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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:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Puppeteer Puppeteer PDF Generation
Principles
- Principle:Iterative Dvc Database Import
- Principle:Romsto Speculative Decoding Interactive CLI
- Principle:Langchain ai Langchain Test PyPI Publishing
- Principle:Webdriverio Webdriverio Service Launcher Pattern
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Microsoft DeepSpeedExamples Vision Language Projection
- Principle:Alibaba ROLL Context Parallel Communication
- Principle:Marker Inc Korea AutoRAG Node Line Execution
- Principle:Online ml River Online One Class SVM
- Principle:Openclaw Openclaw Onboarding Wizard
Implementations
- Implementation:Openai Openai node Ecosystem CLI
- Implementation:Openai Openai python Responses Create
- Implementation:NVIDIA NeMo Curator Image Convert Stage
- Implementation:OWASP Www project top 10 for large language model applications AdversarialTester Craft and Execute
- Implementation:Mlc ai Mlc llm Attach Logit Processor Pass
- Implementation:Pytorch Serve Captum Explanations
- Implementation:Online ml River Stats SEM
- Implementation:Deepspeedai DeepSpeed HybridEngine Train Step
- Implementation:Vllm project Vllm CPU Types X86
- Implementation:Google deepmind Dm control Render Backend Selection
Heuristics
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
Environments
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Tensorflow Serving Python Client Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Cypress io Cypress Browser Requirements
- Environment:OpenHands OpenHands SaaS Server Environment