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:Kubeflow Pipelines Pipeline Control Flow
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Openai Openai python Responses API Text Generation
Principles
- Principle:FlowiseAI Flowise Document Processing
- Principle:Anthropics Anthropic sdk python Tool Call Detection
- Principle:Scikit learn Scikit learn Voting Ensemble
- Principle:Deepset ai Haystack Optional Dependency Handling
- Principle:SeleniumHQ Selenium Browser Interaction
- Principle:Mbzuai oryx Awesome LLM Post training Multi Sheet Excel Export
- Principle:Openai Evals Self Consistency Prompting
- Principle:Google deepmind Mujoco Thread Pool Management
- Principle:Huggingface Optimum Transformation Composition
- Principle:TA Lib Ta lib python Technical Indicator Computation
Implementations
- Implementation:Mlc ai Mlc llm Router Init
- Implementation:NVIDIA DALI Train Function PyTorch
- Implementation:Lance format Lance JNI Transaction
- Implementation:Datahub project Datahub SparkLineageConf Builder
- Implementation:Mlc ai Mlc llm Mistral Model
- Implementation:NVIDIA DALI Wds2idx
- Implementation:Ggml org Llama cpp CLIP Impl
- Implementation:Langgenius Dify Frontend Config
- Implementation:Huggingface Transformers All Reduce Grads
- Implementation:Google deepmind Dm control Soccer Task
Heuristics
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
Environments
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Duckdb Duckdb Code Generation Tools