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:Pola rs Polars SQL Query Interface
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Googleapis Python genai Multi Turn Chat
Principles
- Principle:Trailofbits Fickling File Corruption Detection
- Principle:SeleniumHQ Selenium CDP Session Management
- Principle:Helicone Helicone Asynchronous Log Queuing
- Principle:Norrrrrrr lyn WAInjectBench GPU Device Placement
- Principle:Hiyouga LLaMA Factory Sequence Packing Theory
- Principle:Bitsandbytes foundation Bitsandbytes FSDP 4bit Quantization
- Principle:Princeton nlp Tree of thought llm Task Instantiation
- Principle:Apache Spark Write Ahead Logging
- Principle:Gretelai Gretel synthetics GAN Model Persistence
- Principle:Interpretml Interpret Interactive Visualization Rendering
Implementations
- Implementation:Eric mitchell Direct preference optimization Concatenated Inputs Fn
- Implementation:Scikit learn Scikit learn NearestCentroid
- Implementation:TA Lib Ta lib python Abstract Input Preparation
- Implementation:Lance format Lance Optimize Indices
- Implementation:TobikoData Sqlmesh EditorCode
- Implementation:SeleniumHQ Selenium ChromeDriverService CreateDefaultService
- Implementation:Mit han lab Llm awq LlavaMetaForCausalLM
- Implementation:Lance format Lance Commit Compaction
- Implementation:Vespa engine Vespa Embedder Embed
- Implementation:Tencent Ncnn YOLOv3 Example
Heuristics
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Allenai Open instruct GPU Memory Utilization
Environments
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment