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Top 95 Project Questions

RAG, agents, MCP, and end-to-end system design. Deep explanations with architecture diagrams for every question.

Topic Progress:100%
Fundamentals

Q1: System design: a financial research assistant with Confusion Matrix

Related To: AI Fundamentals

Project BasedAI FundamentalsEasy8 min read
Junior

Q2: System design: a financial research assistant with CatBoost

Related To: Machine Learning

Project BasedMachine LearningEasy8 min read
Junior

Q3: System design: a financial research assistant with Gradient Descent

Related To: Deep Learning

Project BasedDeep LearningEasy8 min read
Junior

Q4: System design: a financial research assistant with KV Cache

Related To: LLMs

Project BasedLLMsEasy8 min read
Junior

Q5: System design: a financial research assistant with Feed-Forward Network

Related To: Transformers

Project BasedTransformersEasy8 min read
Junior

Q6: System design: a financial research assistant with Context Injection

Related To: RAG

Project BasedRAGEasy8 min read
Junior

Q7: System design: a financial research assistant with Structured Outputs

Related To: Prompt Engineering

Project BasedPrompt EngineeringEasy8 min read
Junior

Q8: System design: a financial research assistant with QLoRA

Related To: Fine-Tuning

Project BasedFine-TuningEasy8 min read
Junior

Q9: System design: a financial research assistant with Vision Transformers

Related To: Computer Vision

Project BasedComputer VisionEasy8 min read
Junior

Q10: System design: a financial research assistant with Function Calling

Related To: AI Agents

Project BasedAI AgentsEasy8 min read
Junior

Q11: System design: a financial research assistant with Resources

Related To: MCP

Project BasedMCPEasy8 min read
Junior

Q12: System design: a financial research assistant with Regression Testing

Related To: AI Evaluation

Project BasedAI EvaluationEasy8 min read
Junior

Q13: System design: a financial research assistant with Tool Abuse

Related To: AI Security

Project BasedAI SecurityEasy8 min read
Junior

Q14: System design: a financial research assistant with Speculative Decoding

Related To: LLM Inference

Project BasedLLM InferenceEasy8 min read
Junior

Q15: System design: a financial research assistant with AI Gateway

Related To: System Design

Project BasedSystem DesignEasy8 min read
Junior

Q16: System design: a financial research assistant with Prompt CI/CD

Related To: MLOps

Project BasedMLOpsEasy8 min read
Junior
Production & Scenarios

Q17: System design: a financial research assistant with Feature Selection

Related To: AI Fundamentals

Project BasedAI FundamentalsMedium12 min read
Mid

Q18: System design: a financial research assistant with Clustering

Related To: Machine Learning

Project BasedMachine LearningMedium12 min read
Mid

Q19: System design: a financial research assistant with Batch Normalization

Related To: Deep Learning

Project BasedDeep LearningMedium12 min read
Mid

Q20: System design: a financial research assistant with Temperature

Related To: LLMs

Project BasedLLMsMedium12 min read
Mid

Q21: System design: a financial research assistant with Reasoning Models

Related To: LLMs

Project BasedLLMsMedium12 min read
Mid

Q22: System design: a financial research assistant with Mixture of Experts

Related To: Transformers

Project BasedTransformersMedium12 min read
Mid

Q23: System design: a financial research assistant with Embedding Dimensions

Related To: Embeddings

Project BasedEmbeddingsMedium12 min read
Mid

Q24: System design: a financial research assistant with Approximate Search

Related To: Vector Databases

Project BasedVector DatabasesMedium12 min read
Mid

Q25: System design: a financial research assistant with Metadata

Related To: RAG

Project BasedRAGMedium12 min read
Mid

Q26: System design: a financial research assistant with Multi-Query Retrieval

Related To: RAG

Project BasedRAGMedium12 min read
Mid

Q27: System design: a financial research assistant with Prompt Evaluation

Related To: Prompt Engineering

Project BasedPrompt EngineeringMedium12 min read
Mid

Q28: System design: a financial research assistant with Learning Rate

Related To: Fine-Tuning

Project BasedFine-TuningMedium12 min read
Mid

Q29: System design: a financial research assistant with Distillation

Related To: SLM

Project BasedSLMMedium12 min read
Mid

Q30: System design: a financial research assistant with Visual QA

Related To: Computer Vision

Project BasedComputer VisionMedium12 min read
Mid

Q31: System design: a financial research assistant with Self-Correction

Related To: AI Agents

Project BasedAI AgentsMedium12 min read
Mid

Q32: System design: a financial research assistant with Retry

Related To: AI Agents

Project BasedAI AgentsMedium12 min read
Mid

Q33: System design: a financial research assistant with Hierarchical Agents

Related To: Multi-Agent Systems

Project BasedMulti-Agent SystemsMedium12 min read
Mid

Q34: System design: a financial research assistant with Authorization

Related To: MCP

Project BasedMCPMedium12 min read
Mid

Q35: System design: a financial research assistant with Hallucination Measurement

Related To: AI Evaluation

Project BasedAI EvaluationMedium12 min read
Mid

Q36: System design: a financial research assistant with Tenant Isolation

Related To: AI Security

Project BasedAI SecurityMedium12 min read
Mid

Q37: System design: a financial research assistant with INT8

Related To: LLM Inference

Project BasedLLM InferenceMedium12 min read
Mid

Q38: System design: a financial research assistant with LLM Observability Platform

Related To: System Design

Project BasedSystem DesignMedium12 min read
Mid

Q39: System design: a financial research assistant with Cost Monitoring

Related To: MLOps

Project BasedMLOpsMedium12 min read
Mid

Q40: System design: a financial research assistant with Concurrency

Related To: Python for AI

Project BasedPython for AIMedium12 min read
Mid

Q41: System design: a financial research assistant with Semantic Kernel

Related To: AI Frameworks

Project BasedAI FrameworksMedium12 min read
Mid

Q42: System design: a financial research assistant with Azure AI

Related To: Model Providers

Project BasedModel ProvidersMedium12 min read
Mid

Q43: System design: a financial research assistant with Stakeholder Communication

Related To: AI Career

Project BasedAI CareerMedium12 min read
Mid
Advanced & System Design

Q44: System design: a financial research assistant with Reinforcement Learning

Related To: AI Fundamentals

Project BasedAI FundamentalsHard18 min read
Senior

Q45: System design: a financial research assistant with Underfitting

Related To: AI Fundamentals

Project BasedAI FundamentalsHard35 min read
Senior

Q46: System design: a financial research assistant with Explainability

Related To: Machine Learning

Project BasedMachine LearningHard18 min read
Senior

Q47: System design: a financial research assistant with LightGBM

Related To: Machine Learning

Project BasedMachine LearningHard35 min read
Senior

Q48: System design: a financial research assistant with Distributed Training

Related To: Deep Learning

Project BasedDeep LearningHard18 min read
Senior

Q49: System design: a financial research assistant with Loss Functions

Related To: Deep Learning

Project BasedDeep LearningHard35 min read
Senior

Q50: System design: a financial research assistant with Prefill

Related To: LLMs

Project BasedLLMsHard18 min read
Senior

Q51: System design: a financial research assistant with External Knowledge

Related To: LLMs

Project BasedLLMsHard18 min read
Senior

Q52: System design: a financial research assistant with Context Window

Related To: LLMs

Project BasedLLMsHard35 min read
Senior

Q53: System design: a financial research assistant with Attention Complexity

Related To: Transformers

Project BasedTransformersHard18 min read
Senior

Q54: System design: a financial research assistant with Decoder

Related To: Transformers

Project BasedTransformersHard35 min read
Senior

Q55: System design: a financial research assistant with Embedding Drift

Related To: Embeddings

Project BasedEmbeddingsHard18 min read
Senior

Q56: System design: a financial research assistant with Embedding Evaluation

Related To: Embeddings

Project BasedEmbeddingsHard18 min read
Senior

Q57: System design: a financial research assistant with Metadata Filtering

Related To: Vector Databases

Project BasedVector DatabasesHard18 min read
Senior

Q58: System design: a financial research assistant with IVF

Related To: Vector Databases

Project BasedVector DatabasesHard18 min read
Senior

Q59: System design: a financial research assistant with GraphRAG

Related To: RAG

Project BasedRAGHard18 min read
Senior

Q60: System design: a financial research assistant with Multimodal RAG

Related To: RAG

Project BasedRAGHard18 min read
Senior

Q61: System design: a financial research assistant with Multi-Tenancy

Related To: RAG

Project BasedRAGHard18 min read
Senior

Q62: System design: a financial research assistant with Latency

Related To: RAG

Project BasedRAGHard35 min read
Senior

Q63: System design: a financial research assistant with Prompt Injection

Related To: Prompt Engineering

Project BasedPrompt EngineeringHard18 min read
Senior

Q64: System design: a financial research assistant with JSON Output

Related To: Prompt Engineering

Project BasedPrompt EngineeringHard18 min read
Senior

Q65: System design: a financial research assistant with Few-Shot

Related To: Prompt Engineering

Project BasedPrompt EngineeringHard35 min read
Senior

Q66: System design: a financial research assistant with Fine-Tuning vs RAG

Related To: Fine-Tuning

Project BasedFine-TuningHard18 min read
Senior

Q67: System design: a financial research assistant with Safety Fine-Tuning

Related To: Fine-Tuning

Project BasedFine-TuningHard18 min read
Senior

Q68: System design: a financial research assistant with SFT

Related To: Fine-Tuning

Project BasedFine-TuningHard35 min read
Senior

Q69: System design: a financial research assistant with Mobile Inference

Related To: SLM

Project BasedSLMHard18 min read
Senior

Q70: System design: a financial research assistant with Cost Optimization

Related To: SLM

Project BasedSLMHard35 min read
Senior

Q71: System design: a financial research assistant with Document AI

Related To: Computer Vision

Project BasedComputer VisionHard18 min read
Senior

Q72: System design: a financial research assistant with Image Moderation

Related To: Computer Vision

Project BasedComputer VisionHard18 min read
Senior

Q73: System design: a financial research assistant with Object Detection

Related To: Computer Vision

Project BasedComputer VisionHard35 min read
Senior

Q74: System design: a financial research assistant with Agent Evaluation

Related To: AI Agents

Project BasedAI AgentsHard18 min read
Senior

Q75: System design: a financial research assistant with Agent Permissions

Related To: AI Agents

Project BasedAI AgentsHard18 min read
Senior

Q76: System design: a financial research assistant with Tool Validation

Related To: AI Agents

Project BasedAI AgentsHard35 min read
Senior

Q77: System design: a financial research assistant with Failure Recovery

Related To: Multi-Agent Systems

Project BasedMulti-Agent SystemsHard18 min read
Senior

Q78: System design: a financial research assistant with Supervisor Architecture

Related To: Multi-Agent Systems

Project BasedMulti-Agent SystemsHard35 min read
Senior

Q79: System design: a financial research assistant with Multi-Tenant MCP

Related To: MCP

Project BasedMCPHard18 min read
Senior

Q80: System design: a financial research assistant with Enterprise MCP

Related To: MCP

Project BasedMCPHard35 min read
Senior

Q81: System design: a financial research assistant with Online Evaluation

Related To: AI Evaluation

Project BasedAI EvaluationHard18 min read
Senior

Q82: System design: a financial research assistant with Golden Datasets

Related To: AI Evaluation

Project BasedAI EvaluationHard35 min read
Senior

Q83: System design: a financial research assistant with Guardrails

Related To: AI Security

Project BasedAI SecurityHard18 min read
Senior

Q84: System design: a financial research assistant with AI Customer Support

Related To: System Design

Project BasedSystem DesignHard18 min read
Senior

Q85: System design: a financial research assistant with Document Processing Platform

Related To: System Design

Project BasedSystem DesignHard18 min read
Senior

Q86: System design: a financial research assistant with Multi-Agent Platform

Related To: System Design

Project BasedSystem DesignHard35 min read
Senior

Q87: System design: a financial research assistant with Disaster Recovery

Related To: MLOps

Project BasedMLOpsHard18 min read
Senior

Q88: System design: a financial research assistant with CI/CD

Related To: MLOps

Project BasedMLOpsHard35 min read
Senior

Q89: System design: a financial research assistant with PyTorch

Related To: Python for AI

Project BasedPython for AIHard18 min read
Senior

Q90: System design: a financial research assistant with Testing AI Apps

Related To: Python for AI

Project BasedPython for AIHard35 min read
Senior

Q91: System design: a financial research assistant with Transformers

Related To: AI Frameworks

Project BasedAI FrameworksHard18 min read
Senior

Q92: System design: a financial research assistant with AutoGen

Related To: AI Frameworks

Project BasedAI FrameworksHard35 min read
Senior

Q93: System design: a financial research assistant with Mistral

Related To: Model Providers

Project BasedModel ProvidersHard18 min read
Senior

Q94: System design: a financial research assistant with Hugging Face

Related To: Model Providers

Project BasedModel ProvidersHard35 min read
Senior

Q95: System design: a financial research assistant with Production Failure

Related To: AI Career

Project BasedAI CareerHard35 min read
Senior