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1,118
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 SaaS Server Assembly
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Wandb Weave Prompt Management
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Guardrails ai Guardrails Server Deployment
Principles
- Principle:LaurentMazare Tch rs Stream Serialization
- Principle:Huggingface Datatrove MIME Type Filtering
- Principle:AUTOMATIC1111 Stable diffusion webui UI Component Pattern
- Principle:Protectai Llm guard Secret Detection
- Principle:ARISE Initiative Robosuite Environment Factory
- Principle:Tencent Ncnn Model Merging
- Principle:Helicone Helicone Response Parsing
- Principle:Facebookresearch Audiocraft Pretrained Model Loading
- Principle:Kubeflow Pipelines Iterative Training Termination
- Principle:Apache Flink Committable Collection Coordination
Implementations
- Implementation:Sdv dev SDV Get Column Pair Plot
- Implementation:Puppeteer Puppeteer NodeWebSocketTransport
- Implementation:Openai Openai node LineDecoder
- Implementation:Online ml River Datasets ImageSegments
- Implementation:Tensorflow Serving caching manager cc
- Implementation:Rapidsai Cuml Digits Dataset
- Implementation:Pyro ppl Pyro Pyro Deterministic
- Implementation:Hiyouga LLaMA Factory PT Workflow
- Implementation:Sail sg LongSpec APPS Code Evaluator
- Implementation:Interpretml Interpret RmseLogLinkRegressionObjective
Heuristics
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Openai Evals Eval Resumption Strategy
Environments
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Openai Openai python Voice Helpers
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Google deepmind Mujoco MJX JAX Environment