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:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Princeton nlp Tree of thought llm Adding new task
Principles
- Principle:Ollama Ollama Blob Transfer
- Principle:Ucbepic Docetl Output Management
- Principle:Snorkel team Snorkel Transformation Application
- Principle:DevExpress Testcafe CLI Entry Points
- Principle:HKUDS AI Trader Crypto Data Fetching
- Principle:NVIDIA NeMo Curator Aesthetic Quality Filtering
- Principle:FlowiseAI Flowise Model Configuration
- Principle:Bentoml BentoML Model Loading From Store
- Principle:Marker Inc Korea AutoRAG Strategy Based Module Selection
- Principle:Mage ai Mage ai Parallel Sink Draining
Implementations
- Implementation:OpenGVLab InternVL Dynamic Preprocess
- Implementation:LLMBook zh LLMBook zh github io LoraConfig Get Peft Model
- Implementation:CARLA simulator Carla ActorAttribute
- Implementation:Microsoft Autogen Studio Type Guards
- Implementation:Online ml River Datasets Taxis
- Implementation:Google deepmind Mujoco Engine Plugin
- Implementation:Astronomer Astronomer cosmos MySQLUserPasswordProfileMapping
- Implementation:Tensorflow Serving Tfrt Multi Inference
- Implementation:Datajuicer Data juicer DWposeDetector
- Implementation:Apache Airflow Pool Management
Heuristics
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
Environments
- Environment:Langgenius Dify Docker Compose Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Allenai Open instruct Ray Distributed