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:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Ucbepic Docetl Playground Interactive Development
Principles
- Principle:Onnx Onnx Reference Inference
- Principle:Facebookresearch Audiocraft Multi Scale Discrimination
- Principle:Datajuicer Data juicer Operator Fusion
- Principle:Openclaw Openclaw Daemon Installation
- Principle:Princeton nlp Tree of thought llm Experiment Configuration
- Principle:SeleniumHQ Selenium Driver Binary Resolution
- Principle:Pytorch Serve Generative Image Inference
- Principle:Facebookresearch Audiocraft Audio Generation Evaluation
- Principle:MarketSquare Robotframework browser Plugin Architecture
- Principle:Kubeflow Kubeflow Multi User Configuration
Implementations
- Implementation:Huggingface Datasets Parquet Builder
- Implementation:Online ml River Optim AMSGrad
- Implementation:Facebookresearch Audiocraft SEANet and RVQ
- Implementation:Dotnet Machinelearning SymSgdNative
- Implementation:DataTalksClub Data engineering zoomcamp Java CustomSerdes
- Implementation:Langfuse Langfuse StorageService UploadWithSignedUrl
- Implementation:Langchain ai Langgraph UUID6
- Implementation:Langchain ai Langchain BaseChatModel Generate With Cache
- Implementation:LMCache LMCache Redis Adapter
- Implementation:NVIDIA TransformerEngine Ops MakeExtraOutput
Heuristics
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Deepseek ai Janus CFG Weight Tuning
Environments
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Wandb Weave Python SDK Runtime
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment