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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:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Unslothai Unsloth Model Export And Deployment
Principles
- Principle:Kserve Kserve Kubeflow Integration
- Principle:DistrictDataLabs Yellowbrick Scatter Feature Visualization
- Principle:Eventual Inc Daft API Boundary Protection
- Principle:SeldonIO Seldon core Usage Metrics Publishing
- Principle:Isaac sim IsaacGymEnvs Hierarchical Reinforcement Learning
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Triton inference server Server Vertex AI Integration
- Principle:Cleanlab Cleanlab Identifier Column Issue Detection
- Principle:Online ml River Online Optimizers
- Principle:Datajuicer Data juicer Pipeline Monitoring and Checkpointing
Implementations
- Implementation:ArroyoSystems Arroyo Schema Provider
- Implementation:Online ml River Tree Viz
- Implementation:Datahub project Datahub Check Docker Quickstart
- Implementation:CrewAIInc CrewAI Enterprise API Spec PtBR
- Implementation:Online ml River Stream TwitchChatStream
- Implementation:Sktime Pytorch forecasting ResidualBlock
- Implementation:Online ml River ModelSelection SuccessiveHalving
- Implementation:Google deepmind Mujoco MJWarp Constraint
- Implementation:Explodinggradients Ragas GoogleEmbeddings Class
- Implementation:MarketSquare Robotframework browser Wait For Response Wait For Request
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
Environments
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Openai Openai node WebSocket Dependency
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Sgl project Sglang Distributed