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:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
Principles
- Principle:Microsoft Semantic kernel Plugin Registration
- Principle:ARISE Initiative Robosuite USD Scene Export
- Principle:Iterative Dvc Experiment Workspace Preparation
- Principle:Datajuicer Data juicer Operator Type Selection
- Principle:Pola rs Polars Window Function Application
- Principle:Helicone Helicone Environment Configuration
- Principle:Langchain ai Langgraph Tool Validation
- Principle:Testtimescaling Testtimescaling github io Event Driven Step Progression
- Principle:Huggingface Diffusers Quantization Configuration
- Principle:Mit han lab Llm awq Vision Language Projection
Implementations
- Implementation:Apache Druid Formatting And Array Manipulation
- Implementation:Ucbepic Docetl Register Eval
- Implementation:Cohere ai Cohere python Vector Retrieval Pattern
- Implementation:Triton inference server Server Trtllm Build
- Implementation:Openai Openai python Shared Params Compound Filter
- Implementation:Elevenlabs Elevenlabs python WorkflowPhoneNumberNodeModelOutput
- Implementation:Ollama Ollama Imagegen Tokenizer
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Common
- Implementation:Microsoft Onnxruntime JsPackageLock
- Implementation:CrewAIInc CrewAI Flow Routing Primitives
Heuristics
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:ContextualAI HALOs LoRA Merge At Save
Environments
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Sgl project Sglang OpenAI
- Environment:Wandb Weave Python SDK Runtime
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Intel Ipex llm CPU Finetuning Environment