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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.
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| 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:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Openai Openai node Streaming To Client
- Workflow:Openai Openai python Chat Completion
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:ClickHouse ClickHouse Packaging For Distribution
Principles
- Principle:Microsoft LoRA LoRA Training Loop
- Principle:Zai org CogVideo Tiled Image Upscaling
- Principle:Facebookresearch Audiocraft Temporal Conditioning Preparation
- Principle:Online ml River CSV Stream Ingestion
- Principle:Neuml Txtai Content Storage
- Principle:Apache Druid Timestamp Configuration
- Principle:Scikit learn Scikit learn Pipeline Chaining
- Principle:PeterL1n BackgroundMattingV2 Realtime display
- Principle:Guardrails ai Guardrails ValidatorEcosystem
- Principle:Triton inference server Server Backend Integration Testing
Implementations
- Implementation:Langfuse Langfuse API Ingestion Schema
- Implementation:Testtimescaling Testtimescaling github io Fetch Arxiv Citation Count
- Implementation:Google deepmind Dm control Tolerance Reward
- Implementation:Elevenlabs Elevenlabs python WebhookToolConfigOutput
- Implementation:Mbzuai oryx Awesome LLM Post training Abstract Review Categorization
- Implementation:Tensorflow Tfjs RandomWidth Layer
- Implementation:Interpretml Interpret GaussianDistribution
- Implementation:Openai Openai node QS Stringify
- Implementation:Huggingface Diffusers Video Memory Setup
- Implementation:Langgenius Dify UseLog
Heuristics
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Allenai Open instruct Ray Distributed
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Openai Openai python Python 3 9 Plus