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:Online ml River Time Series Forecasting
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Microsoft Agent framework Declarative Agent Definition
Principles
- Principle:Duckdb Duckdb Serialization Code Generation
- Principle:Snorkel team Snorkel Label Quality Evaluation
- Principle:AUTOMATIC1111 Stable diffusion webui Network weight patching
- Principle:Iamhankai Forest of Thought Argument Parsing
- Principle:Nautechsystems Nautilus trader Execution Reconciliation
- Principle:Huggingface Diffusers Prior Preservation Training
- Principle:SeleniumHQ Selenium WebDriver Session For CDP
- Principle:Pyro ppl Pyro Autoname Scoping
- Principle:Sail sg LongSpec Distributed Training
- Principle:LLMBook zh LLMBook zh github io LLaMA Decoder Layer
Implementations
- Implementation:Haosulab ManiSkill RoboCasaCounter
- Implementation:Scikit learn Scikit learn StopWords
- Implementation:Rapidsai Cuml UMAP Metrics
- Implementation:LMCache LMCache Base Connector
- Implementation:Puppeteer Puppeteer Frame Wait Methods
- Implementation:Teamcapybara Capybara Spec Shared Selenium Session
- Implementation:Alibaba MNN OpenCL CL Platform Header
- Implementation:Mit han lab Llm awq LMEvalAdaptor
- Implementation:Guardrails ai Guardrails CLI Watch
- Implementation:Haosulab ManiSkill RoboCasaCabinet
Heuristics
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Openai Evals Eval Resumption Strategy
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Unstructured IO Unstructured All Docs
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Sgl project Sglang CPU
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Apache Hudi Docker Demo Environment
- Environment:Getgauge Taiko Node Runtime