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:Openai Openai agents python Human In The Loop Approval
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Bentoml BentoML Model Store Management
Principles
- Principle:Datahub project Datahub Protobuf Annotation
- Principle:Mlflow Mlflow API Compatibility Checking
- Principle:Langgenius Dify UserSettings
- Principle:Intel Ipex llm Hybrid CPU GPU Inference
- Principle:MaterializeInc Materialize Container Registry Publishing
- Principle:Openai Evals HHH Alignment Prompting
- Principle:DistrictDataLabs Yellowbrick Influential Outlier Detection
- Principle:VainF Torch Pruning Taylor Importance
- Principle:ClickHouse ClickHouse Server Startup For Testing
- Principle:Google deepmind Mujoco Mass Matrix
Implementations
- Implementation:Apache Druid ContainsFilterControl
- Implementation:Explodinggradients Ragas TestsetGenerator Generate
- Implementation:Apache Paimon ArrayType
- Implementation:Fede1024 Rust rdkafka Statistics Structs
- Implementation:SeleniumHQ Selenium Closure Style
- Implementation:ArroyoSystems Arroyo Watermark Generator
- Implementation:ARISE Initiative Robomimic TensorUtils list of flat dict to dict of list
- Implementation:Lance format Lance Java WriteDatasetBuilder
- Implementation:Scikit learn Scikit learn KernelRidge
- Implementation:Datajuicer Data juicer PerplexityFilter
Heuristics
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
Environments
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Openai Whisper PyTorch CUDA
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed