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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:Langgenius Dify Visual Workflow Builder
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
Principles
- Principle:Apache Paimon BTree Global Index
- Principle:Hiyouga LLaMA Factory Supervised Fine Tuning
- Principle:Deepset ai Haystack BM25 Keyword Retrieval
- Principle:SeldonIO Seldon core HuggingFace Model Resource Definition
- Principle:NVIDIA TransformerEngine TE Model Initialization
- Principle:ClickHouse ClickHouse Unicode Character Width
- Principle:ClickHouse ClickHouse DNS Resolution
- Principle:Getgauge Taiko Gauge Specification Authoring
- Principle:Apache Dolphinscheduler Connection Testing
- Principle:Neuml Txtai Numeric Vector Search
Implementations
- Implementation:Cohere ai Cohere python FinetunedModel Settings
- Implementation:Facebookresearch Habitat lab SessionRecorder init
- Implementation:Hiyouga LLaMA Factory V1 Inference Engine
- Implementation:Apache Paimon Path
- Implementation:FlowiseAI Flowise CreateDataset
- Implementation:Risingwavelabs Risingwave Deserializer Interface
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Parse Sections
- Implementation:Puppeteer Puppeteer Mutex
- Implementation:Mlflow Mlflow Set Destination
- Implementation:Deepspeedai DeepSpeed Dequantization Utils
Heuristics
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
Environments
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Trailofbits Fickling PyTorch
- Environment:Apache Spark Release Build Environment
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Kserve Kserve Gateway API