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:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Lance format Lance Table Optimization
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:ContextualAI HALOs Reward Model Training
Principles
- Principle:Marker Inc Korea AutoRAG Corpus Ingestion
- Principle:Huggingface Transformers Adapter Loading And Switching
- Principle:Norrrrrrr lyn WAInjectBench JSONL Results Serialization
- Principle:Vespa engine Vespa Artifact Signing and Publishing
- Principle:Haosulab ManiSkill Multi Agent Pattern
- Principle:Ggml org Llama cpp Android Integration
- Principle:CARLA simulator Carla Batch Command Execution
- Principle:Mlflow Mlflow Evaluation Dataset Preparation
- Principle:Huggingface Diffusers Training Model Loading
- Principle:Huggingface Alignment handbook Model Loading
Implementations
- Implementation:CARLA simulator Carla Traffic Generation Script
- Implementation:Webdriverio Webdriverio Utils
- Implementation:Infiniflow Ragflow Login Page
- Implementation:Liu00222 Open Prompt Injection eval helper
- Implementation:Ucbepic Docetl SystemPromptsExplorer
- Implementation:Togethercomputer Together python Files Retrieve Content
- Implementation:Bentoml BentoML IO Descriptor Pandas
- Implementation:Sail sg LongSpec LaTeX Normalization Utils
- Implementation:Anthropics Anthropic sdk python Pagination
- Implementation:EvolvingLMMs Lab Lmms eval MMUPD Evaluation Engine
Heuristics
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
Environments
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Obss Sahi Python Image Processing
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:Volcengine Verl CUDA GPU Environment