Lessons
view all ⭢
lesson
Evaluating Model TrustworthinessAI BootcampEvaluate model trustworthiness for sensitive applications (legal, compliance, finance).
lesson
RAG in Enterprise SettingsAI BootcampExplore RAG for enterprise use (citation engines), compare hallucination reduction strategies (constrained decoding, retrieval, DPO).
lesson
LLMOps & Scalable ServingAI BootcampPlan a scalable serving stack (LLM + vector DB + API + orchestrator), learn LLMOps roles and workflows.
lesson
LLM Production ChainAI BootcampMap the LLM production chain (data, serving, latency, monitoring), explore multi-tenant APIs, vector databases, caching.
lesson
DeepSeek-V3 ArchitectureAI BootcampExplore DeepSeek-V3’s MLA, MoE, MTP, FP8 training, and understand transformer optimizations.
lesson
Positional Encoding in TransformersAI BootcampUnderstand positional encoding (sinusoidal, RoPE, learned), compare types, and study skip connections/layer norms.
lesson
Text-to-Voice PipelinesAI BootcampInvestigate pipelines from text prompts through intermediate representations to audio. Compare zero-shot vs fine-tuned models in speech generation.
lesson
Text-to-SQL SystemsAI BootcampImplement text-to-SQL with structured prompts, train/evaluate SQL generation accuracy using execution-based metrics.
lesson
Agent Architectures and ToolkitsAI BootcampCompare single-agent vs multi-agent architectures, explore AutoGen, LangGraph, CrewAI use cases.
lesson
Agent Design PatternsAI Bootcamp- Understand agent design patterns: Tool use, Planning, Reflection, Collaboration - Learn evaluation challenges in agent systems: output variability, partial correctness - Study architecture patterns: single-agent vs constellation/multi-agent - Explore memory models, tool integration, and production constraints - Compare agent toolkits: AutoGen, LangGraph, CrewAI, and practical use cases
lesson
Designing AI Code AgentsAI BootcampDesign a multi-agent AI IDE stack with chunking, AST parsing, and RAG+LLM collaboration.
lesson
Reverse Engineering Vibe Coding AgentsAI BootcampAnalyze modern code agents (Copilot, Cursor, Windsurf), compare transformer context windows vs RAG+AST systems.
