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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:Treeverse LakeFS Garbage Collection
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Groq Groq python Streaming Chat Completion
Principles
- Principle:Eventual Inc Daft API Boundary Protection
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:Recommenders team Recommenders Spark Evaluation Metrics
- Principle:Datahub project Datahub Metadata Change Proposal
- Principle:Evidentlyai Evidently Grafana Visualization
- Principle:Langchain ai Langgraph Managed Value System
- Principle:Cohere ai Cohere python Tool Schema Definition
- Principle:Datahub project Datahub CLI Installation
- Principle:Online ml River Incremental Clustering Interface
- Principle:Unslothai Unsloth Chat Template Configuration
Implementations
- Implementation:OpenHands OpenHands E2BBox Execute
- Implementation:Ucbepic Docetl PrettyJSON
- Implementation:Infiniflow Ragflow Misc Utils
- Implementation:Evidentlyai Evidently Legacy Recsys Preset
- Implementation:Langgenius Dify CreateApp Workflow
- Implementation:OpenHands OpenHands GithubIssue Initialize Conversation
- Implementation:Microsoft Onnxruntime CUDA NcclService
- Implementation:TobikoData Sqlmesh Input Component
- Implementation:Lance format Lance Scanner Full Text Search
- Implementation:Huggingface Datatrove JsonlWriter
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
Environments
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Spotify Luigi Apache Spark
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Ray project Ray Java Build Environment
- Environment:Run llama Llama index Python LlamaIndex Core