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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:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:DevExpress Testcafe CI Integration
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Openai Openai node Chat Completion
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Mistralai Client python Azure Chat Completion
Principles
- Principle:Kserve Kserve GPU Cluster Preparation
- Principle:Groq Groq python Batch Input Preparation
- Principle:Spotify Luigi Configuration System
- Principle:Arize ai Phoenix Evaluator Design
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:Mlc ai Web llm RAG Pipeline
- Principle:Truera Trulens Selector Based Data Extraction
- Principle:Eric mitchell Direct preference optimization Concatenated Inputs
- Principle:Apache Shardingsphere Change Handler Dispatch
- Principle:Webdriverio Webdriverio Utility Functions
Implementations
- Implementation:CrewAIInc CrewAI YouTube Channel Search Tool
- Implementation:Elevenlabs Elevenlabs python ChapterResponse
- Implementation:Tensorflow Tfjs Training Test
- Implementation:Hpcaitech ColossalAI Base Extension
- Implementation:Microsoft Autogen EvalOrchestrator
- Implementation:Online ml River Tree HoeffdingTree
- Implementation:Microsoft Playwright ImageUtils
- Implementation:Ollama Ollama Thinking Parser
- Implementation:Ggml org Llama cpp Android InferenceEngine
- Implementation:Haosulab ManiSkill Humanoid
Heuristics
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
Environments
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Kserve Kserve Gateway API
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime