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:Lance format Lance Vector Search Pipeline
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
Principles
- Principle:Helicone Helicone Prompt Management
- Principle:Scikit learn Scikit learn Search Execution
- Principle:EvolvingLMMs Lab Lmms eval Dependency Management
- Principle:Fede1024 Rust rdkafka Custom Async Runtime Integration
- Principle:Sktime Pytorch forecasting Residual Connection
- Principle:Nightwatchjs Nightwatch Extension Path Configuration
- Principle:LaurentMazare Tch rs SGD Optimization
- Principle:Scikit learn Scikit learn Voting Ensemble
- Principle:Tensorflow Serving REST Inference Execution
- Principle:Roboflow Rf detr ONNX Runtime Validation
Implementations
- Implementation:Cohere ai Cohere python EmbedResponse Model
- Implementation:Elevenlabs Elevenlabs python UnitTestToolCallEvaluationModelInput
- Implementation:Farama Foundation Gymnasium Gymnasium Make
- Implementation:Sgl project Sglang Json Output Parsing
- Implementation:Liu00222 Open Prompt Injection CombineAttacker inject
- Implementation:CarperAI Trlx Reward Function Interface
- Implementation:Lance format Lance Java HnswBuildParams
- Implementation:Tensorflow Tfjs Initializers Test
- Implementation:BerriAI Litellm Litellm Logging
- Implementation:CarperAI Trlx GPTRewardModel
Heuristics
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
Environments
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Apache Spark Python Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:OpenHands OpenHands Frontend Build Environment