The AI/ML Interview Handbook
The most comprehensive guide to landing AI/ML roles - covering every role, every interview round, curated problem lists, company guides, and structured prep paths.
15 Sections. Every Round Covered.
From career exploration to offer negotiation - a structured path through every aspect of AI/ML interviews.
The AI Career Landscape
Role deep-dives, salary bands, career ladders
What you'll master
- AI/ML Roles
- Salary Bands
- Career Ladders
12 lessons
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The Interview Process
Anatomy of AI interview loops
What you'll master
- Interview Loops
- Round Types
- Evaluation Criteria
10 lessons
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Resume & Portfolio
AI resume, GitHub portfolio, cold outreach
What you'll master
- AI Resume
- GitHub Portfolio
- Cold Outreach
10 lessons
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Coding Interviews
DSA + NumPy/Pandas/SQL for ML
What you'll master
- DSA for ML
- NumPy & Pandas
- SQL for Data
13 lessons
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ML Fundamentals
Bias-variance, loss functions, ensembles
What you'll master
- Bias-Variance
- Loss Functions
- Ensembles
13 lessons
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Deep Learning
Backprop, CNNs, transformers, distributed
What you'll master
- Backpropagation
- CNNs
- Transformers
- Distributed Training
12 lessons
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LLM Interviews
Transformer internals, RAG, RLHF, agents
What you'll master
- Transformer Internals
- RAG
- RLHF
- Agents
12 lessons
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ML System Design
14 full design problems + framework
What you'll master
- Design Framework
- Full Design Problems
- Evaluation Rubrics
16 lessons
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Paper Discussion
Attention, BERT, GPT, LoRA & more
What you'll master
- Attention
- BERT
- GPT
- LoRA
14 lessons
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Behavioral
STAR for ML, project deep-dives, ethics
What you'll master
- STAR Method
- Project Deep-Dives
- Ethics
9 lessons
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Take-Home Projects
What evaluators look for, templates
What you'll master
- Evaluator Criteria
- Project Templates
- Submission Tips
9 lessons
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Company Guides
Google, Meta, OpenAI, Anthropic & more
What you'll master
- Meta
- OpenAI
- Anthropic
12 lessons
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Negotiation & Offers
AI compensation, RSUs, startup equity
What you'll master
- Compensation
- RSUs
- Startup Equity
9 lessons
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Curated Lists
Core 50, role-specific, difficulty-tiered
What you'll master
- Core 50
- Role-Specific Lists
- Difficulty Tiers
14 lessons
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Role-Specific Prep
6-10 week guided plans per role
What you'll master
- MLE
- AI Engineer
- MLOps
- Data Scientist
- Research Engineer
- Data Engineer
7 lessons
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Ready to break into AI?
From career exploration to offer negotiation - the most comprehensive AI/ML interview handbook.
Start Preparing Free →