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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:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Deepset ai Haystack Document Indexing Pipeline
Principles
- Principle:Iterative Dvc Experiment Comparison
- Principle:Explodinggradients Ragas Swarm Message Conversion
- Principle:Openclaw Openclaw Tool Policy Configuration
- Principle:OpenGVLab InternVL Mixed Preference Optimization
- Principle:Microsoft Agent framework Human in the Loop Request
- Principle:Ggml org Ggml Image IO
- Principle:Risingwavelabs Risingwave CI Integration Testing
- Principle:Protectai Llm guard Output Scanner Factory Pattern
- Principle:Isaac sim IsaacGymEnvs Player Initialization
- Principle:Huggingface Datasets Dataset From Dict Construction
Implementations
- Implementation:FlagOpen FlagEmbedding FlagAutoReranker From Finetuned
- Implementation:Helicone Helicone Feature Definitions
- Implementation:Ray project Ray BaseId
- Implementation:Trailofbits Fickling FicklingMLUnpickler Load
- Implementation:Elevenlabs Elevenlabs python AuthSettings
- Implementation:SeleniumHQ Selenium Closure BrowserEvent
- Implementation:Speechbrain Speechbrain Train PIQ
- Implementation:SeleniumHQ Selenium ClasspathExtension
- Implementation:Pytorch Serve vLLM Engine Config
- Implementation:Treeverse LakeFS Java SDK Model UserCreation
Heuristics
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
Environments
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Ggml org Llama cpp CMake Build Environment