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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:OpenHands OpenHands Organization Onboarding
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Huggingface Optimum Model Export
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
Principles
- Principle:Protectai Llm guard Sentiment Analysis
- Principle:Apache Kafka Coordinator Read Operations
- Principle:LaurentMazare Tch rs YOLO Object Detection
- Principle:Deepspeedai DeepSpeed DeepSpeed Configuration
- Principle:Neuml Txtai Word Embedding Vectorization
- Principle:Unslothai Unsloth Ollama Deployment
- Principle:Mlc ai Mlc llm Chat Completion Interface
- Principle:MarketSquare Robotframework browser Python Package Installation
- Principle:Trailofbits Fickling Pickle Scanner Benchmarking
- Principle:Apache Hudi Streaming Write Execution
Implementations
- Implementation:Evidentlyai Evidently Legacy Trigger Words Feature
- Implementation:SeleniumHQ Selenium Closure Structs Set
- Implementation:Online ml River Metrics MultiLabelConfusionMatrix
- Implementation:Evidentlyai Evidently Legacy LLM Judge Feature
- Implementation:DevExpress Testcafe CommandFormatter
- Implementation:TobikoData Sqlmesh SourceList
- Implementation:Online ml River Bandit ThompsonSampling
- Implementation:Google deepmind Mujoco MJX Derivative
- Implementation:Googleapis Python genai Models Generate Content
- Implementation:Sgl project Sglang Engine Generate
Heuristics
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
Environments
- Environment:Vllm project Vllm CPU Runtime
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Heibaiying BigData Notes Spark 2 4 Environment