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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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|---|---|---|
| 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:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Iterative Dvc Data Tracking
- Workflow:Run llama Llama index Evaluation Pipeline
Principles
- Principle:Pyro ppl Pyro MCMC Convergence Diagnostics
- Principle:Ucbepic Docetl Pipeline Assembly And Execution
- Principle:Ucbepic Docetl Deterministic Code Operations
- Principle:Pyro ppl Pyro Learnable Parameters
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Factory Loading
- Principle:SqueezeAILab ETS ILP Node Selection
- Principle:DataExpert io Data engineer handbook Docker Environment Setup
- Principle:Facebookresearch Audiocraft Language Model Export
- Principle:Langchain ai Langgraph State Schema Definition
- Principle:SeleniumHQ Selenium Session Request Routing
Implementations
- Implementation:Ucbepic Docetl RfiResponseExplorer
- Implementation:Open compass VLMEvalKit HiPhODataset
- Implementation:Apache Druid ShowLog
- Implementation:Tensorflow Tfjs CPU ResizeBilinearGrad Kernel
- Implementation:Ggml org Llama cpp CI Run
- Implementation:HKUDS AI Trader Jina Search Tool
- Implementation:Open compass VLMEvalKit LongVITA
- Implementation:InternLM Lmdeploy Gemm DispatchCache
- Implementation:Online ml River Anomaly ThresholdFilter
- Implementation:Predibase Lorax Punica Ops Bindings
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Haifengl Smile BFGS Convergence Tuning
Environments
- Environment:Apache Spark JDK Build Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Mistralai Client python Agents Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment