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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:Mlc ai Web llm Structured Output Generation
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Apache Spark Building and Testing
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Predibase Lorax Server Deployment
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Kubeflow Kubeflow Platform Deployment
Principles
- Principle:Triton inference server Server TRT LLM Environment Setup
- Principle:CrewAIInc CrewAI Task Replay
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:Lm sys FastChat Identity Data Injection
- Principle:Isaac sim IsaacGymEnvs Task Testing Iteration
- Principle:Microsoft LoRA Parameter Freezing
- Principle:ThreeSR Awesome Inference Time Scaling Paper Entry Formatting
- Principle:Haosulab ManiSkill Trajectory Merging
- Principle:Pyro ppl Pyro MCMC Posterior Sampling
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding serialization
Implementations
- Implementation:Evidentlyai Evidently Grafana Dashboard Config
- Implementation:Lance format Lance BytePack
- Implementation:Ollama Ollama XTools WebFetch
- Implementation:ARISE Initiative Robosuite TwoArmPegInHole Environment
- Implementation:Ollama Ollama Inference Handler
- Implementation:OpenBMB UltraFeedback Multi Backend Inference
- Implementation:Roboflow Rf detr RFDETR Train Config
- Implementation:Langgenius Dify Pnpm Lockfile
- Implementation:Online ml River Optim AdaGrad
- Implementation:Microsoft Playwright ElementHandleDispatcher
Heuristics
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
Environments
- Environment:Bentoml BentoML Python Runtime
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Haifengl Smile Java 25 Runtime
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Deepspeedai DeepSpeed XPU Environment