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 LLM Vulnerability Assessment
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Neuml Txtai API Deployment
Principles
- Principle:Apache Flink Async Sink Configuration
- Principle:Openai Openai node Realtime Event Handling
- Principle:Confident ai Deepeval Dataset Export
- Principle:Apache Beam Transform Override Application
- Principle:Intel Ipex llm LISA Dynamic Layer Training
- Principle:Guardrails ai Guardrails Documentation
- Principle:Mlflow Mlflow Metric Logging
- Principle:Mit han lab Llm awq LLaVA Multimodal Architecture
- Principle:DevExpress Testcafe CI Environment Setup
- Principle:Alibaba MNN Neural Network Inference
Implementations
- Implementation:Elevenlabs Elevenlabs python Audio File Pattern
- Implementation:Microsoft Onnxruntime OrtModelCompilationOptions
- Implementation:Explodinggradients Ragas Testset Export Methods
- Implementation:Guardrails ai Guardrails SequentialValidatorService
- Implementation:Isaac sim IsaacGymEnvs Factory Schema Config Hierarchy
- Implementation:ARISE Initiative Robosuite ToolHang Environment
- Implementation:Webdriverio Webdriverio BrowserStack Reporter
- Implementation:Confident ai Deepeval ContextGenerator
- Implementation:Avhz RustQuant Prelude
- Implementation:Alibaba MNN RapidJSON Encodings
Heuristics
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
Environments
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Trailofbits Fickling Python Runtime
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies