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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:Haifengl Smile SQL Analytics Pipeline
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Neuml Txtai Semantic Search
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Ucbepic Docetl Python API Pipeline
Principles
- Principle:Guardrails ai Guardrails ValidatorEcosystem
- Principle:Treeverse LakeFS Hook Guarded Merge
- Principle:ARISE Initiative Robosuite Robot Model Hierarchy
- Principle:Bigscience workshop Petals Autoregressive Generation
- Principle:Marker Inc Korea AutoRAG Legacy QA Dataset Creation
- Principle:TobikoData Sqlmesh CICD Automated Test Execution
- Principle:Scikit learn contrib Imbalanced learn Sphinx Documentation Configuration
- Principle:Ollama Ollama GGUF Model Conversion MLLama
- Principle:Dagster io Dagster Time Based Partitioning
- Principle:Huggingface Optimum Meta Device Initialization
Implementations
- Implementation:Vibrantlabsai Ragas MultiModalPrompt
- Implementation:Danijar Dreamerv3 Train Loop
- Implementation:Huggingface Optimum TaskProcessorsManager
- Implementation:Ggml org Llama cpp Console
- Implementation:Pyro ppl Pyro TraceGraph ELBO
- Implementation:Unstructured IO Unstructured Example Docs Fixture
- Implementation:Online ml River Datasets TREC07
- Implementation:Apache Druid FilterMenu
- Implementation:Duckdb Duckdb Mbedtls Hash
- Implementation:Apache Druid KillDatasourceDialog
Heuristics
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Predibase Lorax Quantization Backend Selection
Environments
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Neuml Txtai Python Core Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Microsoft Playwright Platform Support Environment