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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:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
Principles
- Principle:Sgl project Sglang Engine Initialization
- Principle:Mlc ai Web llm Chrome Extension Manifest
- Principle:Langgenius Dify CSP Policy
- Principle:Spotify Luigi Task Simulation
- Principle:Apache Airflow Task Communication
- Principle:Pytorch Serve Transformer Configuration
- Principle:Pytorch Serve Model Explainability
- Principle:Scikit learn Scikit learn Feature Selection
- Principle:Webdriverio Webdriverio Session Management
- Principle:NVIDIA DALI TensorFlow Dataset Integration
Implementations
- Implementation:Mage ai Mage ai Source Load Schemas From Folder
- Implementation:DataExpert io Data engineer handbook Create events source kafka
- Implementation:Microsoft Autogen GraphFlow Init
- Implementation:LMCache LMCache Distributed Eviction
- Implementation:Sktime Pytorch forecasting DeepAR From Dataset
- Implementation:Langchain ai Langchain FireworksEmbeddings
- Implementation:Spotify Luigi ExternalProgramTask
- Implementation:Iamhankai Forest of Thought Monte Carlo Forest
- Implementation:LMCache LMCache SGLang Adapter
- Implementation:Huggingface Datatrove WarcReader
Heuristics
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
Environments
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Bigscience workshop Petals Python Transformers
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers