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:Interpretml Interpret EBM Model Merging
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
Principles
- Principle:Ollama Ollama Modelfile Parsing
- Principle:Ollama Ollama GGUF Model Conversion Qwen3
- Principle:Togethercomputer Together python Audio Translation
- Principle:Farama Foundation Gymnasium Vector Observation Transformation
- Principle:Microsoft Agent framework Edge Condition Pattern
- Principle:Mlflow Mlflow Parameter Logging
- Principle:LaurentMazare Tch rs Linear Layer
- Principle:Open compass VLMEvalKit Image Encoding For TSV
- Principle:CarperAI Trlx Distributed Logging
- Principle:LaurentMazare Tch rs TorchScript Loading
Implementations
- Implementation:Deepspeedai DeepSpeed Conversion Utils
- Implementation:Tensorflow Serving Resnet Client GRPC Inference
- Implementation:Pyro ppl Pyro Poutine Handlers
- Implementation:Triton inference server Server QaUtilSh
- Implementation:Ollama Ollama MLXRunner Sample
- Implementation:CARLA simulator Carla MapBuilder Interface
- Implementation:ARISE Initiative Robosuite InspireHands
- Implementation:Webdriverio Webdriverio ModuleHookTracker Class
- Implementation:Recommenders team Recommenders K8s Utils
- Implementation:ChenghaoMou Text dedup SimHash Union Find Cluster
Heuristics
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
Environments
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Trailofbits Fickling Python Runtime