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Exploring the Role of Neural Networks in Natural Language Processing: A Comprehensive Survey

Bahr LS, Bock M, Liebscher D, Bellmann-Strobl J, Franz L, Prüß A et al.

Nature Science

Interactions between the ribosomal exit tunnel and the nascent peptide can affect translation elongation rates. While previous studies have already demonstrated the feasibility of such interactions, little is known about the nature ... See more

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A Multiclassifier-based Near-Real-Time Face Detection System

H. Wu and J. Zelek

International Journal of Robotics and Automation,

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Join the community, add a new evaluation result row, automated essay scoring.

26 papers with code • 1 benchmarks • 1 datasets

Essay scoring: Automated Essay Scoring is the task of assigning a score to an essay, usually in the context of assessing the language ability of a language learner. The quality of an essay is affected by the following four primary dimensions: topic relevance, organization and coherence, word usage and sentence complexity, and grammar and mechanics.

Source: A Joint Model for Multimodal Document Quality Assessment

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Most implemented papers

Automated essay scoring based on two-stage learning.

Current state-of-art feature-engineered and end-to-end Automated Essay Score (AES) methods are proven to be unable to detect adversarial samples, e. g. the essays composed of permuted sentences and the prompt-irrelevant essays.

A Neural Approach to Automated Essay Scoring

nusnlp/nea • EMNLP 2016

SkipFlow: Incorporating Neural Coherence Features for End-to-End Automatic Text Scoring

essay app github

Our new method proposes a new \textsc{SkipFlow} mechanism that models relationships between snapshots of the hidden representations of a long short-term memory (LSTM) network as it reads.

Neural Automated Essay Scoring and Coherence Modeling for Adversarially Crafted Input

Youmna-H/Coherence_AES • NAACL 2018

We demonstrate that current state-of-the-art approaches to Automated Essay Scoring (AES) are not well-suited to capturing adversarially crafted input of grammatical but incoherent sequences of sentences.

Co-Attention Based Neural Network for Source-Dependent Essay Scoring

This paper presents an investigation of using a co-attention based neural network for source-dependent essay scoring.

Language models and Automated Essay Scoring

In this paper, we present a new comparative study on automatic essay scoring (AES).

Evaluation Toolkit For Robustness Testing Of Automatic Essay Scoring Systems

midas-research/calling-out-bluff • 14 Jul 2020

This number is increasing further due to COVID-19 and the associated automation of education and testing.

Prompt Agnostic Essay Scorer: A Domain Generalization Approach to Cross-prompt Automated Essay Scoring

Cross-prompt automated essay scoring (AES) requires the system to use non target-prompt essays to award scores to a target-prompt essay.

Many Hands Make Light Work: Using Essay Traits to Automatically Score Essays

To find out which traits work best for different types of essays, we conduct ablation tests for each of the essay traits.

EXPATS: A Toolkit for Explainable Automated Text Scoring

octanove/expats • 7 Apr 2021

Automated text scoring (ATS) tasks, such as automated essay scoring and readability assessment, are important educational applications of natural language processing.

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I play on my computer. It's not video games that capture my imagination and time, though; instead, it is that most ethereal ability of software - to create whatever you can imagine, with only code standing in your way. For a moment, pretend you are an architect. Imagine if you could have the original blueprints for the greatest building in the world, then modify them to your hearts content and have those changes reflected in the actual building. That is the promise of open-source software; and one of the greatest open-source projects ever created is the Internet. It has been moving away from its open-source roots, however, toward a web of somewhat-interconnected, mostly-separate networks. This is a bad thing .

Because the Internet is one of the greatest inventions ever created by man, it must be kept free and open, not controlled by any single entity or group. The last invention with this kind of an impact was Gutenberg's printing press, and that idea took far longer to spread. The Internet removes the middleman, allowing people from all over the world to interact, socialize, and correspond. They can find a new favorite musician and buy their music , with only a few clicks. They could write a book , then sell it to anyone who wanted to read it, while at the same time publicize it themselves! No longer do you need the music labels; no longer do the book publishers rule what makes the best-seller list.

The Internet is the strongest democratizing force ever created by man, and it is even stronger because we all use it by choice. In order for this to work, however, the Internet Service Providers must not prioritize their own content over anybody else's. The mobile network providers must not lock down their networks, either; the Internet must not be broken into a mobile web and desktop web.

There are a few different types of open-source projects: those that will only begrudgingly give you their code, those that gladly hand you their code but won't take back your changes, and those that will both give and receive code freely. Mozilla is about as open as an organization can be. Because of its distributed nature everything is done in the open. Meeting notes, chatrooms, mailing lists; everything is done in the open. Their projects range from Firefox to tools to make interactive videos, integrating identity into the browser, and applications that can run in any browser.

The solution here? Standards. There are already standards, like HTML/CSS/Javascript/HTTP, but the way in which they are controlled leaves something to be desired. My problem is not with the standards , it's with the standards organizations . If you were a developer today, and the W3C released a new spec for CSS, you would not be able to use it for several years, at the very least.

The promise of software is best met by open-source projects. The thing is, most programming languages are hard to learn. Not so with HTML and CSS, the building blocks of the current web; in part because they are not truly programming languages. HTML is actually a markup language, which makes it hard to write apps in; CSS, on the other hand, is slowly growing from a simplistic styling syntax into a true language. Therefore, I believe that the open web is the environment that best fulfills that elusive promise of software, one of endless flexibility, and a community of it's own: one where anyone can do anything and be anybody, a fact that can be both liberating and scary.

Playing with Software

  • The Internet, as it should be.
  • No middlemen
  • Disruptive technology

OSS and Mozilla

  • Open-Source Software
  • What is source code?
  • OSS makes it easy to learn by experimentation.
  • Difficult business model.
  • Mozilla Foundation/Corp
  • Only important points.

O Wonderful, Glorious Internet

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My GitHub Campus Expert Journey and how you can become one 🚩  

In my sophomore year in university, a friend took me to a local community meetup. Tech communities were new to me. It was the first time I attended a community meetup, and this experience changed everything.

I got inspired by the idea of community (people coming together and sharing their knowledge) that I decided to start a community on my campus. But I wasn't sure how one goes about it. Is there a process? Is there an organization that can help? How will I start? I was struggling with these questions.

While researching student communities, I landed on the GitHub Education 's website. I was already familiar with GitHub, but I didn't know that they ran a program for students. This excited me, and I started exploring more about different opportunities. That's when I learned about the GitHub Campus Expert program. I skimmed through the Campus Expert's website and realized that this program would help me start a community on my campus, so I hit the Become a Campus Expert button.

The Application Process

NOTE: The application process has been revamped. The article talks about the older application process. Please check the GitHub Campus Expert website to know about the latest application process.

To become a Campus Expert, one needs to verify that they're a student enrolled in a university. For verification, one can either upload their University ID or use their university email address.

My university didn't provide an email address that I could use for verification. Hence, for verifying my student status, I used my college ID. Once verified, I completed the initial application. The initial application had essay-style questions. They made you think about why you really wanted to join the program and how it could benefit you and your community. Writing my answers to these questions already helped me align my thoughts.

As a verified student, you also get access to the GitHub Student Developer Pack . This pack gives you access to tons of paid tools and services. You get access to cloud providers, learning platforms, email providers, and many more!

To become a Campus Expert back then, one had to go through training. This training involved completing modules. The modules were designed to help one understand various aspects of community building.

While working on these modules, I learned a lot about community. I understood what a community is, how to plan events and workshops, and the skills required to be an effective community leader. But this was time-consuming training. Not everyone who got invited to the training was able to complete it. That's another skill the training helped me with - determination.

Once you completed the modules, the next step was to wait and be patient. The review team reviewed the submissions thoroughly and shared their feedback. This feedback was an opportunity to dive deeper into the modules.

I received helpful feedback on my submissions. I worked on them and submitted my essays again. The second time was a charm! My submission was accepted, and I was a step closer to becoming a GitHub Campus Expert.

I still remember the day when I officially became a GitHub Campus Expert. It was October 2, 2018, when I had a call with Joe Nash (Program Manager at that time). This was the final step to becoming a Campus Expert.

I was both nervous and excited! The interview went well, and Joe helped me with the onboarding. I created my GitHub Campus Expert profile, joined the Slack workspace (now Discord), and was officially a GitHub Campus Expert 🥳

Being a Campus Expert

Even before becoming a Campus Expert, I already started building a community on my campus. We were planning to host our first event on October 8th. I was excited as this would become my first event as a Campus Expert.

As a GitHub Campus Expert, I got a lot of opportunities to help and inspire students. I helped students get started with open source. Throughout the journey, I met some great folks.

I always try to get new experiences and don't shy away from them. Being a Campus Expert helped me get these experiences. I managed booths at various events (read about my experience managing my first booth here ). I, along with my friends, organized the first Flutter Bootcamp .

The program also supported me and helped me with my first international conference talk . The program also helped me organize more than 40 events, meetups, and workshops in just six months, impacting more than 200 students.

The program has been helpful and inspiring. I found a community where I can reach out for help and support. You might feel like you're part of a huge family spread out across the world.

I would like to thank Joe, Lieke , Juan Pa and all the GitHub Campus Experts to be a constant inspiration and support! You folks are amazing 💖

More about the program

The GitHub Campus Expert program is a great opportunity to help your student community. The program focuses on your campus community. It can help you to build and grow the community.

The GitHub Campus Experts program, unlike other programs, focuses on supporting you to help you grow your community. By becoming a GitHub Campus Expert, you don't represent GitHub, nor you are called a GitHub Employee.

I hope this article gives you some insights into the program and its benefits. Below are the answers to some of the questions I get asked frequently.

What should I write in my application?

There is no correct answer for this. I always ask folks to be honest and share how they think the program will benefit their community.

Often times applicants forget that the program is not just for their growth, but it is focused on the growth of the community too.

I am not sure what I should write in my application, may you please give me some points?

As much as I would like to help, I am afraid I can't. If your motives for becoming a Campus Experts are not clear, you should take more time. Think about the ways the program can support your community.

What are the prerequisites/qualities to become a GitHub Campus Expert?

Being a student is the only prerequisite for becoming a GitHub Campus Expert. If there's no community on your campus, you can still apply. The program will help you start a community.

I also believe that passion is important. If you're not passionate, you may not enjoy the journey.

My application got rejected. Can I reapply?

Yes, you definitely can!

My application got rejected. When can I reapply?

If your application gets rejected, you can reapply in the next cohort. A new cohort starts every six months. But please don't let this stop you to contribute to the community. Use this time to build and grow your community. You'll get a great experience before joining the program. This experience can also help you with your application.

My application got rejected. What improvements should I make to get selected next time?

Rejections are a part of life. If your application got rejected, don't get disheartened, it's not you. Due to the huge volume of applicants, it gets difficult to shortlist them. It might also be possible that someone from your institute is already on their way to becoming a Campus Expert.

I am in the training phase and working on the modules. Could you please share your submissions? [deprecated]

The modules are designed to help you become a better community leader and improve your skills. I don't want to take away this learning opportunity from you. Hence, I won't share my essays with you.

Last Updated: Sat Feb 19 2022

Quickstart for building GitHub Apps

Quickly build a GitHub App that comments on pull requests.

In this article

Introduction.

GitHub Apps let you automate processes or integrate other platforms with GitHub. For more info, see " About creating GitHub Apps ."

This quickstart describes how to quickly create a GitHub App. When a pull request is opened in a repository that the app was granted access to, the app will add a comment to the pull request.

This quickstart uses pre-written code to help you get started quickly. For a more detailed tutorial that helps you write the code, see " Building a GitHub App that responds to webhook events ."

Prerequisites

Your computer or codespace should use Node.js version 12 or greater. For more information, see Node.js .

Step 1: Clone the app code

To help you get started quickly, we wrote code that you can use. If you want to learn how to write the code yourself, see " Building a GitHub App that responds to webhook events ".

  • Clone the github/github-app-js-sample repository. For more information, see " Cloning a repository ." You may use a local clone or GitHub Codespaces.
  • In a terminal window, navigate to the directory where your clone is stored.
  • Run npm install to install the dependencies.

Step 2: Get a webhook proxy URL

In order to develop your app locally, you can use a webhook proxy URL to forward webhooks from GitHub to your computer or codespace. This quickstart uses Smee.io to provide a webhook proxy URL and forward webhooks.

  • In your browser, navigate to https://smee.io/ .
  • Click Start a new channel .
  • Copy the full URL under "Webhook Proxy URL". You will use this URL in a later step.

Step 3: Register a GitHub App

The following steps will guide you through configuring the app settings that are required for this quickstart. For more information about the settings, see " Registering a GitHub App ."

  • In the upper-right corner of any page on GitHub, click your profile photo.
  • For an app owned by a personal account, click Settings .
  • Click Your organizations .
  • To the right of the organization, click Settings .
  • In the left sidebar, click Developer settings .
  • In the left sidebar, click GitHub Apps .
  • Click New GitHub App .
  • Under "GitHub App name", enter a name for your app. For example, USERNAME-quickstart-app where USERNAME is your GitHub username.
  • Under "Homepage URL", enter https://github.com/github/github-app-js-sample#readme .
  • Skip the "Identifying and authorizing users" and "Post installation" sections for this quickstart. For more information about these settings, see " Registering a GitHub App ."
  • Make sure that Active is selected under "Webhooks."
  • Under "Webhook URL", enter your webhook proxy URL from earlier. For more information, see " Step 2: Get a webhook proxy URL ."
  • Under "Webhook secret", enter a random string. You will use this string later.
  • Under "Repository permissions", next to "Pull requests," select Read & write .
  • Under "Subscribe to events", select Pull request .
  • Under "Where can this GitHub App be installed?", select Only on this account .
  • Click Create GitHub App .

Step 4: Store identifying information and credentials

In this quickstart, you will store your app's credentials and identifying information as environment variables in a .env file. When you deploy your app, you will want to change how you store the credentials. For more information, see " Deploy your app ."

Make sure that you are on a secure machine before performing these steps since you will store your credentials locally.

Create a .env file

Your cloned repository includes .env in the .gitignore file. This will prevent you from accidentally committing your app's credentials. For more information about .gitignore files, see " Ignoring files ."

Navigate to the directory where your clone of github/github-app-js-sample is stored.

Create a file called .env at the top level of this directory.

Add the following contents to your .env file. You will update the values in a later step.

Navigate to your app settings

If you navigated away from your app settings after creating your app, navigate to the settings page for your app:

  • Next to your app's name, click Edit .

Get your app credentials and identifying information

  • On your app's settings page, next to "App ID", find the app ID for your app.
  • In your .env file, replace YOUR_APP_ID with the app ID of your app.
  • On your app's settings page, under "Private keys", click Generate a private key . You will see a private key in PEM format downloaded to your computer. For more information, see " Managing private keys for GitHub Apps ."
  • If you are using a codespace, move the downloaded PEM file into your codespace so that your codespace can access the file.
  • In your .env file, replace YOUR_PRIVATE_KEY_PATH with the full path to your private key, including the .pem extension.
  • In your .env file, replace YOUR_WEBHOOK_SECRET with the webhook secret for your app. If you have forgotten your webhook secret, under "Webhook secret (optional)", click Change secret . Enter a new secret, then click Save changes .

Step 5: Install your app

In order for your app to leave a comment on pull requests in a repository, it must be installed on the account that owns the repository and granted access to that repository. Since your app is private, it can only be installed on the account that owns the app.

  • In the account that owns the app you created, create a new repository to install the app on. For more information, see " Creating a new repository ."
  • If you navigated away from your app settings after creating your app, navigate to the settings page for your app. For more information, see " Navigate to your app settings ."
  • Click Public page .
  • Click Install .
  • Select Only select repositories .
  • Select the Select repositories dropdown menu and click the repository that you chose at the start of this section.

Step 6: Start your server

For testing, you will use your computer or codespace as a server. Your app will only be active when your server is running.

In a terminal window, navigate to the directory where your clone of github/github-app-js-sample is stored.

To receive forwarded webhooks from Smee.io, run npx smee -u WEBHOOK_PROXY_URL -t http://localhost:3000/api/webhook . Replace WEBHOOK_PROXY_URL with your webhook proxy URL. If you forgot your URL, you can find it in the "webhook URL" field on your app's settings page.

You should see output that looks like this, where WEBHOOK_PROXY_URL is your webhook proxy URL:

In a second terminal window, navigate to the directory where your clone of github/github-app-js-sample is stored.

Run npm run server . Your terminal should say, Server is listening for events at: http://localhost:3000/api/webhook .

Step 7: Test your app

Now that your server is running and receiving forwarded webhooks events, test your app by opening a pull request.

  • Open a pull request on the repository you created in Step 5: Install your app . For more information, see " Creating a pull request ."
  • Navigate to your webhook proxy URL on smee.io. You should see a pull_request event. This indicates that GitHub successfully sent a pull request event when you created a pull request.
  • In the terminal where you ran npm run server , you should see something like "Received a pull request event for #1" where the integer after the # is the number of the pull request that you opened.
  • In the timeline of your pull request, you should see a comment from your app. The comment uses the contents of the message.md file in your cloned repository.
  • In both terminal windows, enter Ctrl + C to stop your server and stop listening for forwarded webhooks.

Now that you have an app, you might want to expand your app's code, deploy your app, and make your app public.

Modify the app code

Fork the github/github-app-js-sample repository and modify the code to respond to different webhook events or to make different API requests. For more information about the code, see " Building a GitHub App that responds to webhook events ."

Remember to update your app's permissions if your app needs additional permissions for the API requests that you want to make or the webhook events you want to receive. For more information, see " Choosing permissions for a GitHub App ."

Deploy your app

This tutorial used your computer or codespace as a server. Once the app is ready for production use, you should deploy your app to a dedicated server. For example, you can use Azure App Service .

Once you have a server, update the webhook URL in your app settings. You should not use Smee.io to forward your webhooks in production.

You will also need to update the port and host constants in the code. For more information, see " Building a GitHub App that responds to webhook events ."

You should never publicize your app's private key or webhook secret. This tutorial stored your app's credentials in a gitignored .env file. When you deploy your app, you should choose a secure way to store the credentials and update your code to get the value accordingly. For example, you can store the credentials in an environment variable on the server where your app is deployed. You can also use a secret management service like Azure Key Vault .

Share your app

If you want to share your app with other users and organizations, make your app public. For more information, see " Making a GitHub App public or private ."

Follow best practices

You should aim to follow best practices with your GitHub App. For more information, see " Best practices for creating a GitHub App ."

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By downloading, you agree to the Open Source Applications Terms .

IMAGES

  1. 27 Best Essay Writing Apps [Updated] Essay Helper Apps

    essay app github

  2. essay.app

    essay app github

  3. Integrating with GitHub

    essay app github

  4. Essay · GitHub

    essay app github

  5. 27 Best Essay Writing Apps [Updated] Essay Helper Apps

    essay app github

  6. GitHub

    essay app github

COMMENTS

  1. Essay · GitHub

    essay.app. GitHub is where Essay builds software. We read every piece of feedback, and take your input very seriously.

  2. GitHub

    LSTM can learn which data in a sequence is important to keep or throw away. This largely helps in calculating scores from essays. Finally the Dense layer with output 1 predicts the score of each essay. Python notebook for the implementation of this module can be found in the file, Automatic Essay Scoring with NN.ipynb. 4. Creation of web App

  3. GitHub

    Saved searches Use saved searches to filter your results more quickly

  4. Jenni AI

    Jenni, the AI assistant for academic writing, just got BETTER and SMARTER. This one is a game changer, Doc, especially on that small matter of lacking words or writer's block. I am definitely introducing it to my students asap. I thought ChatGPT was a good writing assistant. But when I found Jenni AI - It blew my mind.

  5. Automated Essay Scoring

    1. Paper. Code. Essay scoring: **Automated Essay Scoring** is the task of assigning a score to an essay, usually in the context of assessing the language ability of a language learner. The quality of an essay is affected by the following four primary dimensions: topic relevance, organization and coherence, word usage and sentence complexity ...

  6. Essay

    Essay helps you move beyond the fear of the blank page so you can finally put your ideas down on paper. Then, it helps you move them around and change them, word by word, sentence by sentence, and paragraph by paragraph, rejecting what doesn't work and keeping what's great. In the end, what you're left with is your incredible ideas, powerfully ...

  7. 00 Common App and Stanford Essays.md · GitHub

    The readers of the over 40,000 Stanford applicants know a fake essay from a mile away. If you want to have a chance at admission, your essays need to be 100% authentic you, not 90% authentic you and 10% your mom/tutor/fake self. If you plan to apply, I wish you the best of luck. Spend time writing well thought out essays that reflect who you ...

  8. GitHub: Let's build from here · GitHub

    GitHub is where over 100 million developers shape the future of software, together. Contribute to the open source community, manage your Git repositories, review code like a pro, track bugs and features, power your CI/CD and DevOps workflows, and secure code before you commit it.

  9. Essay responses for application · GitHub

    Working with youth has always been a passion of mine, so on the side, I'd also like to somehow get involved with programs that teach girls and young women about the benefits of learning programming. #3. Tell us about a time you made a mistake that you learned a lot from. If you encountered the situation again, what would you do differently?

  10. Writing guide

    This guide is designed to teach you to write and edit an essay, or another argumentative piece, from start to finish. It will help you align your motivations with the work and to choose a topic that grips you. This page will take you on a journey designed to convince you that writing an essay is a worthwhile endeavour, and to guide you through ...

  11. EssayApp · GitHub

    EssayApp has 2 repositories available. Follow their code on GitHub.

  12. Common App Essay(s) · GitHub

    Common App Essay(s). GitHub Gist: instantly share code, notes, and snippets.

  13. My GitHub Campus Expert Journey and how you can become one

    The article talks about the older application process. Please check the GitHub Campus Expert website to know about the latest application process. ... The initial application had essay-style questions. They made you think about why you really wanted to join the program and how it could benefit you and your community. Writing my answers to these ...

  14. essayscoring · GitHub Topics · GitHub

    IELTS Essay Evaluator is an Android app where IELTS aspirants can post their essays/letters/reports and get them evaluated and corrected for a fee. They also get suggestions, tips to improve their band score. Developed by Barath Sekar and powered by Acquire Job Skills. essays essayscoring essay-analyser ielts-writing ielts-learning ielts-exam.

  15. Quickstart for building GitHub Apps

    For an app owned by an organization: Click Your organizations. To the right of the organization, click Settings. In the left sidebar, click Developer settings. In the left sidebar, click GitHub Apps. Click New GitHub App. Under "GitHub App name", enter a name for your app. For example, USERNAME-quickstart-app where USERNAME is your GitHub username.

  16. Download GitHub Desktop

    Download GitHub Desktop. Focus on what matters instead of fighting with Git. Whether you're new to Git or a seasoned user, GitHub Desktop simplifies your development workflow. Download for macOS Download for Windows (64bit) Try beta features and help improve future releases. Experience the latest features and bug fixes before they're released

  17. EssayApp · GitHub

    Host and manage packages Security. Find and fix vulnerabilities

  18. (Modrinth App) Unable to start 1.18.X #2269

    Open Modrinth App; Create a new instance of 1.18-1.18.2 with any launcher; Start the instance; Observe the issue; Expected behavior. Minecraft 1.18 should have started without crashing. Additional context. I am using Zulu JRE provided by Modrinth App. I have tried reinstalling the JRE. (and repairing the instance) I am running Windows 11 Pro ...

  19. GitHub

    Contribute to instantdb/instant development by creating an account on GitHub. ... Writing modern apps are full of schleps. Most of the time you start with the server: stand up databases, caches, ORMs, and endpoints. ... (We got into greater detail in this essay) If you had a database on the client, you wouldn't need to think about stores ...

  20. SBABAJ200/My-Disease-Predictor

    app.py: The main Flask application file that serves as the engine for this project.It handles routing, data input, prediction, and rendering of HTML templates. static/: Contains the static files like CSS, images, etc.. style.css: Adds styling and enhances the look of the application.. templates/: Contains HTML files that define the structure and behavior of the web app.

  21. python-app/catalog-info.yaml at main

    You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window.

  22. Weather-APP/README.md at main

    You won't even have to look out the window as the app will make you feel like you are already outside! Weather is sometimes difficult to predict. This accurate weather app allows to find out a detailed forecast wherever you are, for any time of the day by tapping on the icons:->Current and "Feels like" temperature->Wind speed and direction

  23. GitHub

    A web-app with login logout features for customer and supplier respectively for placing orders. - SartakPeriwal/Web-app ... GitHub community articles Repositories. Topics Trending Collections Enterprise Enterprise platform. AI-powered developer platform Available add-ons. Advanced Security. Enterprise-grade security features ...