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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:Ray project Ray Serve Deployment
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:MaterializeInc Materialize Release Process
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
Principles
- Principle:OpenGVLab InternVL Vision Transformer Backbone
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Pytorch Serve Generalized NLP Handler
- Principle:Ggml org Llama cpp Evaluation Dataset Acquisition
- Principle:Bitsandbytes foundation Bitsandbytes LLM Int8 Linear Layer
- Principle:FMInference FlexLLMGen Distributed Checkpoint Management
- Principle:Ggml org Llama cpp Android Integration
- Principle:Ggml org Llama cpp JinjaTemplateEngine
- Principle:BerriAI Litellm Retry And Fallback
- Principle:TA Lib Ta lib python Pattern Signal Integration
Implementations
- Implementation:Apache Hudi Docker Prerequisites Verification
- Implementation:Deepspeedai DeepSpeed IO Handle
- Implementation:Infiniflow Ragflow MetadataManageModal Hooks
- Implementation:Alibaba MNN MNNConvert Info
- Implementation:Online ml River Datasets Music
- Implementation:Huggingface Datasets Dataset Map
- Implementation:BerriAI Litellm LLM Guard
- Implementation:Interpretml Interpret Tensor
- Implementation:Langgenius Dify UpdateAppApiStatus
- Implementation:Webdriverio Webdriverio Page Object Class Pattern
Heuristics
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Pytorch Serve Torch Compile Best Practices
Environments
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Kubeflow Pipelines Python SDK
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers