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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:OpenBMB UltraFeedback Dataset Construction
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Alibaba MNN Python Model Inference
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Mistralai Client python Chat Completion
Principles
- Principle:Neuml Txtai Content Storage
- Principle:Huggingface Datatrove FineWeb Quality Heuristics
- Principle:Confident ai Deepeval Offline Trace Evaluation
- Principle:FlowiseAI Flowise Chunk Management
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:Langchain ai Langgraph Store Batch Operations
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Global State Management
- Principle:Ggml org Llama cpp Model Architecture Support
- Principle:Run llama Llama index Agent Output Processing
- Principle:Openai Openai python Speech Transcription
Implementations
- Implementation:Ucbepic Docetl Dataset Load
- Implementation:MarketSquare Robotframework browser PluginParser Parse Plugins
- Implementation:NVIDIA NeMo Curator Task Base
- Implementation:Microsoft Onnxruntime Generate Artifacts
- Implementation:ClickHouse ClickHouse Poco IPAddress
- Implementation:DevExpress Testcafe ESNextCompiler
- Implementation:Mit han lab Llm awq LlavaConfig
- Implementation:Eric mitchell Direct preference optimization Concatenated Inputs Fn
- Implementation:Bigscience workshop Petals Run Server Main
- Implementation:InternLM Lmdeploy Gemm Interface
Heuristics
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
Environments
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Sgl project Sglang GitHub Actions
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Unstructured IO Unstructured All Docs
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Ggml org Ggml C Cpp Build Environment