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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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Browse by Category
| 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:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Trailofbits Fickling Pickle Safety Analysis
Principles
- Principle:Sgl project Sglang Constrained Text Generation
- Principle:Teamcapybara Capybara Server Boot
- Principle:Mlc ai Mlc llm Model Library Compilation
- Principle:Lance format Lance Tokenizer Configuration
- Principle:FlowiseAI Flowise Prompt Management
- Principle:Microsoft Autogen Team Persistence
- Principle:Datahub project Datahub Sample Data Loading
- Principle:Huggingface Datasets Eval Dataset Building
- Principle:DataTalksClub Data engineering zoomcamp Kafka Producer Pattern
- Principle:Openai Whisper Decoding Configuration
Implementations
- Implementation:Haosulab ManiSkill WidowXAIWristCam
- Implementation:Huggingface Datatrove KenlmModel
- Implementation:AUTOMATIC1111 Stable diffusion webui File Hashing
- Implementation:Huggingface Peft Diffusion PEFT Adapter
- Implementation:Microsoft Playwright CrServiceWorker
- Implementation:Openai Openai node Completions Resource
- Implementation:Langchain ai Langchain PerplexityRetriever
- Implementation:Openai Openai python Pyproject Config
- Implementation:Bentoml BentoML Legacy Service
- Implementation:Datajuicer Data juicer ImageDeduplicator
Heuristics
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
Environments
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Protectai Llm guard ONNX Runtime Acceleration