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:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Mlc ai Web llm Web Worker Deployment
Principles
- Principle:Cleanlab Cleanlab Label Issue Ordering
- Principle:Microsoft Onnxruntime ONNX Input Schema Definition
- Principle:Vllm project Vllm Speculative Method Selection
- Principle:Groq Groq python Speech Generation
- Principle:ClickHouse ClickHouse DNS Resolution
- Principle:Langchain ai Langgraph Debug Event Emission
- Principle:Open compass VLMEvalKit Model Validation
- Principle:Bentoml BentoML Model Cleanup
- Principle:Mage ai Mage ai Source Lifecycle Orchestration
- Principle:Kornia Kornia Edge Detection
Implementations
- Implementation:Ggml org Llama cpp CLIP Graph
- Implementation:Hiyouga LLaMA Factory V1 Base Sampler
- Implementation:TobikoData Sqlmesh Sqlglot Worker
- Implementation:Google deepmind Dm control Composer Entity
- Implementation:InternLM Lmdeploy GemmUniversal
- Implementation:Google deepmind Dm control MJCF Schema
- Implementation:Apache Druid ExplainDialog
- Implementation:MaterializeInc Materialize CLI Workload Anonymize
- Implementation:Langfuse Langfuse API Ingestion Schema
- Implementation:Togethercomputer Together python Audio Speech Types
Heuristics
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
Environments
- Environment:BerriAI Litellm Docker Deployment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Lance format Lance Python Environment
- Environment:Cleanlab Cleanlab Python Core Environment