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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:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Onnx Onnx Model Creation
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Kubeflow Pipelines Iterative Model Training
Principles
- Principle:NVIDIA DALI Tensor Layout Transposition
- Principle:Neuml Txtai Custom Function Tools
- Principle:Langgenius Dify PopupBlockerMitigation
- Principle:Ggml org Llama cpp Result Analysis
- Principle:Langgenius Dify React Query Pattern
- Principle:Cypress io Cypress Browser Detection
- Principle:Apache Kafka Coordinator State Loading
- Principle:Huggingface Diffusers Conditioning Image Preparation
- Principle:NVIDIA TransformerEngine HF Decoder Layer Replacement
- Principle:Pyro ppl Pyro Mixed Effect HMM
Implementations
- Implementation:Alibaba MNN MNN Low Memory Runtime
- Implementation:Isaac sim IsaacGymEnvs Apply Randomizations
- Implementation:Microsoft Playwright BidiFirefox
- Implementation:Alibaba MNN Auto Quant Validation
- Implementation:Openai Openai python SDK General Utils
- Implementation:Ollama Ollama Imagegen NN
- Implementation:Kornia Kornia PSNR Loss
- Implementation:Ollama Ollama Llama Unicode
- Implementation:Microsoft Playwright Server Page
- Implementation:Microsoft Playwright UrlMatch
Heuristics
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Dagster io Dagster Retry Strategy Configuration
Environments
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:BerriAI Litellm Observability Stack
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Alibaba ROLL vLLM Inference Environment