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:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
Principles
- Principle:Intel Ipex llm DPO Model Export
- Principle:SeleniumHQ Selenium CDP Command Execution
- Principle:Duckdb Duckdb Settings And Storage Info Generation
- Principle:Allenai Open instruct Evaluation Pipeline
- Principle:FMInference FlexLLMGen Execution Environment Initialization
- Principle:Microsoft Autogen Swarm Execution
- Principle:FlagOpen FlagEmbedding Training Data Preparation
- Principle:Langgenius Dify Tool Integration
- Principle:Axolotl ai cloud Axolotl Serverless Deployment Configuration
- Principle:Webdriverio Webdriverio WebDriver Error Handling
Implementations
- Implementation:Open compass VLMEvalKit NVLM
- Implementation:Isaac sim IsaacGymEnvs Serializable
- Implementation:Guardrails ai Guardrails Validator Chunking Function
- Implementation:Google deepmind Mujoco Engine Inline
- Implementation:LaurentMazare Tch rs PPO Agent
- Implementation:Datajuicer Data juicer VideoCameraCalibrationStaticDeepcalibMapper
- Implementation:SeleniumHQ Selenium GridRedisClient Configuration
- Implementation:Lance format Lance Java UpdateConfig
- Implementation:Pytorch Serve MMFHandler
- Implementation:Open compass VLMEvalKit VGRPBench Nonogram
Heuristics
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
Environments
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Microsoft Onnxruntime Windows Build Environment