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:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Openai Whisper Audio Transcription
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Rapidsai Cuml Dimensionality Reduction
Principles
- Principle:Iamhankai Forest of Thought Forest of Thought Orchestration
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Categorization and Voting
- Principle:Interpretml Interpret Data Preparation And Validation
- Principle:Tensorflow Serving Servable Caching
- Principle:Intel Ipex llm Adapter Merging
- Principle:AnswerDotAI RAGatouille Training Configuration
- Principle:Princeton nlp SimPO Benchmark Decontamination
- Principle:Interpretml Interpret Partial Dependence Explanation
- Principle:Treeverse LakeFS Integration Test Utilities
- Principle:InternLM Lmdeploy Image Loading
Implementations
- Implementation:Online ml River Tree Base Nodes
- Implementation:Avhz RustQuant EuropeanVanillaOption new
- Implementation:Hiyouga LLaMA Factory V1 Logging
- Implementation:Sdv dev SDV CTGANSynthesizer Init
- Implementation:Kubeflow Pipelines Recursive Training Loop Pattern
- Implementation:Online ml River Forecaster Learn One
- Implementation:Haosulab ManiSkill RoboCasaSink
- Implementation:Princeton nlp SimPO Apply Chat Template
- Implementation:Open compass VLMEvalKit IDEFICS
- Implementation:Avhz RustQuant OrderSide
Heuristics
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
Environments
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Mistralai Client python GCP Deployment Environment