1616019540
Hello, we are going to make a web application to make recommend movies. In this application a user will be able to write the title of a movie or more and the application will return a list of movies as a recommendation. Making this project you will learn how to make a movie recommendation engine, a REST API and a front-end reactive application. This tutorial will be divided into several parts so you can learn what you want. The code for the project is here.
This article is made to give you an idea of what are we going to make and the tools we are going to use. Lets start with a diagram of the different parts and the interaction with out application.
So we need to make a front-end application that the user will interact, then we have a back-end API that will process and coordinate the database and the AI model. Then we have a Database to save the movies and the AI model
So simple, now we know that we will be using movie names to show the user. Now lets think about the technology stack we are going to use:
#fastapi #machine-learning #tensorflow #mongodb #svelte
1616019540
Hello, we are going to make a web application to make recommend movies. In this application a user will be able to write the title of a movie or more and the application will return a list of movies as a recommendation. Making this project you will learn how to make a movie recommendation engine, a REST API and a front-end reactive application. This tutorial will be divided into several parts so you can learn what you want. The code for the project is here.
This article is made to give you an idea of what are we going to make and the tools we are going to use. Lets start with a diagram of the different parts and the interaction with out application.
So we need to make a front-end application that the user will interact, then we have a back-end API that will process and coordinate the database and the AI model. Then we have a Database to save the movies and the AI model
So simple, now we know that we will be using movie names to show the user. Now lets think about the technology stack we are going to use:
#fastapi #machine-learning #tensorflow #mongodb #svelte
1624459920
Recommender systems predict a user’s future choices/preferences and recommend products/items they might be interested in.
The two most common types are:
This kind of system gives recommendations based on the knowledge of a user’s attitude towards a product. It works on the logic that if users have agreed upon something in the past, then they will do so in the future as well.
#python #data #programming #movie similarity recommendations using python #movie similarity recommendations #similarity recommendations
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Docker is a great tool to make deployment and testing systems while keeping things clean. The code for this project is here, the code for this tutorial is in the same repository.
So what is Docker? Docker itself is a platform, but we care about the Docker containers. So a Docker container is a lightweight execution environment for running code in a “sealed” environment. This means, its a fake computer that lives inside another computer that runs code without having to share configurations.
This means that we can run our backend, database, model and frontend as containers without having problems with configurations or dependencies. Because each service can run in a independent container.
To install Docker in your computer I recommend following this tutorial if you are using a Linux distribution. If you are using Windows, I would recommend this tutorial, and for Mac this one
To create a Docker container one must first create a Docker image, this is the configuration for our container. The great thing about Docker is that you can use images create by other people or companies to make things easier.
Let’s start by creating our backend container. In the folder where our backend code lives, we have to create a file named Dockerfile
this is the default name for a image. The code for this image is the following:
#tensorflow #fastapi #recommendation-system #docker #docker-compose
1620569280
Do you wonder how Netflix suggests movies that align your interests so much? Or maybe you want to build a system that can make such suggestions to its users too?
If your answer was yes, then you’ve come to the right place as this article will teach you how to build a movie recommendation system by using Python.
However, before we start discussing the ‘How’ we must be familiar with the ‘What.’
#data science #movie recommendation system #movie recommendation system using python #python
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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.
#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