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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:Tensorflow Serving Model Export And Serving
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Apache Kafka Docker Image Release
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
Principles
- Principle:Lance format Lance Compaction Commit
- Principle:CarperAI Trlx Evaluation Metrics Design
- Principle:Online ml River ODAC Clustering
- Principle:Roboflow Rf detr Image Preprocessing
- Principle:Lucidrains X transformers Preference Data Preparation
- Principle:Huggingface Diffusers Instance Data Collection
- Principle:OpenBMB UltraFeedback Completion Data Loading
- Principle:Deepspeedai DeepSpeed CPU Communication Backends
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork deployment
- Principle:Deepset ai Haystack LLM Chat Generation
Implementations
- Implementation:Deepset ai Haystack Sidebars Navigation Config
- Implementation:FlagOpen FlagEmbedding LLM Embedder BM25
- Implementation:Mage ai Mage ai GitHub Events Schema
- Implementation:Turboderp org Exllamav2 Quant Layers
- Implementation:Vespa engine Vespa Predicate Search ABI Spec
- Implementation:Webdriverio Webdriverio BidiHandler Class
- Implementation:Datajuicer Data juicer VideoSplitByKeyFrameMapper
- Implementation:Predibase Lorax SGMV Expand Kernel
- Implementation:FlowiseAI Flowise QueryVectorStore
- Implementation:Vespa engine Vespa DocumentAPI ABI Spec
Heuristics
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
Environments
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime