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:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
Principles
- Principle:Astronomer Astronomer cosmos Watcher Producer Consumer Execution
- Principle:Bigscience workshop Petals Optimizer Setup
- Principle:Ucbepic Docetl Optimized Pipeline Review
- Principle:Apache Hudi Streaming Write Execution
- Principle:Apache Dolphinscheduler Workflow Triggering
- Principle:BerriAI Litellm Database Setup
- Principle:Danijar Dreamerv3 Environment Construction
- Principle:Apache Paimon Split Based Reading
- Principle:Huggingface Diffusers Video Memory Management
- Principle:Speechbrain Speechbrain Whisper Dataset Preparation
Implementations
- Implementation:Apache Flink SingleThreadMultiplexSourceReaderBase
- Implementation:Kubeflow Kubeflow Model Registry API
- Implementation:Sdv dev SDV Metadata Detect From Dataframes
- Implementation:EvolvingLMMs Lab Lmms eval Logger Utils
- Implementation:Scikit learn Scikit learn BenchRCV1LogregConvergence
- Implementation:Datajuicer Data juicer Package Init Exports
- Implementation:Rapidsai Cuml Tree SHAP
- Implementation:SeleniumHQ Selenium Closure Formatter
- Implementation:CrewAIInc CrewAI ContextualAI Rerank Tool
- Implementation:Nightwatchjs Nightwatch Extension Invocation Pattern
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
Environments
- Environment:Openai Evals Python Runtime
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Langgenius Dify Python Backend Environment
- Environment:Sgl project Sglang CPU
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Protectai Llm guard API Server Deployment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment