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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:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
Principles
- Principle:Lance format Lance Row Deletion
- Principle:VainF Torch Pruning Dependency Graph Representation
- Principle:Ucbepic Docetl Hierarchical Document Clustering
- Principle:PacktPublishing LLM Engineers Handbook Vector Similarity Search
- Principle:Nautechsystems Nautilus trader Strategy Shutdown
- Principle:Nautechsystems Nautilus trader Backtest Data Injection
- Principle:HKUDS AI Trader Frontend Cache Generation
- Principle:Togethercomputer Together python Document Reranking
- Principle:Hiyouga LLaMA Factory Model Quantization
- Principle:Alibaba MNN Source Model Preparation
Implementations
- Implementation:Apache Paimon RESTUtil
- Implementation:Intel Ipex llm NPU Model Convert
- Implementation:Protectai Llm guard Input Gibberish
- Implementation:Apache Druid Time Manipulation
- Implementation:Langgenius Dify UseCommon
- Implementation:Microsoft Playwright WebKit BrowserType
- Implementation:Sgl project Sglang Engine Generate Multimodal
- Implementation:CrewAIInc CrewAI Enterprise API Spec Ko
- Implementation:Onnx Onnx Compose Merge Models
- Implementation:Pyro ppl Pyro Autoname Mixture
Heuristics
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
Environments
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Alibaba ROLL SGLang Inference Environment