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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:ArroyoSystems Arroyo UDF Development
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
Principles
- Principle:Kserve Kserve Storage Credentials
- Principle:Bigscience workshop Petals Server Configuration
- Principle:Microsoft Autogen Component Serialization
- Principle:Mbzuai oryx Awesome LLM Post training Repository Publishing
- Principle:Datahub project Datahub Spark Connection Configuration
- Principle:Ggml org Ggml Transformer Graph Construction
- Principle:Langgenius Dify Observability
- Principle:AUTOMATIC1111 Stable diffusion webui Token Management
- Principle:Google deepmind Mujoco PGS Solver
- Principle:Allenai Open instruct CI CD Integration Testing
Implementations
- Implementation:Puppeteer Puppeteer HttpUtil
- Implementation:Online ml River Stats PearsonCorr
- Implementation:Tensorflow Serving source router h
- Implementation:Openai Openai python Old API Shims
- Implementation:Interpretml Interpret InteractionShell
- Implementation:Predibase Lorax AWQ Quantized Linear
- Implementation:Deepset ai Haystack Sidebars Navigation Config
- Implementation:Apache Paimon ArrayUtils
- Implementation:Openclaw Openclaw LoadOpenClawPlugins
- Implementation:Ray project Ray Serve ReplicaConfig
Heuristics
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Microsoft Playwright Test Stability Practices
Environments
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Apache Spark JDK Build Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Apache Airflow Development Contributor Environment