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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:Unstructured IO Unstructured Performance Profiling
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
Principles
- Principle:Online ml River Online Model Selection
- Principle:DistrictDataLabs Yellowbrick Residual Analysis
- Principle:BerriAI Litellm Message Redaction
- Principle:PacktPublishing LLM Engineers Handbook REST API Serving
- Principle:Interpretml Interpret Global Explanation Generation
- Principle:Cypress io Cypress Configuration Scaffolding
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Linear Layer
- Principle:Openclaw Openclaw Persona Customization
- Principle:EvolvingLMMs Lab Lmms eval Data Tooling
- Principle:Bigscience workshop Petals Output Decoding
Implementations
- Implementation:Alibaba MNN Protobuf Map H
- Implementation:TobikoData Sqlmesh ColumnLevelLineageContext
- Implementation:Sgl project Sglang CPU Extend Attention
- Implementation:Langchain ai Langchain OpenAIEmbeddings Constructor
- Implementation:Datajuicer Data juicer VideoDurationFilter
- Implementation:Rapidsai Cuml GLM Preprocess MG
- Implementation:Infiniflow Ragflow FilesActionCell Component
- Implementation:Neuml Txtai FileToHTML
- Implementation:Microsoft DeepSpeedExamples LossTracker AverageMeter Accuracy
- Implementation:Haosulab ManiSkill StackPyramid
Heuristics
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
Environments
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Huggingface Open r1 vLLM Server
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Lance format Lance Rust Toolchain
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Mlc ai Web llm Node Build Toolchain