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:Kornia Kornia ONNX Model Pipeline
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Neuml Txtai API Deployment
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
Principles
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Helicone Helicone Endpoint Pricing Configuration
- Principle:Tensorflow Tfjs Pretrained Model Loading
- Principle:ClickHouse ClickHouse Debug Package Configuration
- Principle:Apache Flink Source Connector Framework
- Principle:Huggingface Datasets WebDataset Building
- Principle:Truera Trulens Input Blocking Guardrail
- Principle:Pytorch Serve Streaming Inference
- Principle:NVIDIA NeMo Aligner Reward Model Architecture Selection
- Principle:Google deepmind Mujoco Island Discovery
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval StructEditBench 2Stage Eval
- Implementation:Mlc ai Mlc llm InternLM2 Model
- Implementation:Mlc ai Mlc llm MLCEngine Validation
- Implementation:Ggml org Llama cpp Android AI Chat JNI
- Implementation:Iterative Dvc Api Show
- Implementation:AUTOMATIC1111 Stable diffusion webui KDiffusionSampler sample
- Implementation:Huggingface Datasets Languages Resource
- Implementation:Alibaba MNN Protobuf Message CC
- Implementation:Haosulab ManiSkill RoboCasaSceneBuilder
- Implementation:Sktime Pytorch forecasting FlattenHead
Heuristics
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
Environments
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Truera Trulens Python Core Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment