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:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Haotian liu LLaVA Single Image Inference
Principles
- Principle:Zai org CogVideo Video Loading and Preprocessing
- Principle:Kserve Kserve Progressive Traffic Shifting
- Principle:Ggml org Llama cpp PresetConfiguration
- Principle:Openai CLIP Linear Probe Feature Extraction
- Principle:DistrictDataLabs Yellowbrick Confusion Matrix Visualization
- Principle:Datahub project Datahub Lineage Emission
- Principle:Puppeteer Puppeteer Browser Launching
- Principle:Open compass VLMEvalKit VLM Adapter Pattern
- Principle:Sktime Pytorch forecasting Positional Encoding
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Acquisition
Implementations
- Implementation:Avhz RustQuant Merton Jump Diffusion Backend
- Implementation:Google deepmind Mujoco User Util Header
- Implementation:Tensorflow Serving Get Model Metadata Impl
- Implementation:Haosulab ManiSkill RoboCasaCabinetPanels
- Implementation:LaurentMazare Tch rs Atari Wrappers
- Implementation:Google deepmind Dm control Suite Pendulum
- Implementation:Apache Paimon VectorSearch Construction
- Implementation:ARISE Initiative Robosuite USDExporter
- Implementation:Open compass VLMEvalKit MMHelix Parser
- Implementation:Tencent Ncnn GPU Instance And Device
Heuristics
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
Environments
- Environment:Openai Openai node OpenAI API Credentials
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Sgl project Sglang Python Dependencies
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Protectai Modelscan Python Core Runtime