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:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Lance format Lance Table Optimization
- Workflow:Unstructured IO Unstructured Chunking And Embedding
Principles
- Principle:Ggml org Llama cpp Build Quantize Tool
- Principle:Norrrrrrr lyn WAInjectBench LLaVA Model Initialization
- Principle:Sdv dev SDV Column Pair Visualization
- Principle:Vespa engine Vespa Logger Handler Installation
- Principle:Getgauge Taiko Gauge Project Setup
- Principle:Promptfoo Promptfoo Plugin Selection
- Principle:Truera Trulens Feedback Display Formatting
- Principle:OpenHands OpenHands Agent Summary Callback
- Principle:DistrictDataLabs Yellowbrick Scatter Feature Visualization
- Principle:Microsoft Agent framework Custom Aggregation Pattern
Implementations
- Implementation:Apache Kafka Merge Pr
- Implementation:Onnx Onnx Operator Sets Registry
- Implementation:SeleniumHQ Selenium PageSize
- Implementation:Googleapis Python genai FunctionDeclaration And Tool
- Implementation:Lance format Lance FullZipCompressor
- Implementation:Openai Openai node Completions Create
- Implementation:Openai Openai agents python Mkdocs Configuration
- Implementation:Ollama Ollama Thinking Parser
- Implementation:Online ml River Tree Nodes HTR
- Implementation:MaterializeInc Materialize CI Closed Issues Detect
Heuristics
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
Environments
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Apache Airflow Development Contributor Environment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment