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:Webdriverio Webdriverio Custom Plugin Development
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Langchain ai Langchain Vector Store Operations
Principles
- Principle:Heibaiying BigData Notes Hive Database Creation
- Principle:Ollama Ollama GGUF Model Conversion Qwen25Vl
- Principle:Microsoft Semantic kernel Conversation Thread Management
- Principle:Mbzuai oryx Awesome LLM Post training Keyword Data Loading
- Principle:ARISE Initiative Robosuite Data Collection Wrapping
- Principle:Cypress io Cypress CI Result Processing
- Principle:Speechbrain Speechbrain Transformer ASR Training
- Principle:Alibaba ROLL Vocabulary Parallel Computation
- Principle:Pytorch Serve Metrics Monitoring
- Principle:MaterializeInc Materialize Upgrade Validation
Implementations
- Implementation:Protectai Llm guard Output BanSubstrings
- Implementation:Zai org CogVideo MoVQ Encoder3D
- Implementation:DistrictDataLabs Yellowbrick Dataset Download
- Implementation:Hpcaitech ColossalAI Zero Bubble Consumer
- Implementation:Openai Openai python Types Package Exports
- Implementation:Langgenius Dify Service Fetch
- Implementation:Ollama Ollama XModels NN
- Implementation:Haosulab ManiSkill Stompy
- Implementation:CARLA simulator Carla Show Topology Tool
- Implementation:Scikit learn Scikit learn EstimatorTags
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
Environments
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Google deepmind Dm control GLFW Desktop Rendering