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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:Allenai Open instruct Tulu3 Full Post Training
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
Principles
- Principle:Alibaba ROLL MCoreAdapter Training Configuration
- Principle:Truera Trulens Application Recording
- Principle:LaurentMazare Tch rs Darknet Model Building
- Principle:SqueezeAILab ETS ILP Node Selection
- Principle:Pola rs Polars Lazy Query Collection
- Principle:Rapidsai Cuml Dimensionality Reduction Algorithm Selection
- Principle:Huggingface Transformers Tokenization
- Principle:Volcengine Verl GAE Advantage Estimation
- Principle:Openclaw Openclaw Agent Creation
- Principle:Ollama Ollama Model Adaptation
Implementations
- Implementation:Apache Paimon ManifestFileManager
- Implementation:ArroyoSystems Arroyo Redis Connector
- Implementation:CrewAIInc CrewAI RAG JSON Loader
- Implementation:Microsoft Semantic kernel ContactsPlugin OpenAPI
- Implementation:Triton inference server Server DataCompressor
- Implementation:Ollama Ollama ConvertModel
- Implementation:Deepseek ai Janus AR Token Generation Loop
- Implementation:Microsoft Playwright LocalUtils
- Implementation:Arize ai Phoenix SpanQuery DSL
- Implementation:Microsoft DeepSpeedExamples BingBertSquad Training Utils
Heuristics
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
Environments
- Environment:Apache Airflow Docker Container Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Snorkel team Snorkel Dask Distributed