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:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:HKUDS AI Trader End to End US Stock Trading
Principles
- Principle:Microsoft LoRA Low Rank Layer Replacement
- Principle:Kserve Kserve VLLM Health Monitoring
- Principle:Ggml org Llama cpp Batch Processing System
- Principle:ClickHouse ClickHouse Client Package Configuration
- Principle:Allenai Open instruct GRPO Loss
- Principle:Zai org CogVideo Latent Perceptual Loss
- Principle:Mistralai Client python Client Initialization
- Principle:AUTOMATIC1111 Stable diffusion webui Network file discovery
- Principle:Eventual Inc Daft Catalog Registration
- Principle:Google deepmind Dm control Team Configuration
Implementations
- Implementation:FlagOpen FlagEmbedding AbsEvalRunner Get Models
- Implementation:Treeverse LakeFS Action YAML Configuration
- Implementation:Ollama Ollama Imagegen Cache
- Implementation:NVIDIA DALI AccessOrder
- Implementation:MarketSquare Robotframework browser Browser Control Grpc Handlers
- Implementation:VainF Torch Pruning Count Ops And Params
- Implementation:Lucidrains X transformers NonAutoregressiveWrapper Forward
- Implementation:CrewAIInc CrewAI Agent Constructor
- Implementation:SeleniumHQ Selenium EdgeDriverService
- Implementation:Avhz RustQuant Distribution Trait
Heuristics
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
Environments
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Getgauge Taiko Docker Container