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:Openai CLIP Zero shot image classification
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
Principles
- Principle:Cleanlab Cleanlab Segmentation Label Quality Scoring
- Principle:Ggml org Llama cpp Server Build
- Principle:Risingwavelabs Risingwave Composable Development Environment
- Principle:Confident ai Deepeval Span Level Test Cases
- Principle:Googleapis Python genai Job Monitoring
- Principle:FMInference FlexLLMGen Optimized Inference Engine
- Principle:Allenai Open instruct SFT Data Processing
- Principle:SeleniumHQ Selenium Session Termination
- Principle:Microsoft BIPIA Defended Model Evaluation
- Principle:Mistralai Client python Tool Schema Definition
Implementations
- Implementation:Neuml Txtai HTMLToMarkdown
- Implementation:Scikit learn Scikit learn SphinxConf
- Implementation:Google deepmind Dm control Render Executor
- Implementation:Lance format Lance BackgroundIterator
- Implementation:Microsoft Onnxruntime OrtProvider
- Implementation:Dotnet Machinelearning FastTree SurplusMART Derivatives
- Implementation:Pytorch Serve Torchserve Grpc Client
- Implementation:Google deepmind Dm control Build Front Legs
- Implementation:ARISE Initiative Robosuite PickPlace Environment
- Implementation:Cohere ai Cohere python DatasetsClient Create
Heuristics
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
Environments
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Openai Openai node WebSocket Dependency
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Microsoft Playwright Platform Support Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Ollama Ollama CGo Runtime
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime