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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:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:ClickHouse ClickHouse Building From Source
Principles
- Principle:Turboderp org Exllamav2 Model Compilation
- Principle:Ggml org Llama cpp Input Text Preparation
- Principle:Online ml River CluStream Clustering
- Principle:Huggingface Diffusers Conversion Script Selection
- Principle:Facebookresearch Audiocraft Diffusion UNet Architecture
- Principle:Langchain ai Langgraph Tool Definition
- Principle:Explodinggradients Ragas Persona Generation
- Principle:Open compass VLMEvalKit MCQ Prompt Construction
- Principle:Microsoft DeepSpeedExamples Vision Encoder Extraction
- Principle:Datahub project Datahub Actions Framework Installation
Implementations
- Implementation:Pola rs Polars DataFrame Write Multi Format
- Implementation:SeleniumHQ Selenium HasCdp
- Implementation:FlowiseAI Flowise MarketplacesView
- Implementation:Sktime Pytorch forecasting DecoderMLP
- Implementation:ArroyoSystems Arroyo Expand Schema
- Implementation:Microsoft Onnxruntime CUDA View
- Implementation:DevExpress Testcafe RequestHook TypeDefs
- Implementation:Open compass VLMEvalKit TempCompass
- Implementation:Scikit learn Scikit learn LabelEncoder
- Implementation:Elevenlabs Elevenlabs python ChapterResponse
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
Environments
- Environment:Sgl project Sglang Multimodal
- Environment:Apache Druid Web Console Development
- Environment:Kserve Kserve Python Runtime
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime