What does S30 AI Lab cover?

It covers NumPy, Pandas, classical ML, deep learning, transformers, RAG, and ML system design.

Are labs coding-based?

Yes. Labs include coding tasks with automated checks and instructor solutions.

Is there a structured curriculum?

Yes. The platform follows a week-by-week curriculum from fundamentals to advanced system design topics.

FAANG-Level AI/ML Interview Prep

The LeetCode for AI/ML

75 labs · 439 coding tasks · 345 automated tests. Master everything from NumPy to Transformers to MLOps to system design.

Start Practicing View Curriculum

75Labs

439Coding Tasks

345Test Cases

15Weeks

Practice by Category

From Python basics to production ML system design

🐍

Python & Data

3 labs

📐

Math for ML

5 labs

🎯

Classical ML

10 labs

🔍

Evaluation & Debugging

6 labs

🧠

Deep Learning

10 labs

👁️

CV & NLP Basics

5 labs

📝

NLP & Transformers

11 labs

🔎

RAG & Retrieval

5 labs

⚙️

MLOps & Systems

5 labs

🏗️

System Design

10 labs

🤖

LLM & Agentic AI

5 labs

Progressive Difficulty

Start easy, build to FAANG expert level

Easy

Python, NumPy, Pandas, EDA, Math foundations

Medium

Classical ML, evaluation, feature engineering

Hard

Deep learning, CNNs, NLP, transformers, LLMs

Expert

System design, MLOps, RAG, LLMs, agentic AI

Built for FAANG Interviews

In-Browser Python

Run code directly in your browser with Pyodide. No setup required.

Automated Testing

Every lab has test cases extracted from real FAANG-style curricula.

Interview Angles

Each lab includes FAANG gotchas, checkpoint questions, and complexity notes.

15-Week Curriculum

Structured learning path from foundations to system design.

Progress Tracking

Track your completion, streaks, and weak areas.

Solutions + Rationale

Unlock instructor solutions with short FAANG-style rationale.

University & Corporate Collaboration

Run AI/ML Programs with Measurable Outcomes

Partner with S30 AI Lab for structured labs, cohort analytics, and interview-ready skill development.

For Universities

Cohort-based curriculum mapping, faculty enablement, and placement-focused AI/ML preparation.

For Companies

Team upskilling tracks with hands-on labs, benchmarked assessments, and capability dashboards.

Explore Collaboration