Curriculum Engine

GenAI & LLMs Mastery

Master Transformers, RAG, embeddings, AI agents, and real-world LLM pitfalls asked in modern AI interviews.

350 Learn MCQs
124 Practice MCQs
17 Full Tests

Learn Topics

Master concepts step-by-step through guided MCQs and detailed explanations.

Introduction

15 Qs

Master Introduction interviewer-level concepts.

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Transformers

15 Qs

Master Transformers interviewer-level concepts.

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Encoder Decoder

15 Qs

Master Encoder Decoder interviewer-level concepts.

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Tokenization

20 Qs

Master Tokenization interviewer-level concepts.

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Embeddings

15 Qs

Master Embeddings interviewer-level concepts.

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Finetuning

15 Qs

Master Finetuning interviewer-level concepts.

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PEFT

15 Qs

Master PEFT interviewer-level concepts.

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LLM Types And Evaluation

20 Qs

Master LLM Types And Evaluation interviewer-level concepts.

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Prompt Engineering

20 Qs

Master Prompt Engineering interviewer-level concepts.

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Vector DB

15 Qs

Master Vector DB interviewer-level concepts.

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RAG Systems

15 Qs

Master RAG Systems interviewer-level concepts.

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RAG Evaluation

15 Qs

Master RAG Evaluation interviewer-level concepts.

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Agents

16 Qs

Master Agents interviewer-level concepts.

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Agent Evaluation

15 Qs

Master Agent Evaluation interviewer-level concepts.

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MCP

15 Qs

Master MCP interviewer-level concepts.

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A2a

17 Qs

Master A2a interviewer-level concepts.

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Alignment And Safety

15 Qs

Master Alignment And Safety interviewer-level concepts.

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Multimodal Models

16 Qs

Master Multimodal Models interviewer-level concepts.

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Scaling Laws

15 Qs

Master Scaling Laws interviewer-level concepts.

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Inference Optimization

15 Qs

Master Inference Optimization interviewer-level concepts.

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GenAI System Design

15 Qs

Master GenAI System Design interviewer-level concepts.

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GenAI Cloud Platforms

16 Qs

Master GenAI Cloud Platforms interviewer-level concepts.

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Targeted Practice

Mix and match topics by difficulty to solidify your understanding.

Skill Assessments

Validate your expertise with timed, industry-standard tests.

Topic Test: Core Architectures

A focused assessment covering Core Architectures. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Topic Test: Data Representation

A focused assessment covering Data Representation. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Topic Test: Model Adaptation

A focused assessment covering Model Adaptation. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Topic Test: Usage & Eval

A focused assessment covering Usage & Eval. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Topic Test: Retrieval Systems

A focused assessment covering Retrieval Systems. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Topic Test: Agentic Systems

A focused assessment covering Agentic Systems. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Topic Test: Safety & Multimodal

A focused assessment covering Safety & Multimodal. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Topic Test: Scale & Inference

A focused assessment covering Scale & Inference. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Topic Test: Production Systems

A focused assessment covering Production Systems. Includes a mix of easy, medium, and hard questions.

15 Qs15 MINSmixed
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Mock Interview: Fundamentals (Form 1)

Simulates a foundational GenAI interview. Focuses on core concepts, terminology, and basic mechanics.

10 Qs12 MINSeasy
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Mock Interview: Fundamentals (Form 2)

Simulates a foundational GenAI interview. Focuses on core concepts, terminology, and basic mechanics.

10 Qs12 MINSeasy
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Mock Interview: Applied Engineering (Form 1)

Simulates a mid-level GenAI engineering interview. Tests applied reasoning, debugging, and system interactions.

12 Qs18 MINSmedium
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Mock Interview: Applied Engineering (Form 2)

Simulates a mid-level GenAI engineering interview. Tests applied reasoning, debugging, and system interactions.

12 Qs18 MINSmedium
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Mock Interview: Advanced Architect (Form 1)

Simulates a senior-level GenAI interview. Focuses on edge cases, scaling bottlenecks, and architecture choices.

15 Qs25 MINShard
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Mock Interview: Advanced Architect (Form 2)

Simulates a senior-level GenAI interview. Focuses on edge cases, scaling bottlenecks, and architecture choices.

15 Qs25 MINShard
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Elite Challenge: Staff ML Engineer (Part 1)

The ultimate test of deep GenAI system understanding. Deceptive edge cases, optimization failures, and production tradeoffs.

18 Qs35 MINSexpert
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Elite Challenge: Staff ML Engineer (Part 2)

The ultimate test of deep GenAI system understanding. Deceptive edge cases, optimization failures, and production tradeoffs.

18 Qs35 MINSexpert
Take Test