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1,118
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:Datahub project Datahub Docker Quickstart Deployment
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
Principles
- Principle:Nautechsystems Nautilus trader Live Trading Node Setup
- Principle:FMInference FlexLLMGen DeepSpeed Training Engine
- Principle:Sktime Pytorch forecasting TFT Model Instantiation
- Principle:Mlflow Mlflow Training Execution
- Principle:Ggml org Ggml OpenCL GPU Computation
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:Haotian liu LLaVA Custom Dataset Formatting
- Principle:Tencent Ncnn Neural Speech Synthesis
- Principle:Predibase Lorax Production Observability
- Principle:Microsoft Agent framework Declarative Tool Binding
Implementations
- Implementation:Google deepmind Mujoco mjr readPixels
- Implementation:Elevenlabs Elevenlabs python UnitTestCommonModel
- Implementation:Haifengl Smile Read Object API
- Implementation:Langchain ai Langchain BaseChatOpenAI Bind Tools
- Implementation:Microsoft Playwright NodePlatform
- Implementation:ARISE Initiative Robosuite MujocoObject Base
- Implementation:Ggml org Llama cpp Inspect Org Model
- Implementation:Kornia Kornia Bbox Utilities
- Implementation:Google deepmind Mujoco MJWarp Forward
- Implementation:SeleniumHQ Selenium DevTools ConverterFunctions
Heuristics
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
Environments
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Vllm project Vllm Environment Variables
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Lucidrains X transformers Python Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime