Book 14 — Projects & Interview Prep

Progressive projects, tier by tier, plus interview question banks per topic.

Tier 1 — Python

• Calculator
• CLI application
• File processor
• Expense tracker

Tier 2 — Data

• Data analysis project
• Sales dashboard
• Customer analytics

Tier 3 — Classical ML

• House price prediction
• Customer churn
• Fraud detection
• Recommendation system

Tier 4 — Deep Learning

• Image classifier
• Object detector
• Sentiment classifier

Foundational Deep Dive:

• 📖 Foundational Applied Projects (Tiers 1–4) Deep Dive

Tier 5 — Transformers

• Text classifier
• Mini language model
• Question-answering system

Tier 6 — GenAI

• RAG chatbot
• Document intelligence system
• Semantic search engine

Tier 7 — Agents

• Research agent
• Coding agent
• Data-analysis agent

Tier 8 — Production

• Full pipeline: data → training → tracking → registry → API → Docker → cloud → monitoring → retraining

Frontier Deep Dive:

• 📖 Advanced & Frontier Applied Projects (Tiers 5–8) Deep Dive

Interview Preparation Question Banks

• Top 50 Staff-Level AI/ML Engineering Technical Interview Question Banks

Comprehensive Interview Deep Dive:

• 📖 Staff-Level Technical Interview Question Banks Deep Dive

Mastery Roadmap

Each tier and interview bank includes comprehensive mathematical formulations, architectural diagrams, complete runnable implementations, failure modes, staff-level interview questions, and a 10-level mastery ladder.