mastery
  16. Agentic AI
Learn Test
Track 3: Tech Lead → Sr Principal
ArchitectureStakeholdersDelivery
Tech Lead → Principal → Sr Principal / SME
Focus: Communication · Architecture · Stakeholder Management
3 modules · Real projects · AI tutor
Tech Lead → Sr Principal Full module set
  1. Solution Architecture
  2. Stakeholder & Client Management
  3. Team & Delivery Leadership
Learn Test
🏛️
Track 4: Enterprise AI Engineering
RoadmapEnterprise
Senior Engineer · Staff Engineer · Distinguished Engineer
Focus: Advanced Python · Full-Stack AI · Production Deployments · Hybrid Solutions
8 modules · Real projects · AI tutor
  1. Advanced Python Engineering
  2. AI Full-Stack Development
  3. Production ML Deployments
  4. Hybrid AI Solutions
  5. Advanced RAG & LLM Pipelines
  6. Multi-Agent System Design
  7. Agentic RAG & Workflow Integration
  8. Microsoft Agentic AI Architecture
Learn Test
📋
Track 5: AI Solution Design & PRD
RoadmapEnterprise
Solution Designer · Solution Architect · Chief Architect
Focus: Requirements · PRD Writing · Architecture Design · Technical Proposals · RFP Response
5 modules · Real projects · AI tutor
  1. Requirements Engineering for AI
  2. PRD & AI Proposal Writing
  3. Architecture Design Patterns
  4. Cost-Benefit & ROI Analysis
  5. Technical Proposal & RFP Response
Learn Test
🎯
Track 6: Executive AI Leadership
RoadmapEnterprise
Director · VP Engineering · CTO / Chief AI Officer
Focus: Client Engagement · Stakeholder Management · Project Acquisition · Team Leadership
6 modules · Real projects · AI tutor
  1. Client Discovery & Engagement
  2. Stakeholder Management & Executive Communication
  3. AI Project Acquisition & Pitching
  4. Engineering Team Leadership
  5. Program Management & Delivery
  6. AI Strategy & Transformation
Learn Test
🔬
Track 7: Frontier AI Research & AGI
RoadmapEnterprise
Research Apprentice · Research Scientist · Principal Researcher
Focus: Math Foundations · Statistical Learning · DL Theory · Advanced RL · AGI Research
11 modules · Real projects · AI tutor
  1. Mathematical Foundations for AI Research
  2. Statistical Learning Theory
  3. Advanced Deep Learning Theory
  4. Advanced Reinforcement Learning
  5. Neural Architecture Innovation
  6. Reasoning & Chain-of-Thought Systems
  7. Meta-Learning & Learning to Learn
  8. Scaling Laws & Frontier Model Training
  9. AI Alignment & Safety Research
  10. Research Methodology & Scientific Writing
  11. AGI Frontiers & Open Problems
Learn Test

Spaced Review

SM-2 algorithm

Code Sandbox

Run & evaluate

Mock Interview

AI interviewer

Glossary

Key terms

Progress

Know / Revise / Don't Know

Senior AI leadership lab

Deep workshops — start from glossary & Track 3; dedicated PRD / stakeholder sim pages ship next.

Architecture lab PRD workshop Stakeholder sim Live studio Pitch arena Leadership metrics

Complete Learning Roadmap

Python Basics Python OOPs Arrays & Strings Linked Lists Stacks & Queues Trees & Graphs Hash & Heaps Sorting Greedy & DP Data Science Traditional ML Neural Networks NLP/NLU Attention Mechanism Transformers LLMs Prompt Engineering RAG - VectorDB Agentic AI MLOps Solution Architecture Stakeholder Mgmt Team Leadership MLOps Risk & Vendor Sr Principal SME Enterprise AI PRD & ROI AI Strategy Alignment & Safety

Badges (targets)

Award logic can tie to test scores, XP totals, and track completion in future iterations.

Python Master

Complete Track 1 advanced milestones

AI Expert

Strong scores across ML → LLM modules

Tech Lead

Track 3 principal-level completions

Interview Ready

Finish mock interview with good avg score

Code Runner

Use sandbox with logged XP

Research Contributor

Frontier / proposal flows when shipped