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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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|---|---|---|
| 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:Microsoft Playwright Browser automation CLI
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Openai Openai node Structured Output Parsing
Principles
- Principle:Togethercomputer Together python Dataset Preparation
- Principle:Spotify Luigi Spark Job Definition
- Principle:Guardrails ai Guardrails Container Deployment
- Principle:Pyro ppl Pyro Observation Conditioning
- Principle:Scikit learn Scikit learn Cross Validated Predictions
- Principle:Eric mitchell Direct preference optimization Log Probability Extraction
- Principle:Google deepmind Dm control Domain Randomization
- Principle:Mlc ai Mlc llm REST Server Launch
- Principle:Datahub project Datahub Action Pipeline Configuration
- Principle:Alibaba MNN PyMNN Installation
Implementations
- Implementation:Langchain ai Langgraph PregelProtocol
- Implementation:Treeverse LakeFS Java SDK Model AccessKeyCredentials
- Implementation:Zai org CogVideo I2V Pipeline Configuration
- Implementation:Infiniflow Ragflow RAGFlowAvatar Component
- Implementation:Mlc ai Mlc llm Batch Spec Verify
- Implementation:Apache Flink HadoopReducerWrappedFunction
- Implementation:NVIDIA NeMo Curator ImageNSFWFilterStage
- Implementation:Unslothai Unsloth MoE Ops
- Implementation:Elevenlabs Elevenlabs python WorkspaceClient
- Implementation:LMCache LMCache VLLM Multi Process Adapter
Heuristics
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
Environments
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Vllm project Vllm Buildkite
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment