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:Togethercomputer Together python Chat Completion
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Apache Druid SQL Query Execution
Principles
- Principle:Scikit learn Scikit learn Missing Data Imputation
- Principle:Rapidsai Cuml Classification Evaluation
- Principle:DistrictDataLabs Yellowbrick Elbow Method Cluster Selection
- Principle:Volcengine Verl Reward Configuration Schema
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:Marker Inc Korea AutoRAG Corpus Sampling
- Principle:Microsoft Semantic kernel Subprocess Composition
- Principle:Pytorch Serve Neuron Accelerated Inference
- Principle:Anthropics Anthropic sdk python Pagination And Iteration
- Principle:Langchain ai Langgraph Error Handling
Implementations
- Implementation:Vibrantlabsai Ragas DataCompyScore
- Implementation:AUTOMATIC1111 Stable diffusion webui Startup Performance Timer
- Implementation:DistrictDataLabs Yellowbrick ClassPredictionError Visualizer
- Implementation:NVIDIA NeMo Curator ImageNSFWFilterStage
- Implementation:Apache Druid ReactTableInputs
- Implementation:PacktPublishing LLM Engineers Handbook HuggingFace Load Dataset
- Implementation:Neuml Txtai LiteLLM Vectors
- Implementation:Unstructured IO Unstructured Example Docs Fixture
- Implementation:Mage ai Mage ai GitHub Issue Events Schema
- Implementation:Open compass VLMEvalKit SenseChatVisionWrapper
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
Environments
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Sdv dev SDV Python Runtime
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Openai Whisper Triton
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:SeldonIO Seldon core Docker Compose Local Environment