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:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
Principles
- Principle:Haosulab ManiSkill CPU GPU Dual Backend
- Principle:Openai Whisper Sliding Window Decoding
- Principle:Apache Hudi Clustering Strategy Configuration
- Principle:Heibaiying BigData Notes HBase Data Reading
- Principle:Microsoft Playwright Open Trace Viewer
- Principle:ChenghaoMou Text dedup LSH Banding And Clustering
- Principle:FlowiseAI Flowise Node Initialization
- Principle:Openai Evals Solver Configuration Patterns
- Principle:Openai Whisper Basic Text Normalization
- Principle:Google deepmind Dm control MJCF Physics Compilation
Implementations
- Implementation:Risingwavelabs Risingwave SinkFactory CreateWriter
- Implementation:Spotify Luigi BatchTask AWS
- Implementation:TobikoData Sqlmesh Context Plan
- Implementation:Microsoft Playwright BidiDeserializer
- Implementation:Recommenders team Recommenders Benchmark Metric Functions
- Implementation:ArroyoSystems Arroyo Create Pipeline Int
- Implementation:Truera Trulens Display Utils
- Implementation:Astronomer Astronomer cosmos GoogleCloudServiceAccountFileProfileMapping
- Implementation:Microsoft Onnxruntime InferenceSession Create Nodejs
- Implementation:FlowiseAI Flowise LoginActivity
Heuristics
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Tensorflow Serving Resource Estimation Rules
Environments
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Kserve Kserve Knative Serving
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Farama Foundation Gymnasium Video Recording Dependencies