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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.
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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:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Sgl project Sglang Offline Batch Inference
Principles
- Principle:Vespa engine Vespa Logger Handler Installation
- Principle:Neuml Txtai RAG Index Building
- Principle:InternLM Lmdeploy Engine Configuration
- Principle:Evidentlyai Evidently Snapshot Export
- Principle:Elevenlabs Elevenlabs python Audio Interface
- Principle:Isaac sim IsaacGymEnvs Task Selection and Configuration
- Principle:Huggingface Diffusers LoRA Export
- Principle:Apache Paimon Batch Data Writing
- Principle:Zai org CogVideo Video Export
- Principle:Huggingface Transformers Distributed Checkpointing
Implementations
- Implementation:Langgenius Dify UseModerate
- Implementation:Haosulab ManiSkill HumanoidPickPlace
- Implementation:Alibaba MNN FlatBuffers IDL Gen gRPC
- Implementation:Explodinggradients Ragas LocalJSONLBackend Class
- Implementation:Facebookresearch Audiocraft GeneralUtils
- Implementation:Kserve Kserve LLM Prefill Worker DP Config
- Implementation:Zai org CogVideo SSIM MS SSIM
- Implementation:SeleniumHQ Selenium PageLoadStrategy
- Implementation:Avhz RustQuant LookbackOption
- Implementation:SeleniumHQ Selenium ExecutableFinder
Heuristics
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Fastai Fastbook Mixup Data Augmentation
Environments
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Huggingface Diffusers Attention Backends
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Ucbepic Docetl Python Runtime
- Environment:Pola rs Polars Cloud Storage Environment