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:TobikoData Sqlmesh Environment management
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Nightwatchjs Nightwatch Component Testing
Principles
- Principle:Confident ai Deepeval Test Case Construction
- Principle:Rapidsai Cuml Build And CI Infrastructure
- Principle:Bentoml BentoML Cloud Authentication
- Principle:Huggingface Transformers Inference Measurement
- Principle:DataTalksClub Data engineering zoomcamp Data Deduplication
- Principle:Ollama Ollama KVCache Causal Attention
- Principle:Hpcaitech ColossalAI Preference Dataloader Setup
- Principle:Google deepmind Dm control Manipulation Visualization
- Principle:Intel Ipex llm DPO Data Preparation
- Principle:Unslothai Unsloth Response Masking
Implementations
- Implementation:Huggingface Diffusers Accelerator Setup
- Implementation:Microsoft Playwright BidiConnection
- Implementation:Bentoml BentoML Arrow Conversion
- Implementation:NVIDIA NeMo Curator TransNetV2ClipExtractionStage
- Implementation:Microsoft Playwright SocksProxy
- Implementation:Google deepmind Mujoco Platform Model Holder
- Implementation:DataExpert io Data engineer handbook Statsig Log event
- Implementation:Kornia Kornia Bilateral Filter
- Implementation:Liu00222 Open Prompt Injection causal influence
- Implementation:Sktime Pytorch forecasting NBeatsKAN
Heuristics
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Apache Airflow Task Dependency Isolation
Environments
- Environment:Neuml Txtai Python Core Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Sgl project Sglang Distributed