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:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:TobikoData Sqlmesh Dbt project migration
Principles
- Principle:DistrictDataLabs Yellowbrick Drawing Primitives
- Principle:NVIDIA DALI Image Decoding
- Principle:Kubeflow Pipelines Parallel Iteration
- Principle:Isaac sim IsaacGymEnvs Core Simulation Methods
- Principle:Duckdb Duckdb Brotli Compression
- Principle:Deepspeedai DeepSpeed Inference Model Loading
- Principle:Vllm project Vllm Multimodal Prompt Formatting
- Principle:Langchain ai Langchain LLM Caching
- Principle:Langgenius Dify Observability
- Principle:ARISE Initiative Robosuite Gripper Control Abstraction
Implementations
- Implementation:NVIDIA TransformerEngine Fused Attn F16 Arbitrary Seqlen
- Implementation:Openai Openai python Runtime Type Inspection
- Implementation:Datajuicer Data juicer Quality Classifier Eval
- Implementation:Apache Shardingsphere DatabaseRuleConfigurationManager Refresh
- Implementation:Microsoft Playwright BrowserDispatcher
- Implementation:Microsoft LoRA Run TF Text Classification
- Implementation:Astronomer Astronomer cosmos SnowflakeUserPasswordProfileMapping
- Implementation:Farama Foundation Gymnasium JaxToTorch
- Implementation:Google deepmind Mujoco WASM Bindings
- Implementation:Open compass VLMEvalKit MathCanvas Utils
Heuristics
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
Environments
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Apache Hudi Docker Demo Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Intel Ipex llm XPU Inference Environment