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:Treeverse LakeFS Garbage Collection
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Kubeflow Pipelines Pipeline Control Flow
Principles
- Principle:Pytorch Serve Streaming Cloud Inference
- Principle:OpenBMB UltraFeedback Completion Data Loading
- Principle:Rapidsai Cuml Spectral Methods
- Principle:Mlc ai Web llm Dependency Version Pinning
- Principle:EvolvingLMMs Lab Lmms eval Task Directory Structure
- Principle:Alibaba ROLL Reference Log Probability
- Principle:Zai org CogVideo Image Conditioning Preparation
- Principle:Protectai Llm guard PII Deanonymization
- Principle:Treeverse LakeFS S3 Gateway Configuration
- Principle:FMInference FlexLLMGen Transformers Package Build
Implementations
- Implementation:Microsoft Agent framework Agent Async Context Manager
- Implementation:Astronomer Astronomer cosmos StarRocksUserPasswordProfileMapping
- Implementation:Open compass VLMEvalKit DUDE
- Implementation:AUTOMATIC1111 Stable diffusion webui XLMRoBERTa M18 Encoder
- Implementation:CARLA simulator Carla Pugixml
- Implementation:Online ml River Tree Utils
- Implementation:Evidentlyai Evidently Legacy Options
- Implementation:Apache Kafka SVN Commit Artifacts
- Implementation:Openclaw Openclaw InstallPluginFromNpmSpec
- Implementation:Puppeteer Puppeteer Bidi Realm
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Microsoft Agent framework Silent Workflow Failures
Environments
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Apache Paimon Python Core Runtime
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Snorkel team Snorkel PyTorch