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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:Microsoft Playwright API testing
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Iterative Dvc Data Tracking
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Ggml org Llama cpp Interactive Chat
Principles
- Principle:Tencent Ncnn Keypoint Pose Estimation
- Principle:Deepseek ai Janus CFG Input Preparation
- Principle:Tensorflow Tfjs Layer Freezing
- Principle:Webdriverio Webdriverio Worker Data Aggregation
- Principle:Mlc ai Web llm Cross Thread Streaming
- Principle:Tensorflow Tfjs Pooling Operations
- Principle:Neuml Txtai Retrieval Augmented Generation
- Principle:Alibaba ROLL SFT Configuration
- Principle:Langgenius Dify Service Layer Architecture
- Principle:Openai Openai node Request Construction
Implementations
- Implementation:Datajuicer Data juicer VideoNSFWFilter
- Implementation:CrewAIInc CrewAI Tavily Extractor Tool
- Implementation:Kornia Kornia RANSAC
- Implementation:Hpcaitech ColossalAI CustomStuffDocumentsChain
- Implementation:NVIDIA TransformerEngine JAX LayerNorm
- Implementation:Getgauge Taiko Write
- Implementation:Lance format Lance Text Column Schema
- Implementation:Speechbrain Speechbrain EER And MinDCF
- Implementation:DataTalksClub Data engineering zoomcamp Airflow Homework Solution
- Implementation:OpenHands OpenHands SetAuthCookieMiddleware
Heuristics
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
Environments
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies