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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:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Pola rs Polars Data IO and Format Conversion
Principles
- Principle:Huggingface Datatrove Japanese Word Tokenization
- Principle:Interpretml Interpret EBM Model Merging
- Principle:LaurentMazare Tch rs BPE Tokenization
- Principle:Apache Shardingsphere SPI Builder Loading
- Principle:Iterative Dvc Database Import
- Principle:Deepspeedai DeepSpeed PPO Policy Update
- Principle:Pola rs Polars Lazy Data Scanning
- Principle:Langchain ai Langgraph Runtime Config Access
- Principle:Bentoml BentoML Composed Pipeline Testing
- Principle:Haosulab ManiSkill Observation Definition
Implementations
- Implementation:Huggingface Alignment handbook Get Model Quantized
- Implementation:Deepseek ai Janus LlamaForCausalLM Generate
- Implementation:Kornia Kornia TinyViT
- Implementation:Pytorch Serve XGBoost Iris Handler
- Implementation:ArroyoSystems Arroyo Data Fetching
- Implementation:Apache Paimon FormatReadBuilder
- Implementation:Infiniflow Ragflow FilesTable Component
- Implementation:Run llama Llama index PII Postprocessors
- Implementation:Farama Foundation Gymnasium Env Registry Init
- Implementation:Dotnet Machinelearning LdaHybridAliasMap
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
Environments
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Sgl project Sglang CPU
- Environment:Liu00222 Open Prompt Injection Python Dependencies