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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:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Apache Spark Application Submission
Principles
- Principle:Mlflow Mlflow Prompt Alias Management
- Principle:Ggml org Llama cpp Multimodal Projector Loading
- Principle:Mlfoundations Open flamingo Pretrained Weight Loading
- Principle:Langgenius Dify PromptEngineering
- Principle:Norrrrrrr lyn WAInjectBench Training Data Loading
- Principle:Nautechsystems Nautilus trader Cargo Manifest Conventions
- Principle:ArroyoSystems Arroyo Connector Registry
- Principle:Apache Spark Test Orchestration
- Principle:Openai Openai node Tool Definition
- Principle:NVIDIA DALI Anchor Box Encoding
Implementations
- Implementation:Avhz RustQuant Graphviz
- Implementation:Anthropics Anthropic sdk python MessageStream Get Final
- Implementation:TobikoData Sqlmesh SelectEnvironment
- Implementation:MarketSquare Robotframework browser Github Release Workflow
- Implementation:Norrrrrrr lyn WAInjectBench OpenCLIP Init
- Implementation:Mlc ai Mlc llm MLCEngine Validation
- Implementation:InternLM Lmdeploy Core Array
- Implementation:CARLA simulator Carla BufferPool
- Implementation:Huggingface Diffusers Save Pretrained Quantized
- Implementation:SeleniumHQ Selenium CacheLookup Annotation
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Spotify Luigi PySpark Task Serialization
Environments
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing