Is AmanAI Lab completely free?

Yes — the platform is free. All core tools work with a free account. No credit card ever required. Optional paid plans (₹999–₹1499/30 days) unlock higher daily limits on AI-heavy tools.

How should I prepare for an AI/ML engineer interview?

Start with the Skill Gap Analyzer — paste a job description and see exactly what you're missing. Then use the A-to-Z Interview Prep Sheet to fill gaps. Practice with the AI Mock Interview, run code problems in the Code Lab, and polish your resume before applying.

What AI/ML interview topics are covered?

14 core topics: LLMs, RAG systems, AI Agents, LangGraph, Fine-Tuning, MLOps, Transformers, Embeddings, Vector Databases, Evaluation, Computer Vision, NLP, System Design, and Behavioral.

How does the AI mock interview work?

Select a topic and difficulty, then answer questions by typing or using voice. The AI scores your answer 0–10 with specific feedback on what you covered and what was missing. Each session is saved to your dashboard.

Can I prepare for Google, Meta, or OpenAI interviews here?

Yes. The Company filter on the question bank shows questions tagged to specific companies. System Design problems include real ML problems asked at FAANG. The platform is built specifically for AI/ML roles at top-tier companies.

How is AmanAI Lab different from LeetCode?

AmanAI Lab is built exclusively for AI/ML roles, not general software engineering. It combines interview simulation, resume analysis, system design practice, skill-gap analysis, and a 279-topic prep sheet in one place.

19+ free tools · 500+ questions19+ free AI tools · 500+ questions · 45+ coding problems

Land Your Dream AI/ML Job
with AI-Powered Tools

The complete free platform for AI/ML engineers — mock interviews, code practice, resume scoring, skill-gap analysis and more, all in one place.

Start Interview Prep Try the AI Code Lab

Free forever · No credit card · Free account unlocks all tools in 30 seconds

LLMsRAGAI AgentsFine-TuningLangGraphMCPGRPOvLLMMLOpsSystem DesignLLMsRAGAI AgentsFine-TuningLangGraphMCPGRPOvLLMMLOpsSystem Design

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YouTube Subscribers

19+

Free AI Tools

500+

Questions

200+

Videos Published

Start Here

Not sure where to begin? Follow these 4 steps.

One clear path from “I don't know what to study” to interview-ready — do them in order.

Find your gaps

Paste a job description into the Skill Gap Analyzer to see exactly what you're missing — no guesswork about where to start.

Analyze My Gaps

Follow the path

Work through the Career Roadmap — a week-by-week AI/ML learning path from foundations to modern AI, production & system design.

Open the Roadmap

Practice for real

Run timed mock interviews with instant AI scoring and solve real coding problems in the Code Lab until it's second nature.

Start Practicing

Target the job

Prep company-specific questions for Google, Meta & OpenAI, then sharpen your resume against the JD — and walk in confident.

Prep by Company

Core Tools

Everything You Need to Land an AI/ML Job

Four tools that cover every stage — from resume to interview. All free.

AI Mock Interview

Voice-enabled mock interviews with instant AI scoring. 14 topics: LLM, RAG, Agents, MLOps, System Design and more. Get scored 0–10 with line-by-line feedback on every answer.

Instant 0–10 scoring with feedback
Voice input supported
Model answers for every question

Start Interview

Topics

500+

Questions

0–10

AI Score

45 Problems

AI/ML Code Lab

Implement AI/ML algorithms from scratch in the browser — softmax, attention, backprop, RAG. Earn XP and unlock 6 levels.

45 hand-crafted problems
Python runs in your browser
Earn XP · unlock AI Master

Start Coding

JD Matched

Skill Gap Analyzer

Paste any job description and see exactly which skills you're missing — mapped to your scores.

Paste a JD → instant gap report
Mapped to your practice scores
A focused study list, not guesswork

Analyze My Gaps

ATS Optimized

AI Resume Analyzer

Upload your resume and get an instant ATS score, missing keywords, JD match analysis, and section-by-section feedback.

ATS score + missing keywords
JD match — paste any job description
Cover letter generator included

Analyze Resume

More Free Tools

Explore by what you need

All free, no sign-up required

View resources

Learn the concepts

Build understanding

Flashcards

5-min daily concept revision

Topic Guides

Deep-dive prep by topic

Paper Explainer

Any arXiv paper in plain English

Practice & test yourself

Prove you know it

Skill Quiz

AI-generated MCQ on 14 topics

Question Bank

500+ real interview questions

Land the job

Target a real role

Company Prep

Google, Meta, OpenAI & more

JD → Questions

Paste a JD → tailored questions

LinkedIn Optimizer

AI-rewritten profile sections

Career Roadmap

Week-by-week AI/ML path

Bonus AI tools

Handy extras

Code Playground

Monaco editor + AI for ML code

Cover Letter Review

Score, keywords & AI rewrite

Your Roadmap

From Zero to Offer — in 6 Weeks

A structured path that takes you from “I don't know what to study” to walking into interviews with confidence.

Phase 1

Know Your Gaps

Week 1–2

Run the Skill Gap Analyzer against a target JD Study weak topics on the A-to-Z Prep Sheet Read 500+ questions with model answers

Start this phase

Phase 2

Build & Practice

Week 3–5

Daily AI mock interviews — score yourself 0–10 Implement ML algorithms in the Code Lab Practice system design with AI review

Start this phase

Phase 3

Apply & Nail It

Week 6+

Polish your resume — ATS score + JD match Generate a role-specific cover letter Track applications in the Job Tracker

Start this phase

All three phases use free tools. Upgrade for unlimited daily AI reviews when you're actively interviewing.

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Common Questions

Frequently Asked Questions

Everything you need to know before you start preparing.

Start Free Today

Your AI/ML career starts here

Everything you need to land an offer at Google, Meta, OpenAI or any AI company. Free forever — no credit card, no catch.

Mock Interview

Code Lab

Skill Gap

Resume AI

Create Free Account Analyze My Skill Gaps

Free forever · No credit card required

Free — always

AI mock interviews — 500+ questions, voice + text
Code Lab — 45+ algorithm problems in browser
A-to-Z Prep Sheet — 279 topics, 8 tracks
Skill Gap Analyzer, Daily Challenge, Flashcards
Dashboard with readiness score, streaks & achievements

Pro — from ₹999 / 30 days

See plans

Unlimited System Design AI reviews
Full AI Resume Analyzer & cover letter
LinkedIn optimizer + mock interviews daily
15 AI reviews/day — never run out mid-prep

Land Your Dream AI/ML Jobwith AI-Powered Tools

Not sure where to begin? Follow these 4 steps.

Find your gaps

Follow the path

Practice for real

Target the job

Everything You Need to Land an AI/ML Job

AI Mock Interview

AI/ML Code Lab

Skill Gap Analyzer

AI Resume Analyzer

Explore by what you need

Learn the concepts

Practice & test yourself

Land the job

Bonus AI tools

From Zero to Offer — in 6 Weeks

Top Series to Start With

LangChain, LangGraph, MCP & LangSmith Tutorials | GenAI

LLM & Agentic AI Coding Interview Bootcamp — Build Real AI Agents from Scratch

AI System Design — Complete Roadmap 2026 | Crack Any AI Interview

Latest Videos

RAG Interview Question: Chunking Strategies, Retrieval Methods & Scaling to 100x Data | #coding

FDE Interview: Designing a Production AI Assistant #FDE #SystemDesign #AI

LangChain Tutorial for Beginners | Build Your First LLM App (Streaming, Batch & Async)

Mid-Level Design Interviews: Ask the Right Questions! | FDE Interview Prep #coding #amanailab #llm

Let's Build with LangChain, LangGraph, MCP & LangSmith!

LangChain, LangGraph, MCP & LangSmith | Complete GenAI Learning Roadmap

Frequently Asked Questions

Your AI/ML career starts here

Land Your Dream AI/ML Job
with AI-Powered Tools