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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:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Langfuse Langfuse Trace ingestion pipeline
Principles
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:Langgenius Dify Datasource Node Configuration
- Principle:Pyro ppl Pyro Bayesian Optimization
- Principle:Langgenius Dify StreamingDataProcessing
- Principle:Trailofbits Fickling Polyglot File Creation
- Principle:NVIDIA NeMo Curator Aesthetic Quality Filtering
- Principle:LaurentMazare Tch rs Neural Style Transfer
- Principle:InternLM Lmdeploy Pipeline Initialization
- Principle:Lance format Lance Automatic Versioning
- Principle:SeleniumHQ Selenium PageFactory Initialization
Implementations
- Implementation:Huggingface Datasets Dataset Rename Column
- Implementation:Datajuicer Data juicer ImageCaptioningFromGPT4VMapper
- Implementation:Apache Paimon Schema
- Implementation:OpenHands OpenHands GitlabView
- Implementation:Turboderp org Exllamav2 Sampling H
- Implementation:Triton inference server Server L0 Grpc Test
- Implementation:Mlc ai Mlc llm Engine State
- Implementation:Facebookresearch Audiocraft ViSQOL and SISNR
- Implementation:OpenHands OpenHands LinearManager
- Implementation:Ggml org Llama cpp Memory Hybrid ISWA Header
Heuristics
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
Environments
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:OpenGVLab InternVL DeepSpeed