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:Truera Trulens RAG Evaluation With LangChain
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Lance format Lance Version Management
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Intel Ipex llm vLLM Serving
Principles
- Principle:Datahub project Datahub SDK Dependency Management
- Principle:Eventual Inc Daft Hudi Reading
- Principle:CARLA simulator Carla Map Loading
- Principle:Eventual Inc Daft Data Ingestion CSV
- Principle:Treeverse LakeFS WebUI Dependency Management
- Principle:Interpretml Interpret Morris Sensitivity Analysis
- Principle:PrefectHQ Prefect HTTP Data Extraction
- Principle:Risingwavelabs Risingwave Connector Observability
- Principle:Marker Inc Korea AutoRAG Configuration Validation
- Principle:Iterative Dvc Experiment Tracking
Implementations
- Implementation:Google deepmind Dm control Render Executor
- Implementation:Open compass VLMEvalKit Video Holmes
- Implementation:InternLM Lmdeploy Profiler
- Implementation:Open compass VLMEvalKit bailingMMWrapper
- Implementation:OpenHands OpenHands SaaSServerConfig
- Implementation:Huggingface Datatrove JapaneseTokenizer
- Implementation:FlowiseAI Flowise CreateDataset
- Implementation:Vllm project Vllm Setup
- Implementation:TobikoData Sqlmesh EditorTab
- Implementation:ArroyoSystems Arroyo Nexmark Connector
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
Environments
- Environment:Kserve Kserve GPU Accelerator
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Datahub project Datahub Java Build
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment