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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:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
Principles
- Principle:Lucidrains X transformers Iterative Masked Generation
- Principle:Openai Evals Tool Augmented Evaluation
- Principle:Hpcaitech ColossalAI Retrieval Augmented QA
- Principle:Online ml River Tree Split Strategies
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Predibase Lorax Dynamic LoRA Loading
- Principle:Getgauge Taiko Dropdown Selection
- Principle:Puppeteer Puppeteer Element Interaction
- Principle:Allenai Open instruct Causal LM Loading
- Principle:Langchain ai Langchain Release Preparation
Implementations
- Implementation:Neuml Txtai SparseVectors Base
- Implementation:Lance format Lance MemtableReadBench
- Implementation:Microsoft Onnxruntime Torch Onnx Export
- Implementation:Infiniflow Ragflow ConversationService Save And Chat
- Implementation:Datajuicer Data juicer OPERATORS Register Module
- Implementation:Ggml org Llama cpp Semantic Check
- Implementation:Online ml River Metrics PerOutput
- Implementation:OWASP Www project top 10 for large language model applications ASIReporter Compile
- Implementation:Cohere ai Cohere python HttpResponse
- Implementation:Tensorflow Serving Unique Ptr With Deps
Heuristics
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
Environments
- Environment:Alibaba MNN Python Export Environment
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Sail sg LongSpec Inference Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Vllm project Vllm Environment Variables
- Environment:Datahub project Datahub Docker Runtime
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Protectai Modelscan Python Core Runtime