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:Ggml org Ggml Model Conversion And Quantization
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Microsoft Playwright Codegen test recording
Principles
- Principle:Apache Spark Cluster Lifecycle Shutdown
- Principle:Marker Inc Korea AutoRAG Configuration Loading
- Principle:Google deepmind Mujoco Object Name Lookup
- Principle:Huggingface Transformers QLoRA Fine Tuning
- Principle:Ollama Ollama ServerArchitecture
- Principle:Alibaba MNN Diffusion ONNX Export
- Principle:Apache Kafka Trogdor Invocation
- Principle:Sktime Pytorch forecasting TFT V2 Architecture
- Principle:Ucbepic Docetl LLM Powered Text Extraction
- Principle:Getgauge Taiko Gauge Step Implementation
Implementations
- Implementation:Recommenders team Recommenders Wikidata Utils
- Implementation:Recommenders team Recommenders SARSingleNode Fit
- Implementation:Openai Openai python Skill List Params
- Implementation:Datahub project Datahub Docker CLI Lifecycle
- Implementation:PrefectHQ Prefect UI Legacy Package Lock
- Implementation:DevExpress Testcafe TestController TypeDefs
- Implementation:Anthropics Anthropic sdk python BetaToolComputerUse 20250124
- Implementation:Langgenius Dify UseAllToolProviders
- Implementation:DataTalksClub Data engineering zoomcamp Pandas Chunked CSV Loading
- Implementation:TA Lib Ta lib python Abstract Function Run
Heuristics
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
Environments
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Huggingface Diffusers Quantization Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials