Main Page
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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:Apache Spark Application Submission
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Scikit learn Scikit learn Ensemble Model Building
Principles
- Principle:Huggingface Datasets Stream Iteration
- Principle:Fastai Fastbook Numericalization
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Management
- Principle:Ray project Ray Runtime Shutdown
- Principle:SqueezeAILab ETS Reward Model Serving
- Principle:Ollama Ollama Model Adaptation
- Principle:SeldonIO Seldon core V2 Inference Protocol
- Principle:Ggml org Llama cpp ConstrainedGeneration
- Principle:Huggingface Transformers Benchmark Configuration
- Principle:Sktime Pytorch forecasting Series Decomposition
Implementations
- Implementation:Getgauge Taiko TextBox
- Implementation:Ggml org Llama cpp Ngram Mod Header
- Implementation:Kornia Kornia SSIM Loss
- Implementation:Diagram of thought Diagram of thought Summarizer Completeness Check
- Implementation:Microsoft Playwright BidiCommands Types
- Implementation:Alibaba MNN Onnx Export Script
- Implementation:Google deepmind Dm control Variation Base
- Implementation:Datahub project Datahub DatahubSparkListener Lifecycle
- Implementation:Tensorflow Serving Any Ptr
- Implementation:Webdriverio Webdriverio BrowserStack Constants
Heuristics
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
Environments
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Huggingface Datatrove Python Runtime
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Cypress io Cypress Node Runtime Environment