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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:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Online ml River Online Clustering
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Openai Evals Building a custom eval
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
Principles
- Principle:Microsoft DeepSpeedExamples DeepSpeed CLI Integration
- Principle:AUTOMATIC1111 Stable diffusion webui Conditional Function Dispatch
- Principle:Helicone Helicone Data Export
- Principle:ARISE Initiative Robosuite Manipulation Task Design
- Principle:Puppeteer Puppeteer CDP Session Management
- Principle:Apache Flink Object Reuse
- Principle:Kubeflow Kubeflow Contribution Guidelines
- Principle:Webdriverio Webdriverio Browser Navigation and Interaction
- Principle:Promptfoo Promptfoo External Data Source Integration
- Principle:Protectai Llm guard Input Scanner Factory Pattern
Implementations
- Implementation:Kserve Kserve PD LLMInferenceService Spec
- Implementation:Webdriverio Webdriverio Config Utils
- Implementation:ArroyoSystems Arroyo Pipeline Config Modal
- Implementation:Open compass VLMEvalKit MLVU
- Implementation:PeterL1n BackgroundMattingV2 MattingRefine
- Implementation:Sgl project Sglang Health And Metrics Endpoints
- Implementation:Google deepmind Mujoco MjModel Header
- Implementation:Datajuicer Data juicer DialogSentimentIntensityMapper
- Implementation:Tencent Ncnn Onnx2ncnn
- Implementation:TobikoData Sqlmesh Context Plan
Heuristics
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
Environments
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Huggingface Diffusers Attention Backends
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Avhz RustQuant Rust Stable
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Sgl project Sglang Prometheus
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Huggingface Datasets SQL Dependencies