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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:Hpcaitech ColossalAI Model Evaluation
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Openai Openai agents python Multi Agent Handoff
Principles
- Principle:Webdriverio Webdriverio Test Configuration Parsing
- Principle:Langchain ai Langchain Test PyPI Publishing
- Principle:Vllm project Vllm Draft Model Acquisition
- Principle:Google deepmind Mujoco Kinematics
- Principle:Alibaba ROLL SFT Dataset Preparation
- Principle:Langchain ai Langgraph Graph Configuration Management
- Principle:SeldonIO Seldon core Model Lifecycle Management
- Principle:MaterializeInc Materialize Upgrade Scenario Execution
- Principle:Tensorflow Serving Class Registration Pattern
- Principle:Langchain ai Langgraph Tool Definition
Implementations
- Implementation:Apache Paimon DataTypeVisitor
- Implementation:PrefectHQ Prefect Client Pyproject Configuration
- Implementation:Intel Ipex llm NPU BCE Embedding
- Implementation:Apache Airflow DAG Distribution Config
- Implementation:Infiniflow Ragflow TaskService Get Task
- Implementation:Togethercomputer Together python Endpoint Types
- Implementation:Openai Openai python Response Content Part Done Event
- Implementation:Sdv dev SDV Metadata Detect From Dataframes
- Implementation:InternLM Lmdeploy RequestQueue
- Implementation:Ggml org Llama cpp Debug
Heuristics
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
Environments
- Environment:Apache Kafka Gradle Build Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Cypress io Cypress Browser Requirements
- Environment:Getgauge Taiko Node Runtime
- Environment:Tencent Ncnn Vulkan Environment