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:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
Principles
- Principle:Astronomer Astronomer cosmos Virtualenv Operator Execution
- Principle:FlowiseAI Flowise Evaluation Run Creation
- Principle:Tencent Ncnn Oriented Bounding Box Decoding
- Principle:PacktPublishing LLM Engineers Handbook Query Expansion
- Principle:SeleniumHQ Selenium PageFactory Initialization
- Principle:Kornia Kornia Inlier Extraction
- Principle:CARLA simulator Carla Multi Sensor Synchronization
- Principle:Zai org CogVideo Image to Video Generation
- Principle:Ggml org Ggml Backend Plugin Loading
- Principle:Tensorflow Serving TFRT Model Management
Implementations
- Implementation:SeleniumHQ Selenium FirefoxProfile
- Implementation:Haifengl Smile PerfectHash
- Implementation:Ggml org Llama cpp Convert PT To HF
- Implementation:FlagOpen FlagEmbedding Reinforced IR Model
- Implementation:Datajuicer Data juicer ExtractEventMapper
- Implementation:ClickHouse ClickHouse Glibc Compatibility
- Implementation:Ollama Ollama Convert Olmo
- Implementation:Tensorflow Serving simple loader h
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD Explainer
- Implementation:SeleniumHQ Selenium Closure UserAgent
Heuristics
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
Environments
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Fastai Fastbook Sklearn Environment