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:Volcengine Verl Supervised Fine Tuning
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Kubeflow Kubeflow Platform Deployment
Principles
- Principle:Kornia Kornia Image Loading
- Principle:HKUDS AI Trader Portfolio Metrics Calculation
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:Kubeflow Pipelines Pipeline Composition
- Principle:CarperAI Trlx Branch Benchmarking
- Principle:OpenRLHF OpenRLHF Interactive Model Inference
- Principle:Tencent Ncnn Detection Visualization
- Principle:Datahub project Datahub Stack Lifecycle Management
- Principle:Tensorflow Serving Class Registration Pattern
- Principle:MaterializeInc Materialize Workflow Function Authoring
Implementations
- Implementation:Sgl project Sglang CPU Activation
- Implementation:Haosulab ManiSkill TriFingerPro
- Implementation:Sdv dev SDV Run Diagnostic
- Implementation:Datajuicer Data juicer TextChunkMapper
- Implementation:Microsoft Playwright TraceV5
- Implementation:Pyro ppl Pyro DCTAdam
- Implementation:PacktPublishing LLM Engineers Handbook Settings Load
- Implementation:Datahub project Datahub Docker CLI Quickstart
- Implementation:Langgenius Dify Env File Setup
- Implementation:Triton inference server Server L0 Trace Test
Heuristics
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
Environments
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Sgl project Sglang Web
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Sdv dev SDV Python Runtime
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration