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.
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| 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:Pola rs Polars Time Series Analysis
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
Principles
- Principle:Apache Hudi Write Operation Configuration
- Principle:Ggml org Llama cpp BatchProcessing
- Principle:Alibaba ROLL LLM Response Generation
- Principle:BerriAI Litellm Model Selection
- Principle:Truera Trulens Session Initialization
- Principle:ChenghaoMou Text dedup Cluster Visualization
- Principle:Explodinggradients Ragas LLM Provider Abstraction
- Principle:Datahub project Datahub Spark Lineage Configuration
- Principle:Pyro ppl Pyro Topic Modeling
- Principle:CARLA simulator Carla Obstacle Detection
Implementations
- Implementation:Explodinggradients Ragas HeliconeSingleton Class
- Implementation:Haosulab ManiSkill PokeCube
- Implementation:Hpcaitech ColossalAI Cpp Extension
- Implementation:Alibaba MNN FlatBuffers Minireflect Header
- Implementation:Sgl project Sglang CPU GEMM
- Implementation:OWASP Www project top 10 for large language model applications AdversarialTester Craft and Execute
- Implementation:OpenHands OpenHands OrgService Create LiteLLM Integration
- Implementation:SeleniumHQ Selenium IEWebDriverManager
- Implementation:Alibaba MNN Protobuf Descriptor CC
- Implementation:FlowiseAI Flowise CustomAssistantConfigurePreview
Heuristics
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Langfuse Langfuse Eval Loop Prevention
Environments
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Apache Airflow Development Contributor Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Langgenius Dify Docker Deployment Environment