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:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Iterative Dvc Data Tracking
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
Principles
- Principle:Avhz RustQuant Order Management
- Principle:Heibaiying BigData Notes Flink State Management
- Principle:Microsoft Playwright Export and Refine
- Principle:Pytorch Serve DeepSpeed Inference
- Principle:Huggingface Datatrove Text Formatting Framework
- Principle:EvolvingLMMs Lab Lmms eval Results Retrieval
- Principle:Bitsandbytes foundation Bitsandbytes Global Optimizer Configuration
- Principle:ARISE Initiative Robosuite Action Vector Construction
- Principle:LaurentMazare Tch rs Tensor Format Conversion
- Principle:Neuml Txtai Document Indexing
Implementations
- Implementation:Microsoft Playwright APIResponse Methods
- Implementation:Tencent Ncnn Mat Pixel Drawing
- Implementation:MaterializeInc Materialize Check Support Classes
- Implementation:Tensorflow Tfjs Container GetLayer
- Implementation:TobikoData Sqlmesh Model Environment
- Implementation:SeleniumHQ Selenium Closure SafeStyle
- Implementation:Avdvg InjectGuard Metric And Main
- Implementation:FlowiseAI Flowise UseAuth
- Implementation:Ggml org Llama cpp Android InferenceEngineImpl
- Implementation:Pytorch Serve Send Intermediate Response
Heuristics
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
Environments
- Environment:HKUDS AI Trader Browser Runtime
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Kserve Kserve GPU Accelerator