AI Agents Patterns
AI agent architecture patterns — ReAct, Plan-Execute, multi-agent orchestration, tool-use loop, memory management, and production agent design patterns.
AI Code Assistants
AI code assistants compared — GitHub Copilot vs Cursor vs Codeium vs Continue vs Amazon Q, features, pricing, privacy, and choosing the right tool for your workflow.
AI Ethics Guidelines
AI ethics and regulatory compliance — EU AI Act risk categories, bias detection methods, fairness metrics, transparency requirements, and responsible AI developme.
AI Image Generation
AI image generation tools compared — DALL-E 3 vs Midjourney vs Stable Diffusion SDXL, parameters guide, style prompting, and use case selection for production and.
ChatGPT Prompt Engineering
Master ChatGPT prompting — role assignment, chain-of-thought, few-shot, system messages, and temperature tuning for optimal outputs from GPT-4 and GPT-4o.
Claude Prompt Guide
Anthropic Claude-specific prompting — XML tags, long context handling, thinking mode, artifacts, and Claude 3.
Embeddings Guide
Text embeddings deep dive — OpenAI vs Cohere vs open-source models, dimension tradeoffs, distance metrics, use cases from search to clustering, and best practices.
Fine-Tuning Guide
LLM fine-tuning practical guide — LoRA, QLoRA, dataset preparation, hyperparameter selection, validation strategies, and when fine-tuning beats prompt engineering.
Function Calling Guide
OpenAI function calling and tool-use patterns — tool definitions, parallel calls, structured outputs, streaming with tools, and best practices for reliable functi.
GPT API Basics
OpenAI API fundamentals — chat completions, streaming, function calling, token management, error handling, and rate limits for GPT-4, GPT-4o, and GPT-3.5 models.
Hugging Face Ecosystem
Hugging Face platform guide — Hub, Transformers, Datasets, Spaces, Inference API, and the HF ecosystem for model discovery, sharing, and deployment.
LangChain Essentials
LangChain framework for LLM applications — chains, agents, tools, memory, retrieval, and the LangChain Expression Language (LCEL) for composable pipelines.
LlamaIndex RAG
LlamaIndex for retrieval-augmented generation — data ingestion, indexing, querying, advanced retrieval strategies, and evaluation of RAG pipelines.
LLM Cost Optimization
Optimize LLM costs — token counting and pricing, prompt caching strategies, prompt compression, model selection by cost/task, and production cost reduction techni.
LLM Deployment
Production LLM deployment — vLLM, TGI, Ray Serve, quantization (AWQ, GPTQ, GGUF), latency optimization, scaling strategies, and serving infrastructure for large l.
LLM Evaluation
Comprehensive guide to evaluating LLM outputs — perplexity, BLEU, ROUGE, human evaluation, lm-eval-harness, and benchmark frameworks.
LLM RAG Patterns
Retrieval-Augmented Generation patterns — chunking strategies, embedding, vector search, reranking, hybrid search, and RAG evaluation metrics.
LLM Security
LLM security comprehensive guide — OWASP Top 10 for LLM applications, prompt injection defenses, data poisoning, model theft, supply chain risks, and secure deplo.
Local LLM Setup
Running LLMs locally — Ollama, LM Studio, llama.cpp, quantization levels explained (Q4_K_M, Q5_K_M, etc.
Midjourney Prompts
Midjourney prompt guide — parameters, aspect ratios, style references, chaos, stylize, weird, image prompts, and advanced techniques for Midjourney V6.
MLflow Production
MLflow for ML experiment tracking and model deployment — experiment tracking, model registry, project packaging, and serving models in production with MLflow.
Prompt Chaining Patterns
Prompt chaining design patterns — sequential chains, parallel branching, conditional routing, loop chains, error recovery, and building reliable multi-step LLM pi.
Prompt Injection Defense
Defend against prompt injection attacks — injection types, input validation, output filtering, sandboxing, and production mitigation strategies for LLM applications.
Semantic Search
Semantic search implementation — embedding search, hybrid search combining BM25 with vectors, re-ranking with Cohere and cross-encoders, and production search opt.
Vector Databases Comparison
Comparing vector databases — Pinecone vs Weaviate vs Qdrant vs Milvus vs Chroma.