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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:Apache Airflow Provider Distribution Development
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
Principles
- Principle:Unstructured IO Unstructured Section Aware Chunking
- Principle:Apache Beam Transform Override Application Twister2
- Principle:MaterializeInc Materialize Docker Image Building
- Principle:Pyro ppl Pyro Deterministic Computation
- Principle:LaurentMazare Tch rs Batch Normalization
- Principle:Google deepmind Mujoco Physics Stepping
- Principle:Heibaiying BigData Notes Spark Session Creation
- Principle:Rapidsai Cuml Incremental Learning
- Principle:Haotian liu LLaVA Gradio Web Interface
- Principle:Spotify Luigi Documentation Build
Implementations
- Implementation:InternLM Lmdeploy Gemm Epilogue
- Implementation:CrewAIInc CrewAI Crew Kickoff
- Implementation:Openai Openai python Skill List Params
- Implementation:Alibaba ROLL Dataset Info Registry
- Implementation:FlowiseAI Flowise ChatFeedback
- Implementation:Mlc ai Mlc llm Generation Config
- Implementation:Avhz RustQuant Indonesia Calendar
- Implementation:MaterializeInc Materialize Scratch AWS Manager
- Implementation:Avhz RustQuant CouponBond
- Implementation:Turboderp org Exllamav2 Ext TP
Heuristics
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:CarperAI Trlx PEFT LoRA Integration
Environments
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Openai Whisper PyTorch CUDA
- Environment:Avhz RustQuant Rust Stable
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache