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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:MarketSquare Robotframework browser API Testing via Browser
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Webdriverio Webdriverio Custom Plugin Development
Principles
- Principle:Obss Sahi COCO Dataset Loading
- Principle:Eventual Inc Daft Column Input Normalization
- Principle:Alibaba ROLL MCoreAdapter Model Configuration
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
- Principle:OpenGVLab InternVL Distributed Evaluation
- Principle:FlowiseAI Flowise Vector Store Provider Configuration
- Principle:Deepseek ai Janus VQ VAE Decoding
- Principle:Confident ai Deepeval Component Instrumentation
- Principle:ARISE Initiative Robosuite Omniverse Rendering
- Principle:Datajuicer Data juicer Ray Cluster Initialization
Implementations
- Implementation:Helicone Helicone FilterExpressions
- Implementation:Mlc ai Mlc llm Tensor Parallel
- Implementation:Hiyouga LLaMA Factory Embedding Resize
- Implementation:FMInference FlexLLMGen DeepSpeed State Dict Factory
- Implementation:Fastai Fastbook LMDataLoader
- Implementation:Cohere ai Cohere python Citation Model
- Implementation:Guardrails ai Guardrails Embedding
- Implementation:Avhz RustQuant Risk Reward
- Implementation:Langchain ai Langchain Partner Directory Layout
- Implementation:Microsoft DeepSpeedExamples DeepSpeed Initialize CIFAR
Heuristics
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
Environments
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Sgl project Sglang CPU Runtime
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies