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:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Onnx Onnx External Data Handling
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Groq Groq python Chat Completion
- Workflow:Heibaiying BigData Notes Storm Topology Development
Principles
- Principle:Intel Ipex llm GaLore Gradient Projection
- Principle:Anthropics Anthropic sdk python Error Handling And Exceptions
- Principle:Facebookresearch Habitat lab Structured Config Definition
- Principle:Openai Evals Dataset Preparation
- Principle:Mistralai Client python Finetuning Job Control
- Principle:Huggingface Datasets Framework Tensor Conversion
- Principle:Langfuse Langfuse API Authentication and Rate Limiting
- Principle:Microsoft Agent framework Agent Execution
- Principle:Mistralai Client python Embedding Generation
- Principle:Dotnet Machinelearning SSA Model Fitting
Implementations
- Implementation:Openai Whisper Log Mel Spectrogram
- Implementation:MaterializeInc Materialize Dbt Adapter Exceptions
- Implementation:FlowiseAI Flowise JsonViewer
- Implementation:Neuml Txtai SBert Vectors
- Implementation:LaurentMazare Tch rs Nn Seq
- Implementation:Elevenlabs Elevenlabs python ForcedAlignmentWordResponseModel
- Implementation:Neuml Txtai LateEncoder
- Implementation:Apache Shardingsphere DatabaseRuleConfigurationManager Refresh
- Implementation:Zai org CogVideo Caption File Output
- Implementation:Run llama Llama index Evaluator Init
Heuristics
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
Environments
- Environment:Apache Airflow Development Contributor Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Online ml River Build Toolchain
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Getgauge Taiko Docker Container