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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:Eventual Inc Daft Data Lakehouse ETL
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Apache Spark Building and Testing
Principles
- Principle:Farama Foundation Gymnasium Space Abstraction
- Principle:Rapidsai Cuml Regression Evaluation
- Principle:Webdriverio Webdriverio XPath Processing
- Principle:LLMBook zh LLMBook zh github io Causal LM Loss Computation
- Principle:PacktPublishing LLM Engineers Handbook Application Configuration Management
- Principle:OpenRLHF OpenRLHF SFT Dataset Construction
- Principle:Langgenius Dify Input Variable Definition
- Principle:Datahub project Datahub Entity Upsert
- Principle:DevExpress Testcafe CI Reporter And Artifacts
- Principle:Google deepmind Mujoco Resource Cleanup
Implementations
- Implementation:Openai Openai node Error Classes
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Extract Prevention Strategies
- Implementation:Google deepmind Dm control CMU Mocap Initializer
- Implementation:Apache Paimon FaissVectorIndexOptions Configuration
- Implementation:CrewAIInc CrewAI CrewAI RAG Adapter
- Implementation:Langgenius Dify Contract Router
- Implementation:CrewAIInc CrewAI Serply Webpage To Markdown Tool
- Implementation:FlowiseAI Flowise MarketplaceCanvasNode
- Implementation:Open compass VLMEvalKit DREAM
- Implementation:Roboflow Rf detr RFDETR Init
Heuristics
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Ollama Ollama Quantization Layer Selection
Environments
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Sdv dev SDV Python Runtime
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Datajuicer Data juicer GPU CUDA Environment