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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 Plugin And Skill Extension
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
Principles
- Principle:Cleanlab Cleanlab Datalab Initialization
- Principle:Sail sg LongSpec Evaluation Callback Pipeline
- Principle:Kubeflow Kubeflow Tune Hyperparameters
- Principle:Nightwatchjs Nightwatch Writing Test Cases
- Principle:Microsoft Semantic kernel Python SDK Package Configuration
- Principle:Apache Dolphinscheduler Client Connection Pattern
- Principle:Google deepmind Mujoco Fluid Interaction
- Principle:HKUDS AI Trader Price Data Fetching
- Principle:Isaac sim IsaacGymEnvs Skeletal Motion Representation
- Principle:Sgl project Sglang Frontend Backend Initialization
Implementations
- Implementation:Run llama Llama index BaseImageRetriever
- Implementation:Microsoft Playwright BidiDeserializer
- Implementation:Datajuicer Data juicer SentenceAugmentationMapper
- Implementation:Speechbrain Speechbrain Prepare Libritts
- Implementation:Mlc ai Mlc llm Gemma2 Loader
- Implementation:Lance format Lance LanceCrateRoot
- Implementation:CrewAIInc CrewAI Flow Routing Primitives
- Implementation:CrewAIInc CrewAI RAG JSON Loader
- Implementation:InternLM Lmdeploy SamplingTopkKernels
- Implementation:Hiyouga LLaMA Factory Tool Utils
Heuristics
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Truera Trulens Feedback Score Thresholds
Environments
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Spotify Luigi AWS S3 Storage