Dejah  Reinger

Dejah Reinger


Banana Ripeness Detection Using CNN and Flask

Bananas are one of the most consumed fruits globally. It contributes about 16% of the world’s fruit production according to FAO( Food and Agriculture Organization ). Almost every third person in the world eats the banana. Banana is a great source of energy, it provides fullness in the body. In every sport, banana is given as an energy booster for players. Eating an overripe banana can be caused you a series of diseases, problems with the stomach, and more. For the last 10 years, people are trying to find the correct ripening stage of banana. The ripening stage of fresh banana fruit is a principal factor that affects the fruit quality during ripening and marketability after ripening, it is also very helpful in increasing the production. Finding the correct ripening stage of banana can be tougher if we know that we produce an average of 100tons of banana every day. we need some intelligent systems that can detect the correct stage of banana.

In this blog, we are going to build a Banana Ripeness Detector using Machine learning and for testing, we will also create a flask app.

Let’s start, First, you need to install some dependencies.

  1. Tensorflow
pip install tensorflow

if you have GPU in your system then go for TensorFlow-GPU with Cuda. you can read my blog for installing Cuda in windows with TensorFlow.

2. Flask

pip install flask

#deep-learning #python #artificial-intelligence #development #machine-learning

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Banana Ripeness Detection Using CNN and Flask

Why Use WordPress? What Can You Do With WordPress?

Can you use WordPress for anything other than blogging? To your surprise, yes. WordPress is more than just a blogging tool, and it has helped thousands of websites and web applications to thrive. The use of WordPress powers around 40% of online projects, and today in our blog, we would visit some amazing uses of WordPress other than blogging.
What Is The Use Of WordPress?

WordPress is the most popular website platform in the world. It is the first choice of businesses that want to set a feature-rich and dynamic Content Management System. So, if you ask what WordPress is used for, the answer is – everything. It is a super-flexible, feature-rich and secure platform that offers everything to build unique websites and applications. Let’s start knowing them:

1. Multiple Websites Under A Single Installation
WordPress Multisite allows you to develop multiple sites from a single WordPress installation. You can download WordPress and start building websites you want to launch under a single server. Literally speaking, you can handle hundreds of sites from one single dashboard, which now needs applause.
It is a highly efficient platform that allows you to easily run several websites under the same login credentials. One of the best things about WordPress is the themes it has to offer. You can simply download them and plugin for various sites and save space on sites without losing their speed.

2. WordPress Social Network
WordPress can be used for high-end projects such as Social Media Network. If you don’t have the money and patience to hire a coder and invest months in building a feature-rich social media site, go for WordPress. It is one of the most amazing uses of WordPress. Its stunning CMS is unbeatable. And you can build sites as good as Facebook or Reddit etc. It can just make the process a lot easier.
To set up a social media network, you would have to download a WordPress Plugin called BuddyPress. It would allow you to connect a community page with ease and would provide all the necessary features of a community or social media. It has direct messaging, activity stream, user groups, extended profiles, and so much more. You just have to download and configure it.
If BuddyPress doesn’t meet all your needs, don’t give up on your dreams. You can try out WP Symposium or PeepSo. There are also several themes you can use to build a social network.

3. Create A Forum For Your Brand’s Community
Communities are very important for your business. They help you stay in constant connection with your users and consumers. And allow you to turn them into a loyal customer base. Meanwhile, there are many good technologies that can be used for building a community page – the good old WordPress is still the best.
It is the best community development technology. If you want to build your online community, you need to consider all the amazing features you get with WordPress. Plugins such as BB Press is an open-source, template-driven PHP/ MySQL forum software. It is very simple and doesn’t hamper the experience of the website.
Other tools such as wpFoRo and Asgaros Forum are equally good for creating a community blog. They are lightweight tools that are easy to manage and integrate with your WordPress site easily. However, there is only one tiny problem; you need to have some technical knowledge to build a WordPress Community blog page.

4. Shortcodes
Since we gave you a problem in the previous section, we would also give you a perfect solution for it. You might not know to code, but you have shortcodes. Shortcodes help you execute functions without having to code. It is an easy way to build an amazing website, add new features, customize plugins easily. They are short lines of code, and rather than memorizing multiple lines; you can have zero technical knowledge and start building a feature-rich website or application.
There are also plugins like Shortcoder, Shortcodes Ultimate, and the Basics available on WordPress that can be used, and you would not even have to remember the shortcodes.

5. Build Online Stores
If you still think about why to use WordPress, use it to build an online store. You can start selling your goods online and start selling. It is an affordable technology that helps you build a feature-rich eCommerce store with WordPress.
WooCommerce is an extension of WordPress and is one of the most used eCommerce solutions. WooCommerce holds a 28% share of the global market and is one of the best ways to set up an online store. It allows you to build user-friendly and professional online stores and has thousands of free and paid extensions. Moreover as an open-source platform, and you don’t have to pay for the license.
Apart from WooCommerce, there are Easy Digital Downloads, iThemes Exchange, Shopify eCommerce plugin, and so much more available.

6. Security Features
WordPress takes security very seriously. It offers tons of external solutions that help you in safeguarding your WordPress site. While there is no way to ensure 100% security, it provides regular updates with security patches and provides several plugins to help with backups, two-factor authorization, and more.
By choosing hosting providers like WP Engine, you can improve the security of the website. It helps in threat detection, manage patching and updates, and internal security audits for the customers, and so much more.

Read More

#use of wordpress #use wordpress for business website #use wordpress for website #what is use of wordpress #why use wordpress #why use wordpress to build a website

Michael  Hamill

Michael Hamill


These Tips Will Help You Step Up Anomaly Detection Using ML

In this article, you will learn a couple of Machine Learning-Based Approaches for Anomaly Detection and then show how to apply one of these approaches to solve a specific use case for anomaly detection (Credit Fraud detection) in part two.

A common need when you analyzing real-world data-sets is determining which data point stand out as being different from all other data points. Such data points are known as anomalies, and the goal of anomaly detection (also known as outlier detection) is to determine all such data points in a data-driven fashion. Anomalies can be caused by errors in the data but sometimes are indicative of a new, previously unknown, underlying process.

#machine-learning #machine-learning-algorithms #anomaly-detection #detecting-data-anomalies #data-anomalies #machine-learning-use-cases #artificial-intelligence #fraud-detection

Trystan  Doyle

Trystan Doyle


Python Flask-Mail Library to Send Emails in Browser Using Flask Full Project For Beginners

Python Flask-Mail Library to Send Emails in Browser Using Flask Full Project For Beginners

#python #flask #flaskmail

Welcome Folks My name is Gautam and Welcome to Coding Shiksha a Place for All Programmers. You can learn Web Development and Programming Tutorials.

#python flask-mail #flask full project #programming #flask

Steve  Kunde

Steve Kunde


Download a Flask template ready to plug in your business logic

Let’s assume after lots of hard work you have your machine learning model running the way it should. This model could be one which responds to a user’s request to classify a tweet sentiment or identify objects in an image or recommend a product or some other algorithm unique to your needs. You would now like to quickly deploy this model. The article below is an explanation of the template that I have created to get you up and running quickly.

#flask-framework #flask-python-appengine #flask-sqlalchemy #marshmallow #flask #programming

Bryon  Sporer

Bryon Sporer


Building REST APIs using Flask-RESTPlus, SQLAlchemy & Marshmallow

Python is an interpreted, high-level, and general-purpose programming language. It can be used to develop business applications as well as system scripts, has data science related capabilities, desktop GUIs, and also offers many choices for web and internet development.
Flask is a micro web framework written in Python that helps you build web applications easily. It does not require tools or libraries and has no database abstraction layer, form validation, serializers, user management, or built-in internationalization. However, it supports extensions that can add application features as if they were implemented in Flask itself. An aspiring Flask developer must then choose the right extensions and combine them together to get the right set of functions, as applicable.
The aim of this tutorial is working with Flask extensions that help us create a production environment ready Python application and to integrate with Swagger UI without a hitch. We will learn to build a Rest API using Flask extensions such as Flask-RestPlus, Flask-Marshmallow, and Flask-SQLAlchemy and share the API using Swagger UI.
Flask and Flask-RestPlus
Flask is a lightweight web server and framework. Although, we can create a Web API directly with flask, the Flask-RESTPlus extension makes it simpler to build Rest APIs.
It supports namespaces, which are ways of creating prefixes and structuring the code.
It has a full solution for parsing and validating the input parameters. This means that we have an easy way of dealing with endpoints that require several parameters and validate them.
Its best feature is the ability to automatically generate interactive documentation for our API using Swagger UI.
Marshmallow is an ORM/ODM/framework-agnostic library developed to simplify the process of serialization and deserialization. The Flask-Marshmallow extension acts as a thin integration layer for Flask and Marshmallow that adds additional features to Marshmallow, including URL and hyperlink fields for HATEOAS-ready APIs. It also integrates with Flask-SQLAlchemy and reduces some boilerplate code.

#flask-restful #flask #flask-sqlalchemy #python3