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:Onnx Onnx Model Creation
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
Principles
- Principle:Fastai Fastbook Entity Embeddings
- Principle:MaterializeInc Materialize Image Dependency Resolution
- Principle:Heibaiying BigData Notes HBase Data Deletion
- Principle:Openclaw Openclaw Docker Image Build
- Principle:Interpretml Interpret EBM Excel Export
- Principle:Webdriverio Webdriverio Framework Abstraction
- Principle:FlowiseAI Flowise Dependency Management
- Principle:Openai Openai agents python Execution Resumption
- Principle:Pyro ppl Pyro Neural Transport
- Principle:Ggml org Llama cpp ModelLoading
Implementations
- Implementation:Treeverse LakeFS Java SDK Model ObjectStats
- Implementation:Predibase Lorax Flash Qwen2 Modeling
- Implementation:Promptfoo Promptfoo Strategies Data Catalog
- Implementation:Scikit learn Scikit learn LogisticRegression Fit
- Implementation:Spotify Luigi FTPTarget
- Implementation:Online ml River Tree Splitter Exhaustive
- Implementation:Microsoft Playwright CrDevTools
- Implementation:Sktime Pytorch forecasting DataEmbedding Inverted
- Implementation:Apache Spark Build Mvn
- Implementation:NVIDIA NeMo Curator RayDataStageAdapter
Heuristics
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Apache Airflow DAG Complexity Reduction
Environments
- Environment:Apache Kafka Docker Build Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Apache Flink Python PyFlink Environment
- Environment:Bentoml BentoML Triton Inference Server
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Predibase Lorax CUDA GPU Runtime