Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Apache Kafka Topic Management
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
Principles
- Principle:Turboderp org Exllamav2 Layer Normalization
- Principle:Ggml org Llama cpp Chat Completions
- Principle:Spcl Graph of thoughts Validity Filtering
- Principle:Haifengl Smile Matrix Construction
- Principle:Ggml org Llama cpp ConstrainedGeneration
- Principle:Mlc ai Mlc llm Weight Conversion and Quantization
- Principle:Togethercomputer Together python Image Response Processing
- Principle:SeleniumHQ Selenium Session Termination
- Principle:EvolvingLMMs Lab Lmms eval Model Wrapper Implementation
- Principle:HKUDS AI Trader MCP Service Orchestration
Implementations
- Implementation:Dagster io Dagster OpenAI Fine Tuning Pattern
- Implementation:Huggingface Trl SFTTrainer Save Model
- Implementation:NVIDIA NeMo Curator Audio Common Stages
- Implementation:Kornia Kornia Bbox Utilities
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Project Yml Config
- Implementation:CrewAIInc CrewAI Crew Kickoff In Flow
- Implementation:ArroyoSystems Arroyo Pipeline Details Page
- Implementation:ArroyoSystems Arroyo Failure Detector
- Implementation:Google deepmind Dm control Composer Environment For Manipulation
- Implementation:Langgenius Dify Docker Compose Up
Heuristics
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
Environments
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Huggingface Open r1 vLLM Server
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Protectai Llm guard API Server Deployment
- Environment:Mistralai Client python Realtime Transcription Environment