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:Apache Flink File Source Pipeline
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Alibaba MNN Model Compression
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Datajuicer Data juicer Custom Operator Development
Principles
- Principle:Nightwatchjs Nightwatch Project Initialization
- Principle:EvolvingLMMs Lab Lmms eval Results Retrieval
- Principle:Openai Evals Chain of Thought Prompting
- Principle:InternLM Lmdeploy Response Processing
- Principle:Dagster io Dagster Time Based Partitioning
- Principle:Nightwatchjs Nightwatch Feature File Authoring
- Principle:Apache Flink Congestion Control Rate Limiting
- Principle:Alibaba ROLL SFT Worker Initialization
- Principle:Infiniflow Ragflow Parser Options Configuration
- Principle:Puppeteer Puppeteer Device Emulation
Implementations
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Staging Models
- Implementation:InternLM Lmdeploy DecodingKernels
- Implementation:Treeverse LakeFS Java SDK Model AuthCapabilities
- Implementation:Openai Openai agents python Dynamic System Prompt Pattern
- Implementation:Teamcapybara Capybara Spec Rack Test
- Implementation:Alibaba MNN Protobuf Text Format H
- Implementation:Predibase Lorax Flash Gemma2 Modeling
- Implementation:Kserve Kserve AlibiExplainer
- Implementation:NVIDIA NeMo Curator DecoderUtils
- Implementation:Microsoft DeepSpeedExamples Stable Diffusion Pipeline
Heuristics
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Microsoft Playwright Browser Specific Workarounds
Environments
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Ray project Ray Java Build Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment