Database Transactions
Database transactions are fundamental to maintaining data integrity and
Mongodb Patterns
MongoDB is a document-oriented NoSQL database that provides high performance,
Prisma Guide
Prisma is a next-generation TypeScript ORM for Node.js and TypeScript
Redis Caching
Redis is an in-memory data structure store that can be used as a database,
Supabase Patterns
Supabase is an open-source Firebase alternative that uses PostgreSQL
Timescaledb
TimescaleDB is a time-series database optimized for fast ingest and real-time
Vector Database
Vector databases are specialized databases designed to store, index,
Data Augmentation
Data augmentation is a technique used to artificially increase size and
Data Preprocessing
Data preprocessing is a critical step in machine learning pipelines that
Distributed Training
'This skill covers **when and how** to scale training beyond a single
Label Studio Setup
'Label Studio is an open-source data labeling platform that provides
Model Optimization
Model optimization is process of improving machine learning models for
Model Training
Model training is the process of teaching machine learning models to
Model Versioning
Model versioning is practice of tracking and managing different versions
Pytorch Deployment
PyTorch deployment involves exporting models to production-ready formats,
Yolo Integration
YOLO (You Only Look Once) is a state-of-the-art object detection model
Agent Patterns
AI agents are autonomous systems that use Large Language Models (LLMs)
Ai Observability
Comprehensive guide to monitoring AI/ML systems in production, including
Embedding Models
Comprehensive guide for text embedding models and usage. This skill covers
Langchain Patterns
LangChain is a framework for building applications powered by LLMs. It
Llm Function Calling
LLM function calling (also known as tool use) enables Large Language
Llm Guardrails
This skill provides comprehensive guidance on implementing guardrails
Llm Integration
Comprehensive guide for LLM API integration covering OpenAI, Anthropic,
Llm Local Deployment
Comprehensive guide for deploying LLMs locally using Ollama, vLLM, and
Llm Routing Orchestration
As LLM apps scale, you need to route requests intelligently across multiple
Llm Serving
This is an **alias skill** so requirements/docs can reference `06-ai-ml-production/llm-serving`.
Prompt Engineering
Comprehensive guide for LLM prompt engineering techniques and best practices.
Rag Implementation
Comprehensive guide for Retrieval-Augmented Generation (RAG) implementation
Vector Database Tuning
Vector databases (Pinecone, Qdrant, Weaviate, ChromaDB) power RAG and
Vector Search Patterns
Vector search (also known as semantic search or similarity search) enables
Vector Search
Comprehensive guide for vector search implementation covering HNSW (Hierarchical
Document Ingestion Pipeline
Document ingestion pipeline covers the complete workflow of processing
Document Parsing
Comprehensive guide to structured document parsing and information extraction
Image Preprocessing
Comprehensive guide to image preprocessing for OCR and computer vision
Ocr Paddleocr
PaddleOCR is a powerful, open-source OCR toolkit that supports multi-language
Ocr Tesseract
Comprehensive guide to Optical Character Recognition (OCR) using Tesseract
Pdf Processing
Comprehensive guide to PDF processing, manipulation, and extraction using
Rag Architecture Patterns
RAG (Retrieval-Augmented Generation) architecture patterns cover system
Rag Chunking Metadata Strategy
RAG chunking metadata strategy covers systematic approach to adding,
Rag Citations Grounding
RAG citations grounding covers systematic process of collecting, managing,
Kafka Streams
Comprehensive guide to Apache Kafka patterns and Kafka Streams for real-time
Mqtt Integration
MQTT (Message Queuing Telemetry Transport) is a lightweight publish/subscribe
Queue Monitoring
Comprehensive guide to monitoring message queues including RabbitMQ,
Rabbitmq Patterns
Comprehensive guide to RabbitMQ messaging patterns and best practices
Redis Queue
Comprehensive guide to Redis as a message queue using Bull and BullMQ
Api Gateway
Comprehensive guide to API Gateway patterns using Kong, NGINX, and AWS
Circuit Breaker
Comprehensive guide to circuit breaker pattern implementation for microservices
Cqrs Pattern
'CQRS (Command Query Responsibility Segregation) separates write operations
Escrow Workflow
Patterns for implementing escrow and milestone-based payment systems
Event Driven
Comprehensive guide to event-driven microservices patterns for building
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