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 Openai node Audio Processing
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Apache Druid SQL Query Execution
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Googleapis Python genai Context Caching
Principles
- Principle:FlowiseAI Flowise Chat History Management
- Principle:OpenGVLab InternVL Vision Language Model Loading
- Principle:Ggml org Ggml Backend Initialization
- Principle:Farama Foundation Gymnasium Functional Environment API
- Principle:Protectai Llm guard Malicious URL Detection
- Principle:Tensorflow Serving Kubernetes Service Query
- Principle:Apache Shardingsphere Exclusive Operation Management
- Principle:Mlc ai Web llm RAG Pipeline
- Principle:ClickHouse ClickHouse Build Hygiene Tools
- Principle:Helicone Helicone Database Schema
Implementations
- Implementation:Datahub project Datahub KafkaEmitter
- Implementation:Scikit learn contrib Imbalanced learn sensitivity specificity support
- Implementation:FlowiseAI Flowise CodeBlock
- Implementation:CrewAIInc CrewAI Oxylabs Amazon Search Tool
- Implementation:OpenGVLab InternVL DDP Communication Hooks
- Implementation:Explodinggradients Ragas InstanceRubrics Metric
- Implementation:Cohere ai Cohere python Source Union
- Implementation:CrewAIInc CrewAI SingleStore Search Tool
- Implementation:Infiniflow Ragflow Canvas Util
- Implementation:Snorkel team Snorkel LabelingFunction Init
Heuristics
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
Environments
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Alibaba ROLL Megatron Training Environment