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:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Apache Spark Building and Testing
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Apache Druid SQL Query Execution
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Tencent Ncnn Object Detection Inference
Principles
- Principle:Kornia Kornia ONNX Sequential Pipeline
- Principle:Google deepmind Dm control Game Rules Configuration
- Principle:Zai org CogVideo Image to Video Generation
- Principle:Marker Inc Korea AutoRAG Corpus Instantiation
- Principle:Langgenius Dify Billing Integration
- Principle:Apache Paimon Manifest Management
- Principle:ClickHouse ClickHouse Build Hygiene Tools
- Principle:Googleapis Python genai Client Initialization
- Principle:Diagram of thought Diagram of thought Problem Formulation
- Principle:FlowiseAI Flowise Dependency Management
Implementations
- Implementation:ClickHouse ClickHouse Clickhouse Local Query
- Implementation:Openai Openai python Response Failed Webhook
- Implementation:Treeverse LakeFS ListObjects For Import
- Implementation:Huggingface Transformers Pipeline Function
- Implementation:Liu00222 Open Prompt Injection split sentence
- Implementation:EvolvingLMMs Lab Lmms eval PAIBench U Utils
- Implementation:Google deepmind Mujoco Engine Util Solve
- Implementation:Pyro ppl Pyro Pyro Distributions
- Implementation:Apache Paimon BinaryRow
- Implementation:Langfuse Langfuse CreateEvalQueue
Heuristics
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
Environments
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Googleapis Python genai Vertex AI Service Account