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:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Wandb Weave Tracing Setup
Principles
- Principle:Wandb Weave Dataset Preparation
- Principle:DevExpress Testcafe Test Run Error Taxonomy
- Principle:TobikoData Sqlmesh Web UI
- Principle:Openai Whisper Basic Text Normalization
- Principle:Cleanlab Cleanlab Label Issue Filtering
- Principle:Scikit learn Scikit learn Pairwise Distance Computation
- Principle:Langgenius Dify SecureWindowOpening
- Principle:DataTalksClub Data engineering zoomcamp Parquet Data Ingestion
- Principle:Duckdb Duckdb Binary Signing
- Principle:Mit han lab Llm awq Multimodal Model Configuration
Implementations
- Implementation:Open compass VLMEvalKit Claude Wrapper
- Implementation:Onnx Onnx Printer To Text
- Implementation:Langgenius Dify Docker Compose Up
- Implementation:Haotian liu LLaVA Build Demo Gradio
- Implementation:FlowiseAI Flowise UpsertHistorySideDrawer
- Implementation:Promptfoo Promptfoo applyStrategies
- Implementation:Guardrails ai Guardrails ValidationOutcome
- Implementation:Tensorflow Serving Tfrt Classifier Test
- Implementation:Open compass VLMEvalKit MovieChat1K Utils
- Implementation:BerriAI Litellm HashiCorp Secret Manager
Heuristics
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
Environments
- Environment:Sgl project Sglang CUDA
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Datahub project Datahub Docker Runtime