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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:Huggingface Diffusers Text to Image Inference
- Workflow:Groq Groq python Text Embedding
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
Principles
- Principle:CARLA simulator Carla Client Server Connection
- Principle:Openclaw Openclaw Container Storage Configuration
- Principle:Recommenders team Recommenders Benchmark Results Compilation
- Principle:MaterializeInc Materialize Dbt Profile Configuration
- Principle:Openai Openai agents python Execution Resumption
- Principle:Openai Evals Model Based Classification
- Principle:Haotian liu LLaVA Weight Delta Application
- Principle:Zai org CogVideo Text to Video Generation
- Principle:Tensorflow Serving Servable Access Pattern
- Principle:Togethercomputer Together python Image Prompt Construction
Implementations
- Implementation:Apache Shardingsphere StatisticsRefreshEngine Refresh
- Implementation:Promptfoo Promptfoo Tsdown Build Config
- Implementation:Pyro ppl Pyro UnconditionMessenger
- Implementation:Tensorflow Serving Get Model Metadata Impl
- Implementation:Iterative Dvc Utils Core Helpers
- Implementation:Bigscience workshop Petals DistributedMixtralConfig
- Implementation:NVIDIA NeMo Curator JusText Extractor
- Implementation:Speechbrain Speechbrain Prepare MEDIA
- Implementation:Tencent Ncnn Calibration Image List
- Implementation:Openai Openai python Video Create Params
Heuristics
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
Environments
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:Openai Openai node WebSocket Dependency
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack