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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:Hpcaitech ColossalAI RAG Application
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Langgenius Dify Plugin Management
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Lance format Lance Full Text Search
- Workflow:Langfuse Langfuse Batch export pipeline
Principles
- Principle:Neuml Txtai REST API Design
- Principle:Snorkel team Snorkel Slice Aware Data Preparation
- Principle:NVIDIA TransformerEngine Complete Transformer Layer
- Principle:ARISE Initiative Robosuite Simulation Loop
- Principle:Microsoft Semantic kernel NLP Evaluation Metrics
- Principle:Ggml org Llama cpp ModelConversion
- Principle:Fede1024 Rust rdkafka Transactional Producer Setup
- Principle:Facebookresearch Habitat lab Structured Config Definition
- Principle:Cypress io Cypress System Test Validation
- Principle:Run llama Llama index Evaluation Dataset Generation
Implementations
- Implementation:Datajuicer Data juicer LanguageIDScoreFilter
- Implementation:Huggingface Datasets DownloadManager
- Implementation:Astronomer Astronomer cosmos TeradataUserPasswordProfileMapping
- Implementation:ThreeSR Awesome Inference Time Scaling Format Paper Info Function
- Implementation:Haosulab ManiSkill LiftPegUpright
- Implementation:Openai Evals Pip Install Evals
- Implementation:ArroyoSystems Arroyo Polling Http Operator
- Implementation:Lance format Lance Dataset Delete
- Implementation:Ggml org Llama cpp Llama Model Load For Chat
- Implementation:ARISE Initiative Robosuite WipeArena
Heuristics
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
Environments
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:BerriAI Litellm Observability Stack
- Environment:Apache Airflow Docker Container Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Kserve Kserve VLLM Runtime
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries