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:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
Principles
- Principle:Vllm project Vllm Constrained Sampling Configuration
- Principle:DataTalksClub Data engineering zoomcamp Dbt Testing And Documentation
- Principle:Treeverse LakeFS Periodic GC Scheduling
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Ollama Ollama Prompt Construction
- Principle:Pyro ppl Pyro Capture Recapture
- Principle:Apache Kafka Docker Build Testing
- Principle:Apache Dolphinscheduler Task Lifecycle Event Tracking
- Principle:Turboderp org Exllamav2 Constrained Generation
- Principle:Triton inference server Server Health Check API
Implementations
- Implementation:Open compass VLMEvalKit DeepSeekVL2
- Implementation:Apache Flink HadoopMapFunction
- Implementation:Webdriverio Webdriverio BrowserStack Reporter
- Implementation:FlowiseAI Flowise ComponentsListDialog
- Implementation:Tensorflow Tfjs Training Test
- Implementation:Openai Openai agents python ItemHelpers
- Implementation:Neuml Txtai SQLite ANN
- Implementation:Mlflow Mlflow Sidebars
- Implementation:Turboderp org Exllamav2 Measure Quant
- Implementation:MaterializeInc Materialize Pipeline Template Step
Heuristics
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
Environments
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment