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:Lance format Lance Full Text Search
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Mistralai Client python Function Calling
Principles
- Principle:Pyro ppl Pyro Prior Specification
- Principle:Arize ai Phoenix Experiment Execution
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding
- Principle:Evidentlyai Evidently ML Task Configuration
- Principle:Scikit learn contrib Imbalanced learn Sampler Compatibility Checking
- Principle:Treeverse LakeFS Periodic GC Scheduling
- Principle:Isaac sim IsaacGymEnvs 3D Rotation Mathematics
- Principle:Farama Foundation Gymnasium Video Frame Saving
- Principle:Confident ai Deepeval Faithfulness Evaluation
- Principle:Tensorflow Serving Target Interface
Implementations
- Implementation:Farama Foundation Gymnasium HopperEnv V5
- Implementation:Arize ai Phoenix Span Processor Exporter
- Implementation:Duckdb Duckdb Extension Upload Test
- Implementation:NVIDIA NeMo Curator ConnectedComponentsStage
- Implementation:OpenHands OpenHands DaytonaRuntime Connect
- Implementation:Fede1024 Rust rdkafka FFI Bindings
- Implementation:Tencent Ncnn Vulkan Header Fix
- Implementation:Infiniflow Ragflow Custom Exceptions
- Implementation:FlowiseAI Flowise SamplePromptDialog
- Implementation:ClickHouse ClickHouse Poco HTTPResponse Impl
Heuristics
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
Environments
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Vllm project Vllm ROCm
- Environment:Haifengl Smile Java 25 Runtime
- Environment:BerriAI Litellm Python Runtime
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Openai Openai node WebSocket Dependency