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 Beam Portable Pipeline Submission
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
Principles
- Principle:Huggingface Peft Prefix Tuning
- Principle:Princeton nlp Tree of thought llm Result Validation
- Principle:ClickHouse ClickHouse SIMD String Hashing
- Principle:Puppeteer Puppeteer Platform Detection
- Principle:SeleniumHQ Selenium Page Object Interaction Methods
- Principle:LLMBook zh LLMBook zh github io Checkpoint Saving
- Principle:Princeton nlp SimPO Preference Optimization
- Principle:Turboderp org Exllamav2 Job Based Generation
- Principle:Intel Ipex llm Data Preparation For Finetuning
- Principle:Mistralai Client python GCP Client Initialization
Implementations
- Implementation:Pytorch Serve ASR Emformer Handler
- Implementation:Ucbepic Docetl Website PackageLock
- Implementation:Mlc ai Mlc llm Top P Pivot
- Implementation:Rapidsai Cuml KNN Sparse
- Implementation:Facebookresearch Habitat lab HRLPPO update
- Implementation:DistrictDataLabs Yellowbrick JointPlot Visualizer
- Implementation:Confident ai Deepeval DocumentChunker
- Implementation:Lance format Lance Java ScanOptions
- Implementation:Apache Hudi HoodieFlinkStreamer Main
- Implementation:Treeverse LakeFS Commit With Hooks
Heuristics
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:ContextualAI HALOs Humanline Clamping
Environments
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource