Main Page
27,667
Total Pages
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Vibrantlabsai Ragas Prompt Optimization
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Onnx Onnx Version Conversion
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
Principles
- Principle:Sktime Pytorch forecasting Decomposition Linear
- Principle:Farama Foundation Gymnasium Vector Rendering
- Principle:Google deepmind Mujoco Arena Allocation
- Principle:Langgenius Dify Access Control
- Principle:CarperAI Trlx Prompt Preparation
- Principle:ARISE Initiative Robomimic Train Validation Split
- Principle:Iamhankai Forest of Thought Input Diversity Shuffling
- Principle:Bentoml BentoML Model Loading For Serving
- Principle:Mlflow Mlflow Documentation Site Configuration
- Principle:Run llama Llama index Pipeline State Persistence
Implementations
- Implementation:Langgenius Dify UseCommon
- Implementation:Confident ai Deepeval ContextGenerator
- Implementation:SqueezeAILab ETS Evaluate And Majority Vote
- Implementation:Guardrails ai Guardrails AsyncValidatorService
- Implementation:BerriAI Litellm Cooldown Cache
- Implementation:Trailofbits Fickling Run Import Hook
- Implementation:Getgauge Taiko TargetHandler
- Implementation:Haosulab ManiSkill MP Solutions Pattern
- Implementation:Explodinggradients Ragas PromptMixin Save Load
- Implementation:Mlc ai Web llm Create MLC Engine
Heuristics
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
Environments
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Sgl project Sglang Triton
- Environment:Apache Spark Release Build Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Infiniflow Ragflow Python Runtime
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment