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77 views · 4 days ago


In the realm of web development, the Model-View-Controller (MVC) architectural pattern stands as one of the most influential paradigms. It provides a structured approach to designing web applications, promoting modularity, scalability, and maintainability. In this guide, we'll delve into the MVC framework in PHP, exploring its key components, principles, and benefits.

Understanding MVC Architecture:


MVC separates an application into three interconnected components, each with its distinct responsibility:

Model: The model represents the application's data and business logic. It encapsulates the data structure, database interactions, and validation rules. In MVC, the model is responsible for managing data persistence and state.

View: The view is responsible for presenting data to the user in a visually appealing format. It encompasses the HTML markup, CSS styling, and client-side scripting necessary to render the user interface. Views are typically passive components that receive data from the controller and display it to the user.

Controller: The controller acts as an intermediary between the model and the view. It processes user requests, invokes the appropriate methods in the model to retrieve or manipulate data, and selects the appropriate view to render the response. Controllers handle user input, orchestrate business logic, and coordinate the flow of data between the model and the view.

Implementing MVC Framework in PHP:


PHP offers a robust foundation for building MVC-based web applications. Let's explore how to implement each component of the MVC pattern in PHP:

Model:


In PHP, models typically represent data entities and interact with the database. They encapsulate data access logic and provide methods for querying, inserting, updating, and deleting records. Here's a simplified example of a model class:


class User {
public function getUserById($userId) {
}

public function updateUser($userId, $userData) {
}

}


View:


Views in PHP are responsible for generating HTML markup to render the user interface. They receive data from the controller and use it to dynamically generate the content displayed to the user. Views can include HTML templates with embedded PHP code or utilize template engines for better separation of concerns. Here's a basic example of a view:


<!DOCTYPE html>

<html>

<head> <title>User Profile</title>

</head>

<body> <h1>Welcome, <?php echo $user['username']; ?>!</h1> <p>Email: <?php echo $user['email']; ?></p>

</body>

</html>


Controller:


Controllers in PHP handle user requests, process input data, and interact with models to retrieve or manipulate data. They select the appropriate view to render the response and pass data to the view for presentation. Controllers are responsible for defining application routes and managing the overall application flow. Here's an example of a controller method:


class UserController {
public function profile($userId) {
$userModel = new User();
$userData = $userModel->getUserById($userId);

include 'views/profile.php';
}
}


Benefits of MVC Framework in PHP:

Separation of Concerns: MVC promotes a clear separation of concerns, making it easier to manage code complexity and maintainability.

Modularity: Components in MVC are modular and reusable, allowing developers to build and extend applications more efficiently.

Testability: With distinct components, it becomes easier to write unit tests for models, views, and controllers independently.

Scalability: MVC facilitates the scalability of web applications by enabling developers to add new features or modify existing ones without impacting other parts of the system.

Conclusion:


The MVC framework in PHP provides a robust architectural pattern for building scalable and maintainable web applications. By separating concerns into models, views, and controllers, developers can organize code more effectively, enhance testability, and streamline the development process. Whether you're building a simple blog or a complex enterprise application, leveraging the MVC pattern in PHP can significantly improve the quality and maintainability of your codebase.
1025 views · 4 days ago


In modern software architecture, developers are constantly exploring new paradigms to enhance the performance, scalability, and maintainability of their applications. One such architectural pattern gaining popularity is Command Query Responsibility Segregation (CQRS). CQRS separates the responsibility of handling read and write operations, offering numerous benefits in complex systems. In this article, we'll delve into CQRS and explore its implementation in PHP.

What is CQRS?


CQRS, coined by Greg Young, is an architectural pattern that segregates the responsibility for handling read and write operations in a system. In traditional CRUD-based architectures, the same model is often used for both reading and writing data. However, CQRS advocates for a clear distinction between commands (write operations that modify state) and queries (read operations that retrieve data).

Key Concepts of CQRS:
   

. Command: Commands represent actions that modify the state of the system. They encapsulate the intent to perform an operation, such as creating, updating, or deleting data.
   
. Query: Queries retrieve data from the system without modifying its state. They are read-only operations used to fetch information for presentation or analysis.
   
. Command Handler: Responsible for processing commands by executing the necessary business logic and updating the system's state accordingly.
   
. Query Handler: Handles queries by retrieving data from the appropriate data source and returning the results to the caller.
   
. Separate Models: CQRS often involves maintaining separate models for commands and queries. This allows each model to be optimized for its specific use case, leading to improved performance and scalability.

Implementing CQRS in PHP:


Implementing CQRS in PHP involves structuring your application to separate command and query responsibilities effectively. Here's a high-level overview of how to implement CQRS in PHP:

1. Define Commands and Queries:


Start by defining the commands and queries your application will support. Commands should encapsulate actions that modify state, while queries should retrieve data.

class CreateProductCommand {
public $name;
public $price;
}

class GetProductQuery {
public $productId;
}


2. Create Command and Query Handlers:


Next, implement handlers for processing commands and queries. Command handlers execute the necessary business logic to fulfill the command, while query handlers retrieve data based on the query criteria.

class CreateProductCommandHandler {
public function handle(CreateProductCommand $command) {
}
}

class GetProductQueryHandler {
public function handle(GetProductQuery $query) {
}
}


3. Use Separate Models:


Maintain separate models for commands and queries to optimize each for its specific purpose. This separation allows you to design models tailored to the needs of write and read operations.

class Product {
public $name;
public $price;
}

class ProductView {
public $name;
public $price;
}


4. Wiring Everything Together:


Finally, wire up your command and query handlers to the appropriate endpoints or controllers in your application. Dispatch commands to their respective handlers and invoke query handlers to retrieve data.

$command = new CreateProductCommand();
$command->name = "Example Product";
$command->price = 99.99;

$handler = new CreateProductCommandHandler();
$handler->handle($command);

$query = new GetProductQuery();
$query->productId = 123;

$handler = new GetProductQueryHandler();
$product = $handler->handle($query);


Benefits of CQRS in PHP:


-Improved Scalability: Separating read and write operations allows you to scale each independently based on demand.

-Enhanced Performance: Optimizing models and handlers for specific tasks can lead to improved performance and responsiveness.

-Simplified Maintenance: Clear separation of concerns makes the codebase easier to understand, maintain, and extend over time.

-Flexibility: CQRS enables flexibility in choosing the most suitable data storage and retrieval mechanisms for different use cases.

Conclusion:


CQRS is a powerful architectural pattern that offers numerous advantages for building complex and scalable PHP applications. By segregating command and query responsibilities, developers can achieve better performance, scalability, and maintainability in their systems. While implementing CQRS in PHP requires careful planning and design, the benefits it provides make it a compelling choice for projects requiring high performance and flexibility.
28 views · 4 days ago


In today's digital age, where data breaches and cyber attacks are increasingly prevalent, safeguarding sensitive information is paramount. Cryptography, the art of secure communication, plays a crucial role in ensuring data confidentiality, integrity, and authenticity. Implementing cryptography in PHP, one of the most widely used server-side scripting languages, offers a robust means to protect your data. In this guide, we'll explore how to utilize cryptography effectively in PHP to enhance the security of your applications.

Understanding Cryptography Basics


Before diving into PHP implementations, it's essential to grasp the fundamental concepts of cryptography. At its core, cryptography involves techniques for encrypting plaintext data into ciphertext to conceal its meaning from unauthorized parties. Key aspects of cryptography include:
   
. Encryption: The process of converting plaintext data into ciphertext using an algorithm and a secret key. This ciphertext can only be decrypted back to its original form using the appropriate decryption key.
   
. Decryption: The reverse process of encryption, where ciphertext is transformed back into plaintext using the decryption algorithm and the correct key.
   
. Symmetric Encryption: A type of encryption where the same key is used for both encryption and decryption. Examples include AES (Advanced Encryption Standard) and DES (Data Encryption Standard).
   
. Asymmetric Encryption: Also known as public-key cryptography, it involves a pair of keys: a public key for encryption and a private key for decryption. RSA and ECC (Elliptic Curve Cryptography) are common asymmetric encryption algorithms.

Implementing Cryptography in PHP


PHP provides robust cryptographic functions through its OpenSSL and Mcrypt extensions, allowing developers to implement various encryption techniques easily. Here's a step-by-step guide on how to perform common cryptographic operations in PHP:

1. Symmetric Encryption


<?php
$encryptionKey = openssl_random_pseudo_bytes(32);

$plaintext = "Sensitive data to encrypt";
$ciphertext = openssl_encrypt($plaintext, 'aes-256-cbc', $encryptionKey, 0, $iv);

$decryptedText = openssl_decrypt($ciphertext, 'aes-256-cbc', $encryptionKey, 0, $iv);

echo $decryptedText;
?>


2. Asymmetric Encryption


<?php
$config = array(
"digest_alg" => "sha512",
"private_key_bits" => 4096,
"private_key_type" => OPENSSL_KEYTYPE_RSA,
);
$keyPair = openssl_pkey_new($config);

openssl_pkey_export($keyPair, $privateKey);
$publicKey = openssl_pkey_get_details($keyPair)["key"];

$plaintext = "Confidential message";
openssl_public_encrypt($plaintext, $encrypted, $publicKey);

openssl_private_decrypt($encrypted, $decrypted, $privateKey);

echo $decrypted;
?>


Best Practices for Cryptography in PHP


While implementing cryptography in PHP, it's essential to adhere to best practices to ensure maximum security:
   
. Use Strong Algorithms: Always use widely recognized cryptographic algorithms like AES for symmetric encryption and RSA for asymmetric encryption.
   
. Key Management: Safeguard encryption keys carefully. Utilize secure key management practices, such as storing keys in secure vaults and rotating them regularly.
   
. Data Integrity: Implement mechanisms to verify data integrity, such as HMAC (Hash-based Message Authentication Code), to detect tampering attempts.
   
. Secure Communication: When transmitting encrypted data over networks, use secure protocols like HTTPS to prevent eavesdropping and man-in-the-middle attacks.
   
. Stay Updated: Keep PHP and cryptographic libraries up to date to patch any security vulnerabilities and ensure compatibility with the latest cryptographic standards.

By following these guidelines and leveraging the cryptographic capabilities of PHP, developers can strengthen the security posture of their applications and protect sensitive data from unauthorized access. Remember, effective cryptography is not just about encryption but also encompasses key management, integrity verification, and secure communication practices. With diligence and proper implementation, PHP can be a powerful tool for building secure and resilient systems in today's digital landscape.
362 views · 4 months ago



To bridge the gap between web-based and cloud-based applications, businesses often rely on skilled DevOps developers. These professionals play a crucial role in ensuring seamless integration, efficient customization, and robust back-end infrastructure for applications. The expertise of DevOps developers is indispensable for optimizing development workflows and enhancing collaboration between development and operations teams in the dynamic landscape of app development services.

In the realm of cloud computing, web based application in cloud computing play a pivotal role. Technically, web apps, as the name suggests, are applications hosted on remote servers & accessible through web browsers. On the other hand, cloud-based apps are web applications that come with advanced functionalities & elaborate compatibility.


In the realm of contemporary software development, the demand for innovative solutions is evident in the competition between web and cloud-based applications. These two platforms share similarities but diverge significantly in crucial aspects. This article will delve into the distinctions between web-based and cloud-based applications, exploring facets such as back-end infrastructure, scalability, and technical perspectives, shedding light on the nuances that developers navigate in this dynamic landscape, including the pivotal role of technologies like chatbot development.
What Is a Web Application?

A web-based app is an application designed and developed for the web browser. Unlike cloud based application development, the web app completely depends on the web server for functionality & processing. This application program is mainly stored on the remote server & delivered through a web browser interface over the internet. According to web application development company, web apps have client-server architecture & their codes are divided into 2 major components – server-side architecture & client-side architecture.

Server-side architecture: The server-side architecture or script usually deals with data processing. The web server can process a client request & send a response back. This web app architecture defines a simultaneous interaction between database instances, components, user interfaces, middleware systems, and servers.

Client-side architecture: The client-side architecture mainly deals with interface functionalities such as drop-down boxes and buttons. When a user clicks on the link, the browser will start loading the client-side script & rendering a text and graphic element for interaction.
Types of Web Apps
Nowadays, many businesses are already adopting various kinds of web-based applications because of their several advantages, features, and functionalities. 8 most popular types of web apps include:
    . Static Web Apps
Static web applications, constructed using HTML, CSS, and JavaScript, lack the flexibility of dynamic counterparts. These web based services provide content directly to users without requiring server-side modifications, resulting in simplicity and straightforward development. Key benefits of these apps include:
Very fast load time
Highly secure
Less complex to build
    . Dynamic Web Apps
This is a complex type that provides real-time data based on the server response and the user’s request. Dynamic web apps can be developed either as a conventional website with several pages and levels of navigation or as a single-page web application. They use several server-side and client-side languages to create web pages such as HTML, CSS, JavaScript, Python, PHP, Ruby, etc. Key benefits of dynamic web apps include:
Wider audience reach
Scalable in comparison to static web apps
Very flexible in terms of a new content update
    . Single Page Apps
A single page web app entirely runs on the browser & never requires browser reloading. This is actually a dynamic web app that manages all data on a single HTML page. This type of web app is faster than traditional websites as its logic is implemented in the browser directly than a server. Gmail, Netflix, Pinterest & Paypal are the best examples of single page applications. Key benefits include:
Enhanced user experience
Minimized server load
Improved app performance
    . Multiple-Page Apps
Multiple page apps are designed multiple pages separately and combined to form a website. They have different pages with static information like texts & images. Web based app development companies recommend using multiple-page apps as they offer excellent control over search engine optimization techniques. Major benefits of Multiple page apps include:
Ideal for SEO
Quick browser back or forward navigation
Simple to develop
    . Animated Web Apps
This is a type of web application that effectively supports synchronization & animation on the web platform. These applications are widely used by freelancers and creative companies to present their creativity better. Technically, JavaScript, HTML5, FLASH, and CSS are used to create animated web applications. Key benefits of AWAs include
Improved User Engagement
Enhanced Navigation
Excellent Branding
    . Web Apps with CMS
In this web application, content is updated constantly. It helps to manage, modify and create digital content with ease. WordPress is one of the best examples of CMS web applications. A variety of languages are used to create content management systems such as C#, PHP, Java, and Python. Key advantages of CMS web apps include:
Quick content creation & management
Efficient & quick updates
A vast range of features
    . E-commerce Web Apps
It’s a complicated and advanced dynamic web application that allows users to buy & sell goods electronically. These web based services encompass transaction and payment integration as key components, facilitating seamless order processing, payment acceptance, and logistical management for businesses involved in online commerce. Key benefits of these web apps include:
Scale business quickly
Offers customer insights through tracking & analytics
Sell goods across the world
    . Progressive Web Apps
Progressive web apps or PWAs are also called cross-platform web apps usually built with HTML, CSS, & JavaScript. PWAs use different features, APIs, and progressive methods to deliver a seamless experience. Progressive web apps boost the adaptability and speed of web applications. These apps are still easy to access if internet connectivity is poor. Key benefits of progressive web apps include:
Fast loading time
No installation required
Quickly respond to user interactions
Enhanced cross-platform conversion

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Type
Widely Used In
Advantages
Dynamic web apps
Social media
Healthcare
IT Industry
Logistics and transportations
Retail and ecommerce sectors
On-demand
Directly manage websites to update & change the information
Quick user management to protect servers & control all website users
Static web apps
Book publishing sectors
Works in offline mode
No 3rd party software installation required to access web apps
Single page apps
Email service
Communication sectors
Allows navigation & optimized routing experience
Keeps visual structure of web apps consistently through presentation logic
Multiple page apps
E-commerce sectors
Enterprise industries
Enables optimizing every page for the search engine
Allows users to access other pages
Animated web apps
Animation
Education
Gaming industries
Hold user attention for a very long time due to its attractive approach & unique design
Aspect ratios, landscape orientations, portrait, and viewing distances & different pixel densities are considered
Web apps with CMS
Blogging platforms
Sales & marketing platform
News portals
Easily organizes the web content Offers group & user functionality
Simple language support & integration
E-commerce web apps
E-commerce sectors
Allows sellers to sell products using a single platform
Helps you expand business globally & reach maximum audience
Progressive Web Apps
On-demand
Healthcare
Retail and e-commerce
Logistics and transportations
Social media
IT sectors
Responsive & Browser Compatibility Works in online & offline mode
Updates with no user interaction

Key Benefits of Web Apps
Web apps enable businesses to interact with their customers more efficiently. These applications can make it easy to track & measure data that are essential to keep business operations streamlined. Key advantages of web apps include:
Easily accessible through any kind of web browser
Runs on multiple platforms that make it cross-platform compatible
Minimizes the risk of compatibility issues
Requires less maintenance & support from the developer’s end
Helps to ease usability for the customers
Effectively eliminates hard drive space limitations
Apps can be maintained & updated without software reinstallation on several devices
Offers high scalability and flexibility
Simple to deploy, maintain, and update
The cost of routine maintenance is minimized as the data is stored on remote servers
What is a Cloud Based App?
These apps are online software programs with elements accessible via a local server and executed on the cloud environment. As internet-based software, cloud applications are stored in the remote data center & handled by cloud-service providers. These apps are used for file sharing & storage, order entry, word processing, inventory management, financial accounting, customer relationship management, data collection, etc.

According to the report, the global market size of cloud apps is projected to reach approx 168.6 billion USD by 2025. Cloud apps usually support several user requirements through customization and provide several services to meet storage, backup & security needs. Some major characteristics of cloud apps include:
Agile application
Microservices-oriented
API-backed
Continuously integrated & delivered
DevOps-enabled
Analytics-infused
User experience-centric
Types of Cloud-based Applications
Cloud apps are divided into three major cloud computing models – SaaS, PaaS, and IaaS. Each model also shows several parts of cloud computing stacks. Take a closer look at these types:
    . SaaS or Software as a Service
SaaS is one of the best cloud apps that enable users to easily access full-functioning software applications over the internet. These cloud applications are primarily designed for freelance services, large enterprises & SMBs. Some of the best examples of SaaS applications are HubSpot CRM, Wrike, MS Office 365, Sisense, Wix, etc.
    . PaaS or Platform as a Service
PaaS provides users with the infrastructure, computing platforms, and solutions to build their own applications. Platform as a Service is ideal for businesses that mainly engage in collaboration, testing, and development of cloud solutions. PaaS applications have a deployment environment including run-time system libraries, operating systems, and graphic UI. Some of the best examples of PaaS apps are Google App Engine, Microsoft Azure, Rackspace Cloud Sites, etc.
    . IaaS or Infrastructure as a Service
IaaS consists of basic building blocks that offer access to networking functionalities, features & data storage space. It enables users to outsource IT infrastructures like servers, processing, virtual machines, storage, networking & other resources. IaaS applications also offer a good level of management control and flexibility over IT resources. Some of the best examples of IaaS apps are Amazon WorkSpaces, IBM Cloud, Google Cloud, etc.
Benefits of Cloud Apps
Web based application in cloud computing boost productivity, accessibility, security, and data safety. They help businesses make the process of collaboration more effective and easier. Key benefits of cloud applications include:
Minimal service provider interaction & management effort
Provides large computing capabilities, online & offline
Provides access to information from any device or place
Offers fast access to important applications through cloud servers
The performance of the availability of cloud apps enhances profitability & streamlines workflows
Serves multiple consumers with virtual and physical needs
Provides high transparency to resource providers & consumers
Offers improved collaboration options
Web Apps Vs Cloud Apps – Key Differences
Web apps and cloud apps both come with a wide range of functionalities & have noticeable distinctions. Web-based applications usually are accessible via web browsers, whereas cloud app’s infrastructure and data aren’t only accessible through the web browser but also downloadable. So, all cloud apps are web apps with additional features. Other differences between web and cloud apps are listed below.

Parameters
Cloud apps
Web apps
Internet
Work partially or entirely without the internet connectivity
Work with the internet only
Security
Ensures high security measures for sensitive & confidential information
It can verify client info on authentic servers
Technology
It needs a back–end framework & a JavaScript-based structure like React Js, Angular, etc
It has inbuilt languages such as PHP, Python & Ruby, and databases like MySQL.
Access
It’s not dependent on the web browser
Accessed via the web browser only
Customization
Customization features improve functionalities.
Never provides customization and similar functionalities
Costs
Expensive as compared to web apps
Development cost is less than cloud apps
Types
SaaS, PaaS, IaaS, RaaS
Static web apps, dynamic web apps portal web apps, etc
Scalability
Inherently scalable
Limited scalability
Availability
High uptime
Limited uptime
Storage
Multiple replicated center
Single data center

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Final Words
Web apps and cloud apps both are continuing to deliver users as the most crucial touch point. Since they are packed with similarities and dissimilarities in terms of software architecture, storage, and other aspects, selecting the right application always depends on customer preferences, business needs, and operations. Are you planning to build a custom web application or looking for web app development services? Get in touch with our experts for complete assistance.

4294 views · 3 years ago
Using AI for Weather Forecasting

Technology is constantly changing the way we interact, research, and react. One such way artificial intelligence is impacting our daily lives, and we may not even realize it is in weather forecasting.


The forecast we usually have been receiving in our phones and in older times primarily in newspapers, was based on data collected via satellites, radar system and weather balloons. In recent times there has been the addition of IoT based sensors as well. However, with the advent of Artificial Intelligence (AI) finding its way in numerous areas, AI has taken a role in improving the accuracy of weather as well.

The Dataset expansion

A significantly enormous set of data is available - from the weather satellites in space, to the private and government owned weather stations which are gaining real-time data. IBM for instance has more the 0.25 million weather stations that help IBM collect real-time data. Additionally, as we are in the age of Internet of Things (IOT), each small device to big device- cellphones, solar panels and vehicles everything has become or is yet to become yet another data source. Companies like GE have installed IOT street lights, which help in monitoring air quality and humidity. These are some of the few sources which help us in collecting the vast amount of data necessary for building on the AI technology, in future these sources and the amount of available data would grow exponentially.

Google and Weather forecast

Using the AI technology Google is able to develop a weather forecast tool, it has been trained to predict rainfalls accurately as much as six hours before. The underlying technology on which this prediction is build upon is U-Net convolutional neural network which is originally used in biomedical research. It works by taking satellite images as input and uses AI technology to transform these images into high resolution images. The only off-set is this is not real-time prediction and the delay due to complex calculations results in using six-hour old data and hence can only predict six-hours before.

IBM and its efforts in weather prediction

The quest for IBM to venture into weather forecasting began with IBM acquiring The Weather Company. IBM plans on using the large amount of weather data available coupled with IBM Watson and the cloud platform to enhance weather forecasting. In 2019 IBM developed Global High-Resolution Atmospheric Forecasting System (GRAF) in order to forecast weather conditions 12 hours prior to a greater degree of accuracy. The radius encompassed by the GRAF is also more narrowed down up to 3 kilometers as opposed to generally being 10-15 kilometers. Another of its marvel is that it gives accurate predictions down to each hour and not just daily.

Artificial Intelligence and Panasonic

Panasonic is the company behind TAMDAR, the weather sensor installed on commercial airplanes. With this advantage of extensive amount of data from in-flight sensors as well as publicly available data Panasonic developed Global 4D Weather. Proving to their claim of being the most advanced global forecasting platform globally they were able to timely predict Hurricane Irma in its early days.

Uses of Weather Forecasting


Sales

Everyday life decisions are affected by weather, it makes us choose in the way we travel, things we eat and things we buy to wear. The rise in temperature may increase sales of chilled drinks, if the company is fully aware of the forecast it would be able to manage productions as per demand. AI can help brands in maximizing sales based on weather forecasts and in minimizing waste.

Natural Disasters

The Panasonic Global 4D weather predicting Hurricane Irma is just another example where timely prediction can save millions of lives in face of situations like floods and Hurricanes. Companies like IBM combine weather forecasting data with utilities distribution network, which enables them to narrow down areas with likely outages. This enables utilities to place their workforce timely so the repair process catering to damage repairs post disasters is shortened. This in turn brings huge benefits to the overall economy.

Agriculture

The weather and agriculture have the most obvious correlation, each process in farming from sowing to reaping all depends on the weather. As farmers cultivate on huge farming lands, accurate information about each part of the land can help farmers in improving their crops and yield by manifolds. Weather conditions can lead to almost 90 percent of crop losses, 25 percent of these losses can be avoided using accurate AI prediction models to forecast weather and in turn improve the yield.

Transportation

Sea travel has always been eventful, timely prediction of storms by using machine learning techniques and hyper-local data allows companies to plan shipments accordingly and avoid severe weather conditions that usually result in delays. Tools like IBM’s Operations Dashboard for Ground Transportation equips in enhancing productivity based on weather predictions.

Another of the implementation of AI in transportation industry corelating to weather is fuel consumption. For instance, using weather prediction models to reduce airplane fuel consumption during its ascent.

To conclude Artificial Intelligence has a key role to play in weather forecasting, weather direct or indirectly impacts each sector in the economy. As the amount of information available to improve predictions increases exponentially it gives a chance to AI to improve accuracy even further. As we continue narrowing down weather conditions precise to time and location the benefits of such advancements across all industries are innumerable.

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