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Generative API: 3 AI Foundational Models You Must Know About

AI
November 30, 2023
3 mins read
635
4.5

In the fast-evolving digital realm, the influence of artificial intelligence (AI) is undeniable. Undoubtedly, AI has undergone a remarkable transformation in recent years, and the epicenter of this revolution is the monarchy of Generative AI foundational models. 

Such groundbreaking technologies have redefined the way we engage with digital content, offering a profound shift in the creative landscape. Far more than just lines of code, Generative AI models are the architects of imagination, capable of generating text, images, and even entire virtual worlds based on the patterns and data they’ve absorbed.

Generative AI Foundational Models – An Introduction

At Devsinc, we appreciate the pivotal role of selecting the right AI foundational model tailored to meet your unique requirements. Among the myriad applications of these models, they have proven to be a catalyst for enhancing marketing efforts, particularly through image generation, resulting in extended reach and more effective advertising campaigns.

In this era of endless digital possibilities, choosing the ideal AI foundational model is akin to unlocking the potential of your enterprise, optimizing your processes, and achieving your strategic objectives. 

3 Generative AI Foundational Models

Among the array of state-of-the-art foundational generative AI models, three stand out: 

  • Stable-Diffusion
  • OpenAI’s DALL·E
  • ControlNet.

In the dynamic landscape of modern business, staying at the forefront is the key to growth and success. It’s time to unlock your business’s full potential by strategically leveraging AI foundational models. The amalgamation of Stable-Diffusion, DALL·E, and ControlNet offers a robust toolkit to revamp your marketing strategy, leading to remarkable business growth.

Stable-Diffusion

Harnessing the capabilities of Stable-Diffusion infuses your marketing initiatives with high-quality, true-to-life images that captivate your audience, thus elevating your brand’s appeal and bolstering conversion rates. This versatile model enables you to display

your products in diverse settings, streamlining marketing processes, and facilitating A/B testing to maximize the impact of your campaigns.

OpenAI’s DALL·E

DALL·E introduces a creative dimension to your marketing collateral, making it an invaluable resource for transforming textual concepts into visually compelling content. Through imaginative image generation, your marketing materials not only convey information effectively but also captivate and resonate with your target audience, amplifying your brand’s visibility and allure.

ControlNet

ControlNet grants you unparalleled control over your marketing visuals, allowing you to customize and enhance image attributes with precision. It ensures consistent alignment with your branding aesthetics and effortless adaptation to seasonal campaigns, leaving an indelible impression on your audience.

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3 Ways to Take Advantage of Generative AI Models:

These models can be leveraged in a variety of ways to enhance marketing strategies.

Create high-quality, engaging visuals: 

Generative AI models can produce high-quality, realistic images and videos that can be used to capture attention, communicate information effectively, and build brand awareness.

Personalize marketing campaigns: 

Generative AI models can be used to personalize marketing campaigns by generating tailored content and visuals for specific audience segments. This can help to improve engagement and conversion rates.

Automate marketing tasks: 

Generative AI models can be used to automate a variety of marketing tasks, such as content creation, social media posting, and email marketing. This can free up marketing teams to focus on more strategic initiatives.

EndNote:

In the fiercely competitive world of business, the fusion of these AI foundational models is your ticket to enhancing marketing strategies, elevating brand recognition, and propelling business growth. These models are more than mere technological innovations; they are strategic assets that distinguish your business, enabling meaningful engagement with your audience, an upsurge in conversion rates, and the cultivation of a compelling brand presence.

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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3 Ways To Optimize Database Queries

Database
November 28, 2023
3 mins read
305
4.3

Undoubtedly, optimizing database queries is crucial for ensuring efficient performance in any application that relies on a database. Unlocking peak efficiency in database operations demands a nuanced approach to query optimization. Delving into this intricate task reveals some pivotal methodologies. These range from meticulous index utilization to strategic query caching, and more. In order to streamline data access here are three ways to achieve this:

Use Indexing But In A Mindful Way:

Indexing is one of the most powerful tools for optimizing database queries. An index is a data structure that improves the speed of data retrieval operations on a table at the cost of additional space and decreased performance on data modification operations (such as inserts, updates, and deletes).

  • Choose the Right Columns: Identify the columns that are frequently used in WHERE clauses, JOIN conditions, and ORDER BY clauses. These are good candidates for indexing.
  • Avoid Over-Indexing: While indexes can speed up read operations, they can slow down write operations. Avoid creating too many indexes, especially on columns that are seldom queried.
  • Regularly Analyze and Rebuild Indexes: Over time, the usage patterns of a database can change. This can be monitored using tools like SQL profilers, audit logs, New Relic, Datadog, etc., by getting real-time insights into performance metrics and resource utilization. Monitoring active sessions, user authentication logs, and application logs helps track who is accessing the database and when. Regularly analyze the performance of queries and, if necessary, rebuild or reorganize indexes for optimal performance.

4 Ways to Optimize Query Structure:

Query structure is your best bet but not optimizing it can cost effectiveness. Therefore, stay on track in the following ways and enjoy an optimized query structure that delivers.

  • Select Only the Needed Columns: Avoid using SELECT * if you only need a few specific columns. This reduces the amount of data that needs to be read from disk and transmitted to the client.
  • Avoid Using Wildcards at the Start of LIKE Queries: Using a wildcard at the start of a LIKE query (e.g., %example) can be inefficient because it forces the database to scan the entire column.
  • Use Joins Efficiently: Avoid using unnecessary joins and ensure that you’re using the most appropriate type of join (e.g., INNER JOIN, LEFT JOIN) for your specific query.
  • Use Subqueries Sparingly: Subqueries can be powerful, but they can also be performance-intensive. Sometimes, rewriting a query to use a JOIN or other technique can be more efficient.
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Optimize Database Schema for Simplistic Dataflow:

Make use of tools, strategies, and a lot more to have an optimized database schema for improved performance.

  • Normalize Your Database: Normalize your database to reduce redundancy and improve data integrity. However, be careful not to over-normalize, as this can lead to complex queries and reduced performance.
  • Partition Large Tables: For very large tables, consider partitioning them based on ranges of data. To identify optimal partitioning for large tables, utilize query profilers and execution plans to pinpoint frequently accessed tables. Analyze index effectiveness with DBMS-specific tools and develop custom scripts to monitor table growth. These insights into usage patterns, combined with considerations of data distribution and I/O metrics, will guide effective partitioning strategies for improved query performance and allow the database to only access the relevant partitions.
  • Cache Query Results: For queries that are expensive and don’t need to be real-time, consider implementing caching mechanisms. This can significantly reduce the load on the database.
  • Use Stored Procedures: Stored procedures can be precompiled and optimized by the database engine, resulting in faster execution times.

EndNote:

Remember to always benchmark your queries after making optimizations to ensure that they are indeed improving performance. Additionally, consider monitoring database performance over time to catch any regressions or new performance bottlenecks that may arise.

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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Build Vs Buy: Which Software Application Fits Your Business?

Software Development
November 28, 2023
4 mins read
182
4.5

Building or buying is the stage that most companies come across whenever they are moving towards tech-enabled solutions for their day-to-day tasks. Both of them have their own benefits and drawbacks, and neither of them is ideal. However, here is an impartial comparison so that one can weigh the pros and cons and make a choice for their use case.

Building Software: A Bittersweet Symphony of Improved Productivity

The process involves creating a software application internally using the organization’s resources and mostly requires forming a dedicated team of in-house developers and designers to collaborate on the application’s creation.

Advantages:

  • Ease of deployment.
  • Freedom in technology choices.
  • Outsourcing later can result in revenue generation.
  • Allows to manage features and tailor customization.
  • Evolves into a valuable organizational asset in the future.
  • Developing software on your own provides greater flexibility.
  • Developing in-house fosters the enhancement of developers’ skills and communication.

Disadvantages:

  • Involves significant costs and ongoing maintenance.
  • Developing software from scratch is a time-intensive task.
  • May require the recruitment and training of technical staff.
  • Lacking a well-defined product strategy and thorough research can lead to the development of an unsuitable product.

Buying Software: A Solution That Comes with Its Own Restrictions

The process involves procuring a software application externally, typically requiring the selection of a software vendor or provider to fulfill the organization’s needs.

Advantages:

  • Faster software deployment.
  • Reduced development-related risk.
  • Variety of global options to choose from.
  • Decreased costs when acquiring software.
  • Continuous improvements with an already stable product.

Disadvantages:

  • Limited control or autonomy.
  • Might not satisfy all your requirements.
  • Inability to integrate with custom solutions.
  • May not meet all your needs or expectations.
  • Delayed updates that may not align with your current priorities.
  • Communication challenges may arise between the buyer and the outsourced company.
  • Potential security vulnerabilities, especially when dealing with critical data in your processes.
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Why Does Choosing Between “Build Vs Buy” Matter?

In the tech-enabled industry, one of the significant decisions businesses have to make is whether to develop their own software or buy an existing solution. 

This decision, undoubtedly, impacts an organization’s resources, timeline, and overall strategy. Indeed, both options have their own advantages and disadvantages, and the choice between them depends on specific needs, circumstances, and goals to achieve. 

Making this decision requires a systematic approach instead of an emotionally driven one. This systematic approach begins with defining your business needs and then carefully weighing the pros and cons of each choice. 

Afterward, select the best option considering your budget, while being ready to adapt as needed. 

Ultimately, the decision depends on a variety of factors:

  • User Roles: User roles refer to the various personas or positions within your organization that will interact with the software for the time being or in the future. Approaching user roles in a realistic way is crucial for the bigger picture. This is where building allows for tailor-made solutions and helps one integrate features that make businesses stand out among others. On the other hand, buying might cater to common user roles but, in most cases, lacks customization and personalization that defines one’s business without any ambiguity.
  • Time Constraints: Every project, task, and even business has to achieve certain ETAs to keep an organization’s growth on track, right? This can be a major factor in deciding whether building a software application in-house or buying off the shelf will help achieve those ETAs. Building a custom solution often takes more time due to the development, testing, and implementation phases. Buying a pre-built solution can save time but may require adaptation to fit specific needs.
  • Scope of Software: To meet certain business objectives, one is supposed to have a close look at the scope of software which refers to the range of features and capabilities an application is equipped with. Building enables a precise fit to the scope, covering a broader range of features. On the other hand, buying might come with its own limitations and slows down the process of scaling one’s business. Evaluating the alignment of the software’s scope with business requirements is crucial.
  • Design & Branding: Design and branding involve the aesthetics and visual identity of the software. Building allows for complete control over design and branding, ensuring a unique look. Buying may have limitations, but some solutions offer customization options.
  • Ease of Deployment: Ease of deployment measures how quickly and efficiently the software can be implemented and integrated into existing systems. Picking an off-the-shelf software application often provides quicker deployment as the solution is ready-made. Building may take longer, but it allows for a phased deployment tailored to specific organizational needs.
  • Financial Spending Limits: Financial spending limits refer to the budget constraints for developing or purchasing the software. Building may have higher upfront costs but can be more cost-effective in the long run. Buying might have lower initial costs but could involve recurring fees.
  • Unique Processes of The Business: Unique processes of the business are specific workflows or operations that differentiate the organization from others. Building an application is advantageous when unique processes require tailored solutions. Buying may offer customization options, but critical and unique processes may be better addressed through custom development.
  • Workflows Within Your Organization: Understanding workflows is vital for choosing the right solution. Building allows for a perfect fit while buying may require adapting workflows to fit the purchased software.

Case Study: Building A Software Application Can Be a Sustainable Option

Devsinc’s engineers are highly skilled and experienced in creating and developing websites with different technologies. Here is what we did with MapleHr:

Name: MapleHr

Industry: Software House

Need: HRMS System

Staffing: Full stack engineers, Quality Assurance Engineers, Product Managers, Designers

Time: 18-30 months

Devisnc recognized the need for an HRMS (Human Resource Management System) to manage employee-related information and tasks. They faced the decision of whether to purchase an off-the-shelf solution or build it in-house. They chose to develop it, as this approach not only fulfilled their HRMS requirements but also provided their employees with an opportunity to gain valuable technological skills and turn their system into a valuable asset. Remarkably, they are now also marketing this system to others.

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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UNLOCKING THE POWER OF SALESFORCE API: NAVIGATING LIMITATIONS

Informational
November 3, 2023
2 mins read
160
4.5

Salesforce is a powerful tool in the dynamic landscape of customer relationship management. It allows businesses to extend their capabilities and integrate seamlessly with various APIs. However, these APIs have certain limitations. Organizations must be aware of these limitations to ensure the effectiveness of their integrations.

3 Crucial Limitations in the Salesforce Region

The following limitations usually come with Salesforce processes:

API Request Limits:

The daily and per-transaction request limits are one of the most critical limitations to consider when working with Salesforce API. These limits dictate the quantity of API calls you can request within a window of 24 hours.

It may result in throttling or delay of the API requests if you go over this limit. Planning your integration is crucial to maximize the utility of the Salesforce API. Moreover, you must optimize your queries, and consider bulk operations for handling large data volumes.

Rate Limits:

Salesforce enforces rate limits, regulating the speed at which you can make API calls. Exceeding these limits can temporarily block the API calls. It is extremely significant to watch your API usage.

Furthermore, you need to implement proper error handling and design your application to avoid excessive requests. This is particularly important for real-time, high-frequency integrations.

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Governor Limits:

Salesforce imposes governor limits on various aspects of its platform. This includes Apex code execution, SOQL queries, and DML operations. These limits ensure the efficient use of shared resources.

However, they can pose a challenge when working with complex or data-intensive processes. Hence. developers need to be aware of these limits and design their integrations to stay within the governor’s constraints.

Conclusion:

Navigating these limitations is essential for harnessing the full potential of Salesforce API. To summarize the development of robust, scalable integrations that drive your business forward you need to:

  • Optimize your API usage
  • Implement best practices
  • Stay updated with the latest Salesforce developments

At DevsInc, we specialize in Salesforce integrations. We help businesses overcome limitations and harness the true power of Salesforce APIs.

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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REFACTORING UNIT TESTS: 3 SIGNS IT’S TIME

Informational
November 2, 2023
2 mins read
101
4.5

Unit testing is a method to analyze each unit of source code (associated with usage procedures, control data, and operating processes) are tested to determine the accuracy and whether the sets of codes are fit for use or not.

Indeed, it is a crucial component of software development. It ensures that individual parts of your codebase work as expected. However, as your code evolves, so should your tests. Here are three signs that it might be time to refactor your unit tests.

Three Signs That Declare Refactoring Is Needed:

Find 3 most crucial signs that we usually forget to notice:

1. Complex and Unreadable Tests:

One of the clear signs that your unit tests need a revamp is when they become too complex to read and understand. Ideally, your tests should be as clear and concise as your code. You must simplify your tests if they have grown into convoluted, lengthy functions filled with magic numbers and obscure logic. This will make them more readable.

2. Frequent Test Failures:

Unit tests should be stable, consistent, and reliable. You are missing something if there are no changes to your code and your tests still fail frequently. Frequent failures can erode trust in your test suite. Investigate the root cause and consider refactoring your tests for better stability.

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3. Over-Dependence on Implementation Details:

Implementation details should be the secondary concern of Unit tests. Their primary focus should be on the behavior of the code. Any change in the codebase can cause test failures if your tests are tightly coupled to the internal workings of the code. You must ensure that the tests are decoupled from the specifics of the code’s implementation. This can be done by refactoring the unit tests.

Conclusion:

Refactoring unit tests is a fundamental part of maintaining a healthy and reliable codebase. It ensures that your tests continue to provide value, even as your code evolves. You can keep your unit tests robust and effective by addressing complex tests, frequent failures, and over-dependence on implementation details.

At DevsInc, we understand the importance of maintaining high-quality unit tests. Our team of experts can help you optimize your testing strategies and ensure the reliability of your software.

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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5 VITAL CONFIGURATION CHANGES TO EMPLOY BEFORE YOU START SOC 2 COMPLIANCE JOURNEY

SOC
October 24, 2023
4 mins read
264
4.5

What is SOC 2? Perplexed and baffled about the term being used? Are you nodding your head in yes? Well, we have got you covered as we have decided to take the plunge into this tricky term to make our readers understand it completely.

Before we deep dive into the SOC 2 important journey, we would like to elaborate on the definition of SOC 2 compliance.

So, let’s get a wing to this impressive section.

SOC 2 Compliance

SOC 2 stands for Service Organization Control Type 2 is a cybersecurity compliance framework founded and developed by the American Institute of Certified Public Accountants (AICPA).

How does SOC 2 compliance do wonders? Well, when you employ SOC 2 compliance, you ensure that the client data is processed and stored in the proper layers of protection. For instance, it checks with third-party service providers in order to ensure data security.

Hopefully, the term is cleared. Now, let’s check what are the basic 5 important factors we should cover before we start our SOC 2 journey.

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5 Crucial Configuration Changes to Employ for SOC 2 Compliance

Do you want to store your client’s data in a way that even a simple malware attack couldn’t harm it? Definitely, yes. Before you start your SOC 2 journey, it is important to keep these points under your belt:

Yes, you must adhere to the compliance constraints which require you to make the crucial configuration changes. The SOC 2 compliance checklist includes the following points:

1. Password Policy in SOC 2:

Now, as technological advancement is witnessed, it is easier to secure data online with fancy yet authentic channels. For instance, password requirements in SOC 2 would be like:

Passwords will be at least 12-16 characters long and include both lowercase and uppercase letters, special characters, and numbers. Gingerly, passwords should be changed within 90 days or less and even won’t be reused for 6 months.

Note: The accounts will be locked out after five or more failed login attempts.

2. Logical Database Separation:

Reworking on database architecture is essentially required if you’re operating an overgrown proof of concept in order to ensure security and logical data separation from various clients.

SOC 2 Logical and Physical Access Controls (CC6)

These distinct controls are used to monitor as well as restrict access to the crucially sensitive data and the confidential information stored on networks/devices on which they are stored, processed, and transmitted.

3. Data Masking in Database Security:

What is data masking in database security? It involves a methodology of creating a structured but inauthentic version of the organization’s data so that it can be used for software testing and user training. The purpose behind doing so is to secure the actual data.

Similarly, when specific IDs or URLs of sensitive data records are to be protected, certain FAKE yet realistic codes/keys are used to secure random transactions.

4. Geographical Redundancy

It is imperative to know that SOC 2 tests the platform availability to configure multiple hosting locations and test failures.

Geographical Redundancy in Cloud Computing

It means replicating data between two or more different locations. In case, one location is hit by a natural disaster or goes offline due to some technical issue, the data will still be kept safe and secure in another location.

5. Update Users’ List:

If you must know, it is crucial to deprovision all the accounts for the previous users/employees who are no longer part of the process and need access.

Do You Know? At the end of the SOC 2 Audit, a SOC 2 report is issued that outlines the opinions and suggestions of auditors regarding the company’s internal cybersecurity processes, security standards, etc.

It is important to get your SOC 2 compliance process aligned by following these important points.

Now, let’s go through why SOC 2 compliance is important.

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Why Does SOC 2 Compliance Matter?

Why is SOC 2 compliance important? SOC 2 compliance plays a significant role for certain reasons. For example, it indicates that the organization is well-versed in security upgrades and maintains a high level of information security.

However, it is a must to know that for many buyers, an unqualified SOC 2 audit is considered as an alarming sign putting forward security and privacy concerns.

Notably, a SOC 2 tests 5 elements of your software:

  • Security
  • Availability
  • Processing integrity
  • Confidentiality
  • Privacy

SOC 2 Compliance Benefits:

There are numerous benefits that you can enjoy by employing SOC 2 audit:

  • It improves security by incorporating fancy data protection strategies and tricks.
  • Since the IT solution providers acquire all the relevant yet mandatory SOC 2 compliances, the customers find them trustworthy regarding the confidentiality of their data.
  • SOC 2 overlaps other compliances like ISO 27001 or HIPAA, which means killing two birds with one stone.
  • Avoid data breaches and reputation/financial damages by achieving SOC 2 compliance.

CASE STUDY – Concert Finance

Interestingly, Devsinc has a high-level caliber working under its roof providing information security services and meeting deadlines like a pro. We have engineers, experienced in identifying and remediating early gaps, and can ensure a smooth audit.

Thus, one of the clients “Concert Finance” trusted us with our expertise and got their SOC 2 compliance done in no time.

Name Industry Need Staffing Duration Deliverables
Concert Finance Enterprise SaaS SOC 2 Type 1 DevOps Engineer, Full-stack engineer (Security Specialization) 4 weeks SOC 2 Type 2, SOC 1 Type 1, SOC 1 Type 2

End Note:

Hopefully, by implementing these configuration changes before properly employing SOC 2 compliance, the organizations can keep their clients’ data more secure.

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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Industrial Automation Software: Impact, Benefits, and Whatnot!

Software Development
October 10, 2023
3 mins read
281
4.5

Technology is evolving in a fast-paced manner and so does its utilization. Over the passage of time, millions or even billions of software have been developed for the goodness and flexibility of the users who rely on the digitization of the processes.

Industrial Automation Software is one of those developments that has created a great impact on Modern technology. In this article, we will take the plunge into Industrial Automation Software and its effect on several industries.

So, let’s begin!

What is Industrial Automation Software?

IAS (Industrial Automation Software) has made utilization of technologies like IoT (Internet of Things), sensors, analytics, and enhanced connectivity a complete breeze for users.

Alongside this, it allows the transitions from reactive to proactive maintenance that enables the identification of prospective apprehensions and mitigates the operational risks and damages to extend the asset life.

Impact of Industrial Automation Software

With time, Industrial Automation Software has changed the working model in various fields of life, revolutionized industries, and transformed business operability to a great extent.

Undoubtedly, the software has induced feasibility in industrial processes, and improved efficiency, overall performance, and productivity.

In the manufacturing sector, the software streamlined the operations to increase output and reduce human error. By incorporating automation tools, businesses can profoundly allocate resources and indulge in fruitful strategic planning. Such tricks aid in enhancing competitive edges for the companies.

Not just manufacturing, this software has paved the way for other sectors like healthcare, retail, and logistics. Undeniably, in all sizes and types of businesses, Industrial Automation Software helps manage data, streamline processes, and reduce time and cost.

automation software

Industrial Automation Software Challenges

Gingerly, Automation Software comes with many challenges. For instance,

  • It has an impact on potential human jobs. However, some kinds of jobs are affected; still, the software has created chances to grow in many fields like data analysis and software development.
  • Due to reliance on automation software, the chances of cyber-attacks have increased. Therefore, robust cybersecurity measures should be taken to protect data and systems.
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Benefits of Industrial Automation Software

With Industrial Automation Software within your workspace, you can enjoy multiple benefits:

  • It significantly increases the productivity of the users and reduces the time spent on the processes.
  • With IAS, a safer work environment is shaped to enhance the operational processes’ understanding.
  • No hefty production costs would have to be born
  • High-quality processes are executed through such automation software
  • With the employment of Industrial Automation Software, users can produce concise and to-the-point information swiftly.

Nevertheless, the benefits of Industrial Automation Software abandon the risky impact of these challenges. Undoubtedly, the software has proven to be the best tool for businesses to manage complex information and enable features to operate proficiently. Moreover, it has driven growth and enhanced the decision-making capabilities of the companies.

EndNote:

Cautiously, tools and software like Industrial Automation Software have a great impact on modern technology, and the advancement in utilizing such software has transformed the working modules for many businesses. Despite all challenges, this software has vividly improved productivity and increased invention and efficiency, and indeed, become a useful addition to the business processes and implementation plans.

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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Breaking Down Bias: The Importance of Ethical Use of AI

AI
October 5, 2023
3 mins read
282
4.5

“AI is good at describing the world as it is today with all of its biases, but it does not know how the world should be.” (Joanne Chen, Partner, Foundation Capital, at SXSW 2018).

Artificial intelligence (AI) took off in some inspiring new direction, from chatbots using conversational AI to algorithms that can identify abnormalities in patient X-rays. AI is transforming every industry and providing new opportunities for businesses to improve efficiency, reduce costs, and make more informed decisions.

However, with this transformative technology comes a responsibility to ensure that its use is ethical and aligned with human values. Ethical considerations in AI are critical to ensuring that the technology benefits society as a whole and does not perpetuate or exacerbate existing inequalities.

Important Considerations

Potential For Biased or Discriminatory Decision-Making

One of the most significant ethical considerations in AI is the potential for biased or discriminatory decision-making. AI is dependent on human programming and is only as good as the data it is trained on, and if that data is biased or discriminatory, then the models used to make decisions will reflect those biases.

The data used to “teach” AI can result in fostering racial and gender profiling, as well as other hidden and normalized biases. If a society has a history of discriminatory practices, AI will provide a rearview outcome, limiting equity-based progress with seeming legitimacy.

For example, if facial recognition systems are trained on datasets that are predominantly made up of white faces, they may not perform as well on faces of other races, resulting in discriminatory outcomes.

Potential For Technologies to Exacerbate Inequality

Another ethical consideration in AI and machine learning (ML) is the potential for technologies to exacerbate inequality. If AI and ML algorithms are used in hiring processes, they may inadvertently discriminate against certain groups of people, such as those from underrepresented communities or with non-traditional backgrounds.

Additionally, if these technologies are only accessible to those with the means to develop or purchase them, they may widen the gap between the haves and have-nots.

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Privacy – Breaching Confidentialities

Privacy is also a critical ethical consideration in the use of AI and ML. As the technology becomes more pervasive, the platforms using it may collect and store large amounts of personal data, and a lack of proper security measures could lead to breaches and hacking.

The misuse or unauthorized access to sensitive personal information could have severe consequences for individuals and society as a whole.

Real-World Examples to represent AI/ML relevant considerations

Real-world examples have shown the ethical considerations in AI and ML. Such as:

  • The American Civil Liberties Union (ACLU) found that Amazon’s facial recognition technology, Rekognition, was much less accurate in identifying darker-skinned individuals, raising concerns about disproportionate harm to people of color or marginalized groups.
  • Amazon scrapped a recruiting tool that used AI to screen job applicants after it was found to be biased against women.
  • Additionally, the UK’s National Health Service (NHS) was criticized for giving Palantir access to patient data in exchange for assistance in managing the COVID-19 pandemic, as the deal gave a private company access to sensitive health data and raised concerns about exacerbating existing inequalities in healthcare access.
  • The COMPAS algorithm used widely in the US for guiding sentencing by predicting the likelihood of a criminal reoffending was reported to be racially biased, and could exacerbate racial biases due to the feedback loop it creates.
  • Similarly, PredPol, an algorithm designed to predict when and where crimes will take place, could lead police to unfairly target certain neighborhoods, as it was found to repeatedly send officers to neighborhoods with a high proportion of people from racial minorities, regardless of the true crime rate in those areas.

Finally, a study found that three of the latest gender-recognition AIs could correctly identify a person’s gender from a photograph 99% of the time, but only for white men, and accuracy dropped to 35% for dark-skinned women, increasing the risk of false identification of women and minorities. The study showed that the data on which algorithms are trained impacts their accuracy, leading to biases.

Final Verdict

The development and use of AI and machine learning technologies have immense potential to benefit society in various ways. However, the ethical considerations surrounding their use must be given paramount importance.

The potential for biased and discriminatory decision-making, the exacerbation of inequality, and the threat to privacy must be taken seriously. The examples cited above illustrate how AI can perpetuate existing inequalities and lead to harmful outcomes for marginalized groups.

As the use of AI becomes increasingly pervasive, it is crucial to ensure that its development and implementation align with human values, ethical principles, and social responsibility. By doing so, we can leverage the full potential of AI while minimizing the risks of perpetuating discrimination and inequality.

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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Embarking on the iOS Development Journey: A Beginner’s Guide

App Development
October 2, 2023
3 mins read
287
4.5

Are you interested in developing mobile applications for Apple’s iOS operating system? Nodding your head in yes? Well, if you must know, iOS development is a popular and lucrative field, with many opportunities for both experienced developers and beginners.

In this article, we’ll cover the basics of becoming an iOS developer, including the skills you’ll need, the tools you’ll use, and the resources available to help you get started moreover in the end I have attached some reference links and a road map to give you a jump start.

A Guide To Become a Proficient iOS Developer

1. Choose A Path:

There are two main paths you can take when learning iOS development:

  • Self-Taught Learning
  • Formal Education

Self-taught developers can use online resources such as tutorials, videos, and forums to learn the necessary skills. Many developers find that this path is effective, especially if they have prior programming experience.

On the other hand, formal education can be beneficial for beginners who need more structured learning. Many universities and technical schools offer courses and degree programs in iOS development.

2. Learn The Programming Languages and Tools:

To develop iOS applications, you’ll need to become proficient in these languages, including:

  • Swift
  • Objective-C
  • Swift-UI

Swift is a modern, easy-to-learn language introduced by Apple in 2014, while Objective-C is an older language still used in some legacy applications.

For tools, you will need to familiarize yourself with:

  • XCode

XCode is Apple’s integrated development environment (IDE) for building iOS apps. It includes a wide range of tools for designing user interfaces, testing your code, and debugging your applications.

3. Familiarize Yourself with iOS Development Frameworks:

iOS development frameworks are pre-built libraries that make building specific types of applications, such as games or social networking apps easier. Some of the most popular iOS development frameworks include UIKit, which is used to build user interfaces, and Sprite Kit, which is used to build 2D games.

Other popular frameworks include Core Data, which is used to manage data in your application, and Core Animation, which is used to create complex animations.

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4. Build Your First iOS App:

Once you’ve learned the basics of iOS development, it’s time to start building your first app. Start with baby steps and choose a simple application to build, such as a calculator or weather app.

This will allow you to practice your skills and learn more about the iOS development process. As you become more comfortable with iOS development, you can start building more complex applications.

5. Join the iOS Developer Community:

The iOS developer community is a vibrant and supportive group of developers who are always willing to help each other. Joining this community can be a great way to get feedback on your code, learn new skills, and connect with other developers. Many online forums, groups, and meet-ups cater to iOS developers.

6. Online Learning Materials:

  • Ray Wenderlich is the guy behind com. It’s a great website where you can learn not only programming for iOS but even for Android.
  • This next resource is more specific. Swift by Sundellis, you guessed it, all about Swift. The creator of the site is John Sundell, an experienced Swift developer.
  • What’s special about this site is that along with educational material like articles, you can also listen to podcasts and check out news about everything Swift.  Source: Swift by Sundell.

Final Words

Lastly, becoming an iOS developer requires time, dedication, and a willingness to learn. However, with the right tools, resources, and community support, anyone can become an iOS developer. Start by learning the programming languages and tools, familiarizing yourself with iOS development frameworks, choosing a development path, building your first app, and joining the iOS developer community.

Good luck!

Reference Links:

Arsalan Ahmed

Senior WordPress Developer

In publishing and graphic design, Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typeface.

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Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard dummy text.

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