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 Peft Prompt Tuning Classification
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
Principles
- Principle:FlowiseAI Flowise Evaluator Definition
- Principle:Helicone Helicone Authentication Flow
- Principle:Langgenius Dify Vector Database Selection
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Categorization and Voting
- Principle:Ggml org Ggml Model Architecture Initialization
- Principle:Apache Shardingsphere Column Based Routing
- Principle:Apache Hudi CI Parallel Test Orchestration
- Principle:OpenHands OpenHands Business Route Mounting
- Principle:Webdriverio Webdriverio Type System
- Principle:Snorkel team Snorkel Multitask Training Execution
Implementations
- Implementation:Ggml org Llama cpp Llama Model Load From File
- Implementation:SeleniumHQ Selenium JsonCpp Impl
- Implementation:Protectai Llm guard Output BanCode
- Implementation:DevExpress Testcafe BrowserJob
- Implementation:Scikit learn Scikit learn FetchOlivettiFaces
- Implementation:NVIDIA TransformerEngine JAX Permutation
- Implementation:Hiyouga LLaMA Factory WebUI Chatbot
- Implementation:Huggingface Trl TrlParser GRPOConfig
- Implementation:Open compass VLMEvalKit MMHelix Numbrix Eval
- Implementation:Microsoft LoRA WebNLG Dev Dataset
Heuristics
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
Environments
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Truera Trulens Python Core Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Ggml org Ggml Vulkan GPU Environment