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:Microsoft Agent framework Agent With Tool Approval
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Helicone Helicone Local Development Setup
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
Principles
- Principle:Turboderp org Exllamav2 LoRA Generator Configuration
- Principle:Huggingface Diffusers Prompt Encoding
- Principle:Onnx Onnx Shape Inference
- Principle:Kubeflow Pipelines Kubernetes Cluster Preparation
- Principle:Apache Spark K8s Container Lifecycle
- Principle:Danijar Dreamerv3 Distributed Environment Execution
- Principle:FMInference FlexLLMGen Group Quantization Configuration
- Principle:Cleanlab Cleanlab Span Classification Issue Detection
- Principle:MarketSquare Robotframework browser API Test Context Setup
- Principle:Ggml org Llama cpp Input Provenance Tracking
Implementations
- Implementation:Apache Shardingsphere ContextManagerBuilderParameter Constructor
- Implementation:AnswerDotAI RAGatouille Export To Vespa ONNX
- Implementation:NVIDIA DALI AccessOrder
- Implementation:Hiyouga LLaMA Factory WebUI Locales
- Implementation:Infiniflow Ragflow MCPToolCallSession
- Implementation:NVIDIA NeMo Aligner RewardModelServer Run
- Implementation:Kubeflow Pipelines GPU Resource Request Sample
- Implementation:Openai Openai python Eval Retrieve Response
- Implementation:HKUDS AI Trader Calculate Portfolio Values
- Implementation:Infiniflow Ragflow Build Chunks
Heuristics
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Ucbepic Docetl Token Counting And Truncation
Environments
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Sgl project Sglang CPU