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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:Langchain ai Langchain Adding Partner Integration
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Intel Ipex llm DPO Finetuning
Principles
- Principle:Langchain ai Langgraph Graph Compilation
- Principle:MarketSquare Robotframework browser Plugin Documentation Generation
- Principle:TA Lib Ta lib python Streaming Indicator Computation
- Principle:LMCache LMCache Disaggregated Shutdown
- Principle:SeldonIO Seldon core Periodic Task Scheduling
- Principle:Openai Openai python Response Processing
- Principle:Obss Sahi Full Image Detection
- Principle:FlowiseAI Flowise Application Configuration
- Principle:Haotian liu LLaVA Distributed Worker Control
- Principle:Haotian liu LLaVA Environment Setup
Implementations
- Implementation:Avhz RustQuant Curve new
- Implementation:Interpretml Interpret Harmonize Tensor
- Implementation:Alibaba ROLL LogitsTransferGroup
- Implementation:Open compass VLMEvalKit MMGenBench
- Implementation:SeleniumHQ Selenium Closure Color
- Implementation:Lance format Lance ByteStreamSplit
- Implementation:Avhz RustQuant Heston Backend
- Implementation:Roboflow Rf detr RFDETR Train Config
- Implementation:Langfuse Langfuse CreateEvalQueue
- Implementation:Tensorflow Serving MNIST Input Data
Heuristics
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
Environments
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Intel Ipex llm NPU Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Huggingface Datasets Image Dependencies
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Apache Airflow Python Runtime Environment