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https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6813339.pdf&bkn=6813338&pdfType=book
Series ISSN: 1939-5221 Series ISSN: 1939-5221 Series ISSN: 1939-5221 SYNTHESIS LECTURES ON ENGINEERING SYNTHESIS LECTURES ON ENGINEERING SYNTHESIS LECTURES ON ENGINEERING Series Editor: Steven F. Barrett, University of Wyoming Series Editor: Steven F. Barrett, University of Wyoming Series Editor: Steven F. Barrett...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6813065.pdf&bkn=6813064&pdfType=book
SYNTHESIS LECTURES ON ENGINEERING Series Editor: Steven F. Barrett, University of Wyoming Series ISSN: 1939-5221 Crafting Your Research Future A Guide to Successful Master’s and PhD Degrees in Science & Engineering Charles X. Ling Western University, Ontario, Canada Qiang Yang Hong Kong University of Science and Tec...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=7416054.pdf&bkn=7416053&pdfType=book
Series ISSN 1939-5221 S a e e d B . i N k u Engineering Principles in Everyday Life for Non-Engineers Saeed B. Niku, California Polytechnic State University This book is about the role of some engineering principles in our everyday lives. Engineers study these principles and use them in the design and analysis ...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6813538.pdf&bkn=6813537&pdfType=book
SYNTHESIS LECTURES ON ENGINEERING Series ISSN: 1939-5221 Systems Engineering Building Successful Systems Howard Eisner, The George Washington University This book provides an overview of systems engineering, its important elements, and aspects of management that will lead in the direction of building systems with a...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6812861.pdf&bkn=6812860&pdfType=book
MOBK076-FM MOBKXXX-Sample.cls April 1, 2007 13:28 Project Management for Engineering Design Copyright © 2007 by Morgan & Claypool All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means—electronic, mechanical, photocopy, ...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6812953.pdf&bkn=6812952&pdfType=book
Series ISSN: 1939-5221 Series ISSN: 1939-5221 Series ISSN: 1939-5221 SYNTHESIS LECTURES ON ENGINEERING SYNTHESIS LECTURES ON ENGINEERING SYNTHESIS LECTURES ON ENGINEERING MATLAB for Engineering and the MATLAB for Engineering and the MATLAB for Engineering and the Life Sciences Life Sciences Life Sciences Joseph V....
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=8379400.pdf&bkn=8379399&pdfType=book
Series ISSN 1939-5221 Strategic Cost Fundamentals for Designers, Engineers, Technologists, Estimators, Project Managers, and Financial Analysts Robert C. Creese, West Virginia University (Emeritus) This book is designed to introduce designers, engineers, technologists, estimators, project managers, and f...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=8355744.pdf&bkn=8355743&pdfType=book
Series ISSN 1939-5221 Data Mining and Market Intelligence Implications for Decision Making Mustapha Akinkunmi, American University of Nigeria This book is written to address the issues relating to data gathering, data warehousing, and data analysis, all of which are useful when working with large amounts of data. U...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6813428.pdf&bkn=6813427&pdfType=book
S Y N T H E S I S L E C T U R E S O N E N G I N E E R I N G Series ISSN: 1939-5221 SERIES EDITOR: Stephen F. Barrett,University of Wyoming LYING BY APPROXIMATION The Truth about Finite Element Analysis Vincent C. Prantil, Milwaukee School of Engineering Christopher Papadopoulos, University of Puerto Rico, Mayag Ÿ...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=9110817.pdf&bkn=9110816&pdfType=book
Introduction to Engineering Research Wendy C. Crone, University of Wisconsin-Madison Undergraduate and first-year graduate students engaging in engineering research need more than technical skills and tools to be successful. From finding a research position and funding, to getting the mentoring needed to ...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6813191.pdf&bkn=6813190&pdfType=book
MOBK070-FM MOBKXXX-Sample.cls March 22, 2007 13:6 Essentials of Applied Mathematics for Scientists and Engineers MOBK070-FM MOBKXXX-Sample.cls March 22, 2007 13:6 Copyright © 2007 by Morgan & Claypool All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmi...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=7042954.pdf&bkn=7042953&pdfType=book
S Y N T H E S I S L E C T U R E S O N E N G I N E E R I N G S Y N T H E S I S L E C T U R E S O N E N G I N E E R I N G S Y N T H E S I S L E C T U R E S O N E N G I N E E R I N G Series ISSN: 1939-5221 Series ISSN: 1939-5221 Series ISSN: 1939-5221 SERIES EDITOR: Stephen F. Barrett, University of Wyoming SER...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=8355742.pdf&bkn=8355741&pdfType=book
Series ISSN: 2327-6738 Series Editor: Robert Beitle, Jr., University of Arkansas Concise Introduction to Cement Chemistry and Manufacturing Tadele Assefa Aragaw, Bahir Dar University, Ethiopia This book is designed to be used in an introductory sophomore-level undergraduate course in chemical engineering, civil ...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=7833474.pdf&bkn=7833473&pdfType=book
Series ISSN 1939-5221 The Human Side of Engineering John Heywood, Trinity College Dublin-University of Dublin While in many university courses attention is given to the human side, as opposed to the technical side of engineering, it is by and large an afterthought. Engineering is, however, a technic...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6813709.pdf&bkn=6813708&pdfType=book
Series ISSN: 1939-5221 Series ISSN: 1939-5221 SYNTHESIS LECTURES oN ENGINEERING SYNTHESIS LECTURES oN ENGINEERING A little Book on Teaching A little Book on Teaching A Beginner’s Guide for Educators of A Beginner’s Guide for Educators of Engineering and Applied Science Engineering and Applied Science Steven...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=8306844.pdf&bkn=8306843&pdfType=book
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https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6813309.pdf&bkn=6813308&pdfType=book
SYNTHESIS LECTURES ON ENGINEERING SYNTHESIS LECTURES ON ENGINEERING SYNTHESIS LECTURES ON ENGINEERING Series ISSN: 1939-5221 Series ISSN: 1939-5221 Series ISSN: 1939-5221 Engineering Thermodynamics and Engineering Thermodynamics and Engineering Thermodynamics and 21st Century Energy Problems 21st Century Energy ...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=7224644.pdf&bkn=7224643&pdfType=book
Series ISSN: 1932-3166 A, B, See… in 3D A Workbook to Improve 3-D Visualization Skills Dan G. Dimitriu, PhD, P.E., Professor, San Antonio College The workbook provides over 100 3D visualization exercises challenging the student to create three dimensions from two. It is a powerful and effective way to help en...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=8940927.pdf&bkn=8940926&pdfType=book
Series ISSN 1939-5221 Relativistic Classical Mechanics and Electrodynamics Martin Land, Hadassah College, Jerusalem Lawrence P. Horwitz, Tel Aviv University, Bar Ilan University, and Ariel University This book presents classical relativistic mechanics and electrodynamics in the Feynman-Stueckelberg event-oriented f...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=8672399.pdf&bkn=8672398&pdfType=book
Ancient Hindu Science Its Transmission and Impact on World Cultures Copyright © 2019 by Morgan & Claypool All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means—electronic, mechanical, photocopy, recording, or any other except fo...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=9340651.pdf&bkn=9340650&pdfType=book
Biologically Inspired Design A Primer Torben A. Lenau, Danmarks Tekniske Universitet Akhlesh Lakhtakia, The Pennsylvania State University As the existence of all life forms on our planet is currently in grave danger from the climate emergency caused by Homo sapiens, the words “sustainability” and “eco-responsibili...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6812753.pdf&bkn=6812752&pdfType=book
Style and Ethics of Communication in Science and Engineering Copyright © 2009 by Morgan & Claypool All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means—electronic, mechanical, photocopy, recording, or any other except for br...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=6813532.pdf&bkn=6813531&pdfType=book
Series ISSN: 1946-7680 Series ISSN: 1946-7680 Series ISSN: 1946-7680 SyntheSiS LectureS On engineering SyntheSiS LectureS On engineering SyntheSiS LectureS On engineering The Engineering Design Challenge: A Creative Process The Engineering Design Challenge: A Creative Process The Engineering Design Challenge: A Creat...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=9050689.pdf&bkn=9050688&pdfType=book
The Search for the Absolute How Magic Became Science Jeffrey H. Williams, Formerly at Bureau International des Poids et Mesures History and archaeology tell us that when our far ancestors began to settle in localized groups, they codified their lives and experiences, and formed a collective for mutual support. This...
https://ieeexplore.ieee.org/xpl/ebooks/bookPdfWithBanner.jsp?fileName=8737906.pdf&bkn=8737905&pdfType=book
Synthesis Lectures on Engineering Series ISSN 1939-5221 Transformative Teaching A Collection of Stories of Engineering Faculty’s Pedagogical Journeys Nadia Kellam, Arizona State University Brooke Coley, Arizona State University Audrey Boklage, University of Texas at Austin The journey to becoming an exemplary...
huggingface/hf-endpoints-documentation/blob/main/docs/source/guides/create_endpoint.mdx
Create an Endpoint After your first login, you will be directed to the [Endpoint creation page](https://ui.endpoints.huggingface.co/new). As an example, this guide will go through the steps to deploy [distilbert-base-uncased-finetuned-sst-2-english](https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-engli...
huggingface/evaluate/blob/main/docs/source/choosing_a_metric.mdx
Choosing a metric for your task **So you've trained your model and want to see how well it’s doing on a dataset of your choice. Where do you start?** There is no “one size fits all” approach to choosing an evaluation metric, but some good guidelines to keep in mind are: ## Categories of metrics There are 3 high-le...
gradio-app/gradio/blob/main/guides/cn/01_getting-started/02_key-features.md
主要特点 让我们来介绍一下 Gradio 最受欢迎的一些功能!这里是 Gradio 的主要特点: 1. [添加示例输入](#example-inputs) 2. [传递自定义错误消息](#errors) 3. [添加描述内容](#descriptive-content) 4. [设置旗标](#flagging) 5. [预处理和后处理](#preprocessing-and-postprocessing) 6. [样式化演示](#styling) 7. [排队用户](#queuing) 8. [迭代输出](#iterative-outputs) 9. [进度条](#progress-bars) 10. [批处理函数](#bat...
huggingface/transformers/blob/main/docs/source/en/perf_train_tpu_tf.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
gradio-app/gradio/blob/main/demo/blocks_random_slider/run.ipynb
Gradio Demo: blocks_random_slider ``` !pip install -q gradio ``` ``` import gradio as gr def func(slider_1, slider_2): return slider_1 * 5 + slider_2 with gr.Blocks() as demo: slider = gr.Slider(minimum=-10.2, maximum=15, label="Random Slider (Static)", randomize=True) slider_1 = gr.Slider(minimu...
huggingface/hub-docs/blob/main/docs/hub/security-git-ssh.md
Git over SSH You can access and write data in repositories on huggingface.co using SSH (Secure Shell Protocol). When you connect via SSH, you authenticate using a private key file on your local machine. Some actions, such as pushing changes, or cloning private repositories, will require you to upload your SSH public...
huggingface/transformers/blob/main/examples/research_projects/layoutlmv3/README.md
!--- Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or a...
gradio-app/gradio/blob/main/guides/03_building-with-blocks/03_state-in-blocks.md
State in Blocks We covered [State in Interfaces](https://gradio.app/interface-state), this guide takes a look at state in Blocks, which works mostly the same. ## Global State Global state in Blocks works the same as in Interface. Any variable created outside a function call is a reference shared between all users. ...
gradio-app/gradio/blob/main/guides/cn/05_tabular-data-science-and-plots/plot-component-for-maps.md
如何使用地图组件绘制图表 Related spaces: Tags: PLOTS, MAPS ## 简介 本指南介绍如何使用 Gradio 的 `Plot` 组件在地图上绘制地理数据。Gradio 的 `Plot` 组件可以与 Matplotlib、Bokeh 和 Plotly 一起使用。在本指南中,我们将使用 Plotly 进行操作。Plotly 可以让开发人员轻松创建各种地图来展示他们的地理数据。点击[这里](https://plotly.com/python/maps/)查看一些示例。 ## 概述 我们将使用纽约市的 Airbnb 数据集,该数据集托管在 kaggle 上,点击[这里](https://www.ka...
huggingface/pytorch-image-models/blob/main/hfdocs/source/models/se-resnet.mdx
SE-ResNet **SE ResNet** is a variant of a [ResNet](https://www.paperswithcode.com/method/resnet) that employs [squeeze-and-excitation blocks](https://paperswithcode.com/method/squeeze-and-excitation-block) to enable the network to perform dynamic channel-wise feature recalibration. ## How do I use this model on an i...
huggingface/evaluate/blob/main/metrics/poseval/README.md
-- title: poseval emoji: 🤗 colorFrom: blue colorTo: red sdk: gradio sdk_version: 3.19.1 app_file: app.py pinned: false tags: - evaluate - metric description: >- The poseval metric can be used to evaluate POS taggers. Since seqeval does not work well with POS data that is not in IOB format the poseval is an alter...
huggingface/blog/blob/main/large-language-models.md
-- title: "Large Language Models: A New Moore's Law?" thumbnail: /blog/assets/33_large_language_models/01_model_size.jpg authors: - user: juliensimon --- # Large Language Models: A New Moore's Law? A few days ago, Microsoft and NVIDIA [introduced](https://www.microsoft.com/en-us/research/blog/using-deepspeed-and-me...
huggingface/transformers/blob/main/docs/source/en/model_doc/vision-text-dual-encoder.md
!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/course/blob/main/subtitles/en/raw/chapter3/02d_dynamic-padding.md
hat is dynamic padding? In the "Batching Inputs together" video, we have seen that to be able to group inputs of different lengths in the same batch, we need to add padding tokens to all the short inputs until they are all of the same length. Here for instance, the longest sentence is the third one, and we need to add ...
huggingface/diffusers/blob/main/docs/source/en/api/pipelines/kandinsky3.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to ...
huggingface/datasets-server/blob/main/services/worker/README.md
Datasets server - worker > Workers that pre-compute and cache the response to /splits, /first-rows, /parquet, /info and /size. ## Configuration Use environment variables to configure the workers. The prefix of each environment variable gives its scope. ### Uvicorn The following environment variables are used to c...
huggingface/datasets/blob/main/docs/source/about_mapstyle_vs_iterable.mdx
Differences between Dataset and IterableDataset There are two types of dataset objects, a [`Dataset`] and an [`IterableDataset`]. Whichever type of dataset you choose to use or create depends on the size of the dataset. In general, an [`IterableDataset`] is ideal for big datasets (think hundreds of GBs!) due to its l...
huggingface/deep-rl-class/blob/main/units/en/unit2/q-learning-recap.mdx
Q-Learning Recap [[q-learning-recap]] *Q-Learning* **is the RL algorithm that** : - Trains a *Q-function*, an **action-value function** encoded, in internal memory, by a *Q-table* **containing all the state-action pair values.** - Given a state and action, our Q-function **will search its Q-table for the correspon...
huggingface/transformers/blob/main/docs/source/en/tasks/zero_shot_object_detection.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/deep-rl-class/blob/main/units/en/unit6/quiz.mdx
Quiz The best way to learn and [to avoid the illusion of competence](https://www.coursera.org/lecture/learning-how-to-learn/illusions-of-competence-BuFzf) **is to test yourself.** This will help you to find **where you need to reinforce your knowledge**. ### Q1: Which of the following interpretations of bias-varian...
huggingface/hf-endpoints-documentation/blob/main/docs/source/guides/logs.mdx
Access and read Logs Hugging Face Endpoints provides access to the logs of your Endpoints through the UI in the “Logs” tab of your Endpoint. You will have access to the build logs of your Image artifacts as well as access to the Container Logs during inference. <img src="https://raw.githubusercontent.com/huggingfa...
gradio-app/gradio/blob/main/demo/examples_component/run.ipynb
Gradio Demo: examples_component ``` !pip install -q gradio ``` ``` # Downloading files from the demo repo import os os.mkdir('images') !wget -q -O images/cheetah1.jpg https://github.com/gradio-app/gradio/raw/main/demo/examples_component/images/cheetah1.jpg !wget -q -O images/lion.jpg https://github.com/gradio-app...
huggingface/deep-rl-class/blob/main/units/en/unit4/additional-readings.mdx
Additional Readings These are **optional readings** if you want to go deeper. ## Introduction to Policy Optimization - [Part 3: Intro to Policy Optimization - Spinning Up documentation](https://spinningup.openai.com/en/latest/spinningup/rl_intro3.html) ## Policy Gradient - [https://johnwlambert.github.io/policy...
huggingface/optimum/blob/main/docs/source/onnxruntime/package_reference/quantization.mdx
!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
gradio-app/gradio/blob/main/demo/number_component/run.ipynb
Gradio Demo: number_component ``` !pip install -q gradio ``` ``` import gradio as gr with gr.Blocks() as demo: gr.Number() demo.launch() ```
gradio-app/gradio/blob/main/demo/map_airbnb/run.ipynb
Gradio Demo: map_airbnb ### Display an interactive map of AirBnB locations with Plotly. Data is hosted on HuggingFace Datasets. ``` !pip install -q gradio plotly ``` ``` import gradio as gr import plotly.graph_objects as go from datasets import load_dataset dataset = load_dataset("gradio/NYC-Airbnb-Open...
huggingface/pytorch-image-models/blob/main/hfdocs/source/models/res2net.mdx
Res2Net **Res2Net** is an image model that employs a variation on bottleneck residual blocks, [Res2Net Blocks](https://paperswithcode.com/method/res2net-block). The motivation is to be able to represent features at multiple scales. This is achieved through a novel building block for CNNs that constructs hierarchical ...
huggingface/course/blob/main/subtitles/en/raw/chapter5/03a_slice-and-dice.md
ow to slice and dice a dataset. Most of the time, the data you work with won’t be perfectly prepared for training models. In this video we’ll explore various features that Datasets provides to clean up your datasets. The Datasets library provides several built-in methods that allow you to wrangle your data. In this vid...
gradio-app/gradio/blob/main/demo/question-answering/run.ipynb
Gradio Demo: question-answering ``` !pip install -q gradio torch transformers ``` ``` import gradio as gr from transformers import AutoModelForQuestionAnswering, AutoTokenizer, pipeline model_name = "deepset/roberta-base-squad2" nlp = pipeline("question-answering", model=model_name, tokenizer=model_name) conte...
huggingface/diffusers/blob/main/docs/source/en/api/loaders/ip_adapter.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/peft/blob/main/docs/source/package_reference/config.md
!--⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be rendered properly in your Markdown viewer. --> # Configuration [`PeftConfigMixin`] is the base configuration class for storing the adapter configuration of a [`PeftModel`], and [`PromptLearningCon...
huggingface/transformers/blob/main/README_ru.md
!--- Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or a...
huggingface/transformers/blob/main/docs/source/en/model_sharing.md
!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/diffusers/blob/main/docs/source/en/training/lora.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/evaluate/blob/main/metrics/mape/README.md
-- title: MAPE emoji: 🤗 colorFrom: blue colorTo: red sdk: gradio sdk_version: 3.19.1 app_file: app.py pinned: false tags: - evaluate - metric description: >- Mean Absolute Percentage Error (MAPE) is the mean percentage error difference between the predicted and actual values. --- # Metric Card for MAPE ## Metr...
huggingface/pytorch-image-models/blob/main/docs/models/ensemble-adversarial.md
# Ensemble Adversarial Inception ResNet v2 **Inception-ResNet-v2** is a convolutional neural architecture that builds on the Inception family of architectures but incorporates [residual connections](https://paperswithcode.com/method/residual-connection) (replacing the filter concatenation stage of the Inception archi...
huggingface/hub-docs/blob/main/docs/hub/flair.md
Using Flair at Hugging Face [Flair](https://github.com/flairNLP/flair) is a very simple framework for state-of-the-art NLP. Developed by [Humboldt University of Berlin](https://www.informatik.hu-berlin.de/en/forschung-en/gebiete/ml-en/) and friends. ## Exploring Flair in the Hub You can find `flair` models by filte...
gradio-app/gradio/blob/main/js/accordion/README.md
`@gradio/button` ```html <script> import { Button } from "@gradio/button"; </script> <button type="primary|secondary" href="string" on:click="{e.detail === href}"> content </button> ```
huggingface/course/blob/main/subtitles/en/raw/chapter3/02a_datasets-overview-pt.md
he Hugging Face Datasets library: A Quick overview. The Hugging Face Datasets library is a library that provides an API to quickly download many public datasets and preprocess them. In this video we will explore how to do that. The downloading part is easy: with the load_dataset function, you can directly download and ...
huggingface/blog/blob/main/mantis-case-study.md
-- title: "Why we’re switching to Hugging Face Inference Endpoints, and maybe you should too" thumbnail: /blog/assets/78_ml_director_insights/mantis1.png authors: - user: mattupson guest: true --- # Why we’re switching to Hugging Face Inference Endpoints, and maybe you should too Hugging Face recently launched [I...
huggingface/evaluate/blob/main/metrics/rouge/README.md
-- title: ROUGE emoji: 🤗 colorFrom: blue colorTo: red sdk: gradio sdk_version: 3.19.1 app_file: app.py pinned: false tags: - evaluate - metric description: >- ROUGE, or Recall-Oriented Understudy for Gisting Evaluation, is a set of metrics and a software package used for evaluating automatic summarization and mac...
huggingface/diffusers/blob/main/docs/source/en/api/pipelines/audioldm.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/course/blob/main/subtitles/en/raw/chapter2/04c_character-based-tokenizers.md
efore diving in character-based tokenization, understanding why this kind of tokenization is interesting requires understanding the flaws of word-based tokenization. If you haven't seen the first video on word-based tokenization we recommend you check it out before looking at this video. Let's take a look at character-...
huggingface/deep-rl-class/blob/main/units/en/unit7/hands-on.mdx
Hands-on Now that you learned the basics of multi-agents, you're ready to train your first agents in a multi-agent system: **a 2vs2 soccer team that needs to beat the opponent team**. And you’re going to participate in AI vs. AI challenges where your trained agent will compete against other classmates’ **agents ever...
gradio-app/gradio/blob/main/demo/sales_projections/run.ipynb
Gradio Demo: sales_projections ``` !pip install -q gradio pandas numpy matplotlib ``` ``` import matplotlib.pyplot as plt import numpy as np import gradio as gr def sales_projections(employee_data): sales_data = employee_data.iloc[:, 1:4].astype("int").to_numpy() regression_values = np.apply_along_axis(...
huggingface/datasets/blob/main/metrics/f1/README.md
Metric Card for F1 ## Metric Description The F1 score is the harmonic mean of the precision and recall. It can be computed with the equation: F1 = 2 * (precision * recall) / (precision + recall) ## How to Use At minimum, this metric requires predictions and references as input ```python >>> f1_metric = datasets...
huggingface/transformers/blob/main/docs/source/en/model_doc/timesformer.md
!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/transformers/blob/main/docs/source/en/model_doc/swinv2.md
!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/transformers/blob/main/docs/source/en/model_doc/rembert.md
!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/diffusers/blob/main/docs/source/en/using-diffusers/inference_with_lcm_lora.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/diffusers/blob/main/examples/consistency_distillation/README_sdxl.md
Latent Consistency Distillation Example: [Latent Consistency Models (LCMs)](https://arxiv.org/abs/2310.04378) is a method to distill a latent diffusion model to enable swift inference with minimal steps. This example demonstrates how to use latent consistency distillation to distill SDXL for inference with few timest...
huggingface/transformers/blob/main/docs/source/en/model_doc/autoformer.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/blog/blob/main/hub-duckdb.md
-- title: "DuckDB: analyze 50,000+ datasets stored on the Hugging Face Hub" thumbnail: /blog/assets/hub_duckdb/hub_duckdb.png authors: - user: stevhliu - user: lhoestq - user: severo --- # DuckDB: run SQL queries on 50,000+ datasets on the Hugging Face Hub The Hugging Face Hub is dedicated to providing open access ...
gradio-app/gradio/blob/main/guides/06_integrating-other-frameworks/Gradio-and-Wandb-Integration.md
Gradio and W&B Integration Related spaces: https://huggingface.co/spaces/akhaliq/JoJoGAN Tags: WANDB, SPACES Contributed by Gradio team ## Introduction In this Guide, we'll walk you through: - Introduction of Gradio, and Hugging Face Spaces, and Wandb - How to setup a Gradio demo using the Wandb integration for Jo...
gradio-app/gradio/blob/main/demo/duplicatebutton_component/run.ipynb
Gradio Demo: duplicatebutton_component ``` !pip install -q gradio ``` ``` import gradio as gr with gr.Blocks() as demo: gr.DuplicateButton() demo.launch() ```
huggingface/hub-docs/blob/main/docs/hub/models-widgets-examples.md
Widget Examples Note that each widget example can also optionally describe the corresponding model output, directly in the `output` property. See [the spec](./models-widgets#example-outputs) for more details. ## Natural Language Processing ### Fill-Mask ```yaml widget: - text: "Paris is the <mask> of France." ex...
huggingface/diffusers/blob/main/docs/source/en/api/models/unet.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/blog/blob/main/ai-webtv.md
-- title: "Building an AI WebTV" thumbnail: /blog/assets/156_ai_webtv/thumbnail.gif authors: - user: jbilcke-hf --- # Building an AI WebTV The AI WebTV is an experimental demo to showcase the latest advancements in automatic video and music synthesis. 👉 Watch the stream now by going to the [AI WebTV Space](https:/...
huggingface/diffusers/blob/main/src/diffusers/pipelines/stable_diffusion/README.md
Stable Diffusion ## Overview Stable Diffusion was proposed in [Stable Diffusion Announcement](https://stability.ai/blog/stable-diffusion-announcement) by Patrick Esser and Robin Rombach and the Stability AI team. The summary of the model is the following: *Stable Diffusion is a text-to-image model that will empowe...
huggingface/huggingface_hub/blob/main/README_hi.md
p align="center"> <br/> <img alt="huggingface_hub library logo" src="https://huggingface.co/datasets/huggingface/documentation-images/raw/main/huggingface_hub.svg" width="376" height="59" style="max-width: 100%;"> <br/> </p> <p align="center"> <i>Huggingface Hub के लिए आधिकारिक पायथन क्लाइंट।</i> </p> <p ...
huggingface/transformers/blob/main/docs/source/en/model_doc/lxmert.md
!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
huggingface/tokenizers/blob/main/docs/source-doc-builder/pipeline.mdx
The tokenization pipeline When calling `Tokenizer.encode` or `Tokenizer.encode_batch`, the input text(s) go through the following pipeline: - `normalization` - `pre-tokenization` - `model` - `post-processing` We'll see in details what happens during each of those steps in detail, as well as when you want to...
huggingface/pytorch-image-models/blob/main/docs/models/tresnet.md
TResNet A **TResNet** is a variant on a [ResNet](https://paperswithcode.com/method/resnet) that aim to boost accuracy while maintaining GPU training and inference efficiency. They contain several design tricks including a SpaceToDepth stem, [Anti-Alias downsampling](https://paperswithcode.com/method/anti-alias-downs...
huggingface/hub-docs/blob/main/docs/hub/datasets-viewer-configure.md
Configure the Dataset Viewer The Dataset Viewer supports many [data files formats](./datasets-adding#file-formats), from text to tabular and from image to audio formats. It also separates the train/validation/test splits based on file and folder names. To configure the Dataset Viewer for your dataset, first make sur...
huggingface/transformers/blob/main/examples/research_projects/jax-projects/big_bird/README.md
Author: [@vasudevgupta7](https://github.com/thevasudevgupta/) ## Intro In this project, we fine-tuned [**BigBird**](https://arxiv.org/abs/2007.14062) on [**natural-questions**](https://huggingface.co/datasets/natural_questions) dataset for **question-answering** task on long documents. **BigBird**, is a **sparse-atte...
huggingface/blog/blob/main/fine-tune-clip-rsicd.md
-- title: Fine tuning CLIP with Remote Sensing (Satellite) images and captions thumbnail: /blog/assets/30_clip_rsicd/clip_schematic.png authors: - user: arampacha guest: true - user: devv guest: true - user: goutham794 guest: true - user: cataluna84 guest: true - user: ghosh-r guest: true - user: sujitpal g...
huggingface/transformers/blob/main/notebooks/README.md
!--- Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or a...
huggingface/blog/blob/main/informer.md
-- title: "Multivariate Probabilistic Time Series Forecasting with Informer" thumbnail: /blog/assets/134_informer/thumbnail.png authors: - user: elisim guest: true - user: nielsr - user: kashif --- # Multivariate Probabilistic Time Series Forecasting with Informer <script async defer src="https://unpkg.com/medium...
huggingface/pytorch-image-models/blob/main/docs/models/se-resnet.md
SE-ResNet **SE ResNet** is a variant of a [ResNet](https://www.paperswithcode.com/method/resnet) that employs [squeeze-and-excitation blocks](https://paperswithcode.com/method/squeeze-and-excitation-block) to enable the network to perform dynamic channel-wise feature recalibration. ## How do I use this model on an i...
huggingface/diffusers/blob/main/docs/source/en/api/pipelines/kandinsky_v22.md
!--Copyright 2023 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to ...
huggingface/blog/blob/main/huggy-lingo.md
-- title: "Huggy Lingo: Using Machine Learning to Improve Language Metadata on the Hugging Face Hub" thumbnail: blog/assets/156_huggylingo/Huggy_Lingo.png authors: - user: davanstrien --- ## Huggy Lingo: Using Machine Learning to Improve Language Metadata on the Hugging Face Hub **tl;dr**: We're using machine learn...
huggingface/transformers/blob/main/docs/source/en/main_classes/trainer.md
!--Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...
gradio-app/gradio/blob/main/demo/upload_button_component_events/run.ipynb
Gradio Demo: upload_button_component_events ``` !pip install -q gradio ``` ``` import gradio as gr with gr.Blocks() as demo: with gr.Row(): with gr.Column(): upload_btn = gr.UploadButton(label="Upload Single File", file_count="single") with gr.Column(): output_fil...
huggingface/course/blob/main/chapters/en/chapter6/4.mdx
Normalization and pre-tokenization[[normalization-and-pre-tokenization]] <CourseFloatingBanner chapter={6} classNames="absolute z-10 right-0 top-0" notebooks={[ {label: "Google Colab", value: "https://colab.research.google.com/github/huggingface/notebooks/blob/master/course/en/chapter6/section4.ipynb"}, {...
huggingface/simulate/blob/main/docs/source/howto/map_pools.mdx
!--Copyright 2022 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed ...