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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:Sgl project Sglang Online Serving With OpenAI API
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
Principles
- Principle:Allenai Open instruct DPO Loss
- Principle:Huggingface Datasets Feature Type Definition
- Principle:Mit han lab Llm awq AWQ Transform Application
- Principle:Explodinggradients Ragas Prompt Iteration Comparison
- Principle:Apache Beam Windmill Connection Setup
- Principle:Tencent Ncnn Autoregressive Sequence Decoding
- Principle:Mlc ai Web llm Grammar Constrained Decoding
- Principle:Sgl project Sglang Generation Function Definition
- Principle:Zai org CogVideo Caption Model Loading
- Principle:Spotify Luigi Task Persistence History
Implementations
- Implementation:Anthropics Anthropic sdk python BetaToolUnionParam
- Implementation:Bigscience workshop Petals Server Init
- Implementation:SeleniumHQ Selenium HasContext
- Implementation:Langfuse Langfuse FetchLLMCompletion Eval
- Implementation:Apache Shardingsphere MetaDataPersistFacade Constructor
- Implementation:Sktime Pytorch forecasting Tuner Lr Find
- Implementation:Evidentlyai Evidently LLM Judge Descriptors
- Implementation:Online ml River Evaluate Progressive Val Score
- Implementation:Online ml River Metrics MultiLabelConfusionMatrix
- Implementation:Shiyu coder Kronos QlibDataset Usage
Heuristics
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
Environments
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Pyro ppl Pyro Funsor Backend