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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:Roboflow Rf detr Object Detection Inference
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Vespa engine Vespa CI CD build pipeline
Principles
- Principle:HKUDS AI Trader Conversation Extraction
- Principle:Open compass VLMEvalKit API Model Adapter Pattern
- Principle:Mlfoundations Open flamingo Model Initialization
- Principle:Onnx Onnx Result Validation
- Principle:Huggingface Datasets Sequence Feature Handling
- Principle:Neuml Txtai ONNX Export
- Principle:Huggingface Alignment handbook Reasoning Mid Training
- Principle:Ray project Ray Runtime Shutdown
- Principle:Ggml org Llama cpp Speculation Initialization
- Principle:Cohere ai Cohere python Chat Response Processing
Implementations
- Implementation:Promptfoo Promptfoo Logger
- Implementation:Kserve Kserve LLMInferenceService CRD Spec
- Implementation:AUTOMATIC1111 Stable diffusion webui Shared Options
- Implementation:Open compass VLMEvalKit CGAVCounting Utils
- Implementation:Ucbepic Docetl FileOperations
- Implementation:NVIDIA TransformerEngine Ops UB Backward Linear
- Implementation:CrewAIInc CrewAI DOCX Search Tool
- Implementation:Cohere ai Cohere python GetModelResponse Model
- Implementation:Scikit learn Scikit learn RocCurveDisplay
- Implementation:LaurentMazare Tch rs Neural Style Transfer
Heuristics
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
Environments
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies