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:Shiyu coder Kronos Single Series Prediction
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
Principles
- Principle:NVIDIA TransformerEngine Fused LayerNorm Linear
- Principle:Kornia Kornia ONNX Dependency Setup
- Principle:Huggingface Datatrove Document Tokenization
- Principle:Facebookresearch Audiocraft Audio Augmentation Effects
- Principle:Neuml Txtai Training Configuration
- Principle:Helicone Helicone Database Migrations
- Principle:Mistralai Client python Streaming Chat Completion
- Principle:Nightwatchjs Nightwatch Page Object Usage In Tests
- Principle:MarketSquare Robotframework browser Node Dependency Initialization
- Principle:Ggml org Llama cpp Input Provenance Tracking
Implementations
- Implementation:ClickHouse ClickHouse Poco SocketImpl
- Implementation:Deepspeedai DeepSpeed NPU Accelerator
- Implementation:Farama Foundation Gymnasium Check Environments Match
- Implementation:Predibase Lorax NeoX Modeling
- Implementation:Datajuicer Data juicer Quality Classifier Eval
- Implementation:Tensorflow Serving Tfrt Multi Inference
- Implementation:Tensorflow Tfjs CPU ResizeNearestNeighborGrad Kernel
- Implementation:TobikoData Sqlmesh Web Server Models
- Implementation:Langfuse Langfuse DashboardService Types
- Implementation:ArroyoSystems Arroyo Metrics Api Types
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Spotify Luigi Dynamic Requirements Generator
Environments
- Environment:FlowiseAI Flowise Database Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Sdv dev SDV Python Runtime
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Truera Trulens LangChain LangGraph Environment