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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:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Apache Kafka Broker Startup
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Mlc ai Web llm Text Embeddings And RAG
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Override
- Principle:Togethercomputer Together python Document Reranking
- Principle:Protectai Modelscan Scan Report Generation
- Principle:Langchain ai Langgraph Store Access In Nodes
- Principle:Groq Groq python Batch Status Polling
- Principle:Confident ai Deepeval Assertion Based Evaluation
- Principle:Predibase Lorax Inference Result Evaluation
- Principle:Apache Airflow Community Voting
- Principle:Avhz RustQuant Business Calendar
- Principle:Ollama Ollama OpenAI Response Translation
Implementations
- Implementation:Triton inference server Server DataCompressor
- Implementation:Neuml Txtai TokenDetection
- Implementation:Google deepmind Mujoco Thread Pool
- Implementation:ARISE Initiative Robosuite MobileBaseController Base
- Implementation:Teamcapybara Capybara Server Middleware
- Implementation:Promptfoo Promptfoo Plugins Data Catalog
- Implementation:Openai Openai python Shared Compound Filter
- Implementation:BerriAI Litellm Proxy Config Loader
- Implementation:CrewAIInc CrewAI RAG XML Loader
- Implementation:OpenHands OpenHands SaasSecretsStore
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
Environments
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Puppeteer Puppeteer Configuration Environment Variables