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Instagram Post Maker by VistaCreate: Add Variety to Your Content

Technology

Do you want to add variety to your content? Instagram post maker by VistaCreate can do that for you. Let’s get started!

Much has been said about photo editing for Instagram. But not all profiles on this social network are based on photos. Commercial accounts, brand pages, themed communities – there are few familiar selfies and landscapes. But there is a cool design for Instagram posts and Stories. Instagram accounts strive not only to post 1 post every day, but also to create unique content. But it takes a lot of time to come up with new posts every day, to match them with pictures and fonts. The resulting profile is overloaded with mismatched posts, and it scares away your audience.

 Profile owners go to great lengths to stand out in a stream of information! That’s why it can be so difficult to keep subscribers, who are busy scrolling in search of interesting, catchy content. But it’s not just authors who shoot with expensive cameras and spend hours of time processing future posts that are successful in the media. If you have something to say to your readers, lack of skills won’t stop you. With Instagram Post Maker VistaCreate, you can post eye-catching photos that attract thousands of likes, at least every day, without any specialized knowledge or software!

 If you’re looking to save time but still design your Instagram account nicely, will VistaCreate be your trusty assistant? Use the handy tools, follow the instructions, or create your own designs.

Step by Step to Create a Quality Instagram Post

Follow this short guide to create your projects:

  1. Choose a post format – first of all, go to the Instagram posting format to start creating.
  2. Choose the right template – browse through all the Instagram post templates or use the search to dive into a huge collection of templates. You’re sure to find the right one.
  3. Edit the content – add, remove, or edit any element to make the design exactly match the mood and style of your post.
  4. Upload and share – download your finished post and share it to Instagram directly from the VistaCreate editor.

 Easy, isn’t it? With VistaCreate, you can create effective publications in seconds.

Also read: Video Editor Resume: create your stellar resume for video editor roles

Reusing a Template in Instagram

The path of least resistance is to choose one template for all posts. If the result seems so successful that you want to go back to it again, why not? Duplicate it to leave the original untouched, and put your imagination into the next one.   

Features of Creating an Instagram Post from VistaCreate

VistaCreate has 1 million free photos, vector images and other content to encourage your creativity. You always have access to over 1,600 short videos that are easy to use in any motion format. The tools also include a signature collection of more than 680 font styles in 25 languages. And if that’s not enough for you, you can upload your own!

Choosing a Plan for Your Productive Work

With the VistaCreate graphic design tool, you have a choice between two plans:

Starter Plan

This is a free format that does not require any investment. You will have access to:

  • over 75 thousand design templates;
  • over 1 million photos, videos and vector images;
  • branded styles with logos, colors and fonts;
  • free fonts, music, animations, backgrounds and objects;
  • 10GB of storage for files and projects;
  • direct sharing to Facebook, Instagram and Pinterest.

 This plan will suit amateurs and beginners as well as start-up businesses. 

Pro Plan

Its cost will be only €10 per month. You get all the features of the Starter plan, plus more:

  • background Removal Function;
  • over 70 million photos, videos and vector images;
  • team account;
  • unlimited sets of branded styles;
  • unlimited storage;
  • resize feature;
  • sticker builder;
  • version history.

 You can update or cancel your subscription plan in your account settings at any time. And payment methods such as PayPal, credit and debit cards: Visa, MasterCard, American Express are always welcome.

Image Size and Format for Instagram Postings

The Instagram feed shows the post in a square format. The post image must be 1080 x 1080 pixels with a 1:1 aspect ratio.  For landscape orientation: use 1080 x 566 pixels. For vertical: use 1080 x 1,350 pixels.

As for the format of your Instagram post image-it should be in JPG or PNG format with a maximum size of 30 MB, for images with a logo or text it’s best to use a PNG file.

Also read: Best 30 photo editors to hire | Assured quality – 100% money back guarantee!

Top 3 Tips for Creating the Perfect Instagram Post

You’ve already learned a lot about how VistaCreate works and features. But we’ve got more. Just pay attention to 3 simple tips to improve your project:\

  1. Formulate a Clear Call to Action – Instagram descriptions allow you to insert a link, but it won’t work. A square image that is sure to tell people to come to your blog to read your new post will be more effective than just a headline on a nice background image.  As an alternative, “Link to Bio” can be put in the description, although that doesn’t always appeal to the audience either.
  2. Add Interesting Text and Style – because Instagram is visual, it’s not always best to make your entire profile images with text. Spice it up with colorful images and colors or take the opportunity to upload multiple pictures and create a narrative! You probably want your post to stand out as aesthetically pleasing images.
  3. Insert a Fact or Entertaining Question – adding a fact or statistic to your image will make your audience pause and think. Answer the question, either on the image itself or at the top of your description, to encourage engagement.

 In this way, your Instagram, which relies heavily on published images, will take on new colors and engaging content will no doubt make someone stop and encourage them to read the description. 

 So, Instagram Post Maker by VistaCreate is convenient and saves time. You can either choose a suitable template or design it yourself. It requires a concept and your imagination. Change the content and experiment, it’s convenient because you do not need special knowledge of design skills. VistaCreate will always help you make branded content that will be remembered by your users.

 

How Can Consent Management be Used for Business Purposes?

Businesses

How can you use consent management for business purposes? Let’s find out in this article! 

 With non-compliance fines rising, customers are becoming more concerned about their personal data than ever. Whether it’s for your customer data platform or another tool, it’s always important to have the proper consent management plan set up that is easy for your customers to understand and comply with regulations and laws. 

Discussions regarding consent management have rapidly evolved over the years, and how to maintain compliance regulations as landscapes change. Sometimes, it can be challenging to understand what data you collect and how you should store it. 

What is consent management?

So, let’s dive deeper into understanding consent management. First, it informs users how your businesses collect and use data, which allows them to refuse or consent to that type of usage. This may comprise a set of policies, a process, or even a system that generally includes more than one top practice. A consent management framework is a key to ensuring compliance with data privacy laws such as GDPR and CCPA. These laws were passed only a few years ago, so the way we process data has definitely changed. 

Why is consent management important for your business?

Consent management is important for a business in several ways; here are some of the main reasons: 

Consumers want control of their data and privacy 

Some of the most important parts of consent management are allowing consumers the control they want. Privacy and internet access are considered to be fundamental human rights. While many privacy rights were established before data privacy laws, consumers increasingly demand transparency in online activities. 

Public trust is built 

The size of data breaches might be a vast concern for people because it will decrease people’s trust in protecting sensitive data. Nevertheless, even customers who aren’t impacted by any security breaches can psychologically affect them. In fact, a report by Mckinsey claimed that nearly 90% of customers would stop doing business with a company that uses their data unauthorized. 

Noncompliance

No company can get away without complying with privacy regulations, and larger corporations have continuously been an offender of privacy laws. The GDPR and CCPA are the strictest data privacy laws and have given large fines to companies that fail to comply. This is to ensure consumers are protected and don’t face unnecessary issues. 

How can you use consent management, and why should you use it? 

Lawfully speaking, consent management is a primary basis for processing consumer data. The best way to process consumer data in several situations is to maintain consent. However, this shouldn’t be an option, and according to the GDPR, there are five other methods you can use to process consumer data: 

  • Public task performance: Authorities that perform duties daily based on their job descriptions don’t need to comply with consent management standards since they carry out tasks based on public interest and official authority. However, this doesn’t apply to you if you aren’t working for a public institution. 
  • Legal obligation: Occurs when you process data that is legally acceptable. A great example here would be criminal records. 
  • Vital interest: If processing customer data is a fundamental act of someone, the processing is fundamentally monitored under the GDPR. However, this doesn’t apply to an everyday e-commerce business. 
  • Contract performance: In case your business is providing good services to your customers, 
  • Legitimate interest: Involves when you may process customer data without any valid reason. Nevertheless, it’s for legal interpretation and has already undergone several debates. 

However, remember that not all these bases apply to all online stores. In short, you need to obtain consent to be allowed to process customers’ data legally. 

Also read: Security Consultant | 12 best career options!

Consider using consent management platforms 

A consent management platform (CMP) is an excellent tool for collecting and managing user consent and passing down important information to third-party vendors. In addition, CMPs can automate consent processes by gaining permission to use cookies and track data, allowing users to update preferences much more easily. 

CMPs can comply with changing data privacy laws, helping business owners comply with different data privacy regulations. Nevertheless, they can also show easy-to-understand cookies and provide users with further information on how data is collected and used, building trust over time, especially when a user opens a web page for the first time. However, that isn’t the end. A CMP has many other benefits associated with it, and some of them are: 

  • Build trust with potential and regular customers: When customers see that companies want the best for them, they’ll try to create positive experiences that they’ll share with their friends and family members. 
  • Quick handling of DSARs: The GDPR can provide people with the right to access, and the CCPA provides similar rights, too, allowing EU residents to find out more about what an organization wants to know about them when submitting requests. Automated workflows can help companies manage DSARs. 
  • Saving time and resources: A CMP can significantly help users save time and resources since it automates the consent process and stays updated with any regulation changes. Nevertheless, no matter where you do business, it still helps you in several ways. 
  • Streamlining operations: Companies create central repositories for compliant consent responses they can use across several departments and in the company. 

Wrapping it all up 

That’s about it for this article. This was everything on how you can use consent management for your business. Despite its importance in business, many business owners still don’t have much information on it. That’s why we hope this article informed you well enough and changed your mind about consent management.

Know Why CCNP Certification Is The Key To Success In The Networking Industry?

Career

The article is going to discuss the importance of CCNP Certification in the Networking Industry.

 

Cisco Certified Network Professional (CCNP) is an industry-recognized certification that demonstrates your ability to implement, design, operate and troubleshoot the Cisco IOS and Cisco IOS XE operating systems. The CCNP certification is highly valuable in today’s competitive IT environment. It offers you the opportunity to take on a greater responsibility than ever before while at the same time demonstrating to employers your skills and expertise in networking technologies.

 The CCNP is the top-level certification for those who want to be leaders in the field of networking. The exam is designed to test their knowledge of data center network architecture and design, service delivery, and security. The exam also covers topics such as IP routing, WAN technologies, and virtualization.

The CCNP certification highlights of the course include:

  • Network Fundamentals
  • Network Technologies (TCP/IP, IPv4 and IPv6)
  • Switching Technologies (Routing and Switching)
  • Data Center Technologies (Virtualization and Cloud Computing)
  • Security (Security in a Networked World)

The exam takes approximately three hours and includes 160 questions. Candidates are given 90 minutes for each section of the exam, which means that you have about two hours to complete all of the questions. You should be prepared to spend some time on each section of the test because it’s not uncommon for candidates to spend 30 minutes or more on each question.

The CCNP exam is available in three levels:

  • CCNP Routing & Switching
  • CCNP Collaboration
  • CCNP Service Provider

Also read: 5 Best Software Programs & Services That Have Student Discounts

Why CCNP Enterprise Certification is the key to success in Networking Industry?

CCNP Enterprise certification is the key to success in Networking industry. The CCNP Enterprise certification is the most sought after certification for those who want to get into the networking industry. With this credential, you can prove that you have the skills required to work as a network engineer. The CCNP certification has become a standard qualification for IT professionals who want to get into the networking industry. It is especially valuable for those who want to move up the career ladder or are looking for a better job opportunity.

  1. CCNP is a certification that has been developed by Cisco Systems to certify the knowledge and expertise of the candidates on how to manage the entire network infrastructure. It is not just about configuring devices or setting them up, but also about understanding the whole network and its functions.
  2. The certification helps a person to understand how things work, where they are and how they can be used for better performance of the organization.
  3. This knowledge helps a person to become an expert in networking field who can lead and manage his team effectively. He/she can help improve the performance of their organization by setting up new projects and taking new challenges head on!
  4. He/she will be able to take decisions regarding investment in technology, hardware or software system according to his/her experience in this field and make sure that they are properly used for maximum output!
  5. It provides you with the confidence needed to work on challenging projects. If you want to work in a company where there are many different projects being worked on at once, then getting CCNP certification will help you manage all these projects better than others do because they don’t know much about networking technology or what needs to be done with it.

    6.CCNP certification provides you with an edge over your competitors. Person with CCNP certification can easily distinguish himself from his competitors. He will be able to get hired easily by companies because he will be able to do more than his competitors can do. This is because most of the companies look for people who have a good understanding of networking technology, which is only possible if you have CCNP certification.

    7.Networking is an essential part of our life Network is a very important part of our lives today. We cannot live without internet and other services provided by networks such as phone calls or voice calls made through routers or modems etc.. In fact, computers communicate with each other through networks. Therefore, networks are essential for us because they save us time and make things easier for us so we can enjoy our daily lives better than before.

We hope that this course will help you gain some knowledge about Cisco devices and their configuration while also helping prepare you for the CCNP exam. In this article, we have discussed the CCNP enterprise certification and its requirements. We have also discussed the benefits of obtaining this certification and how it can help you in your career.

If you want to become a professional engineer, then you should definitely consider getting this certification. It will help you gain more experience and knowledge about networking technologies and their applications.

Crypto Mining| Understanding the Pros and Cons

Blockchain and Crypto

In this article we are going to understand the pros and cons of crypto mining. Let’s get started!

 

Despite the fact that the peak of the popularity of cryptocurrency has already passed and many have decided for themselves is it worth it or not, there are still many questions. Time goes on, new cryptocurrencies and equipment appear, which increases people’s interest in this business. It seems strange, but many people who decided they would not go into mining, or even refused to look into it, find this interesting. Some are wondering about renting a mining host, others are looking for the most profitable cryptocurrency. It all raises too many questions, and the most important one is, is mining profitable at all?

That’s why in this article we’re going to look into a few important questions that will help beginners first of all. Let’s take a look at what mining is and understand its essence and feasibility. And also we will highlight all the advantages and disadvantages of this interesting business.

What is Mining?

It would seem surprising, but for some reason a lot of newcomers, immediately want to know the profitability of mining, what it takes, which cryptocurrency is the most profitable. However, they miss the most important thing, they do not even understand what the essence of mining is, what is the process? Remember, if you want to get to the bottom of any business or field, start with the basics, it will help you in the future. 

So, the term mining implies the extraction of raw materials. In the context of finance and information technology, cryptocurrency is considered to be such a “raw material. You can mine many different cryptocurrencies, such as BTC, Altcoin, Ethereum, Dogecoin and many others. This is done with the help of special equipment, such as GPUs or ASICs.

In more detail, mining is the attachment of blocks in which information about transactions is stored. As a result, they form a continuous and consistent chain: the blockchain. In order to join a block, it is necessary to solve a certain mathematical problem to decipher the algorithm of the cryptocurrency with which you are working. If the equipment finds the correct answer, its owner receives a reward.

Also read: 10 Things You Should Know About Crypto 

Advantages of Crypto Mining

Now, let’s get to the main part of our article and look at the benefits of this wonderful business. Let’s note at once that we will not write that mining is profitable or popular and so on, these are already common knowledge facts. And as for the profitability, everything here is individual and depends on the level of training and knowledge of the person who is engaged in it.

  • Passive Income

Yes, that is undoubtedly one of the biggest pluses of this case. We’re not talking about income in general, just the part where you don’t even have to do anything for it. That’s right, you can just successfully invest in it and then make a profit. Especially this point is great for cloud mining and mining hosting service rentals. In those two cases, you don’t have to do anything, it does everything for you, and you control or watch and enjoy the result if you want.

  • High Security Level

If you use mining as a way to make money, it will be as difficult as possible for hackers to gain access to your computer system and steal your funds. This is because at the very core of the business is the confirmation of a transaction on the blockchain network. In other words, scammers can’t fake them and somehow appeal to them.

  • Good Growth Potential

Mining has excellent growth potential and has been around for more than 10 years. In addition, it has experienced rapid growth in recent years, which is attracting more and more people. In other words, if you invest in it, there is a good chance that your business will grow exponentially over time if you keep investing every year.

  • Parallel Crypto Trading

As we know, crypto-trading is also very popular now, and you can make good money on it. So, once you earn some money for yourself, you can immediately sell and trade, exchange it, and so on. In other words, you can increase some of your hard currency if you know how to do it.

  • Freedom of Financial Management

Another amazing thing about mining is that you are free to use your assets in whatever way you want, because in our banking system, when we invest our savings, they are under the hegemony of the banks and the government. With cryptocurrency, we have complete control and power over our money.

Also read: Metamask vs. coinbase wallet | Best crypto wallet comparison

Disadvantages of Crypto Mining

As for the drawbacks in this business, they are very specific. To some extent they are individual and for some people, they will not be any problem at all, and for someone, they will cause a lot of inconveniences. But it should be noted that there are few of them, and that is good news.

  • Large Costs

Unfortunately, the kind of mining we see today requires a lot of investment. If before you could work in this business using the processor of your home computer, now you will have to spend money on specialized equipment. You can reduce the costs if you take advantage of a mining hosting service or just rent the computing power, but it still requires a lot of money.

  • Presence of Risks

Because the cryptocurrency market fluctuates, this makes it a risky venture for both miners and investors. You can expect sudden ups and downs within hours, which can lead to losses. However, most of the cases with loss of profits or some mishaps are still due to lack of experience or lack of knowledge.

Final Thoughts

As we can observe, this case has both disadvantages and advantages. It is very encouraging that the second ones are much more numerous. You can immediately draw conclusions for yourself, whether cryptocurrency mining suits you or it is better not to engage in this business. Yes, this area now requires a very high threshold of knowledge and finances to succeed in it, but it is worth it. If you do it right and understand mining, how it works, and what you need, you’re sure to be very successful in this field.

 

Best Way To Start a Website

Career

This article is going to discuss how to start a website. Let’s get started!

Around 5 billion people worldwide have internet access using various devices like laptops and mobile phones. The huge number has one thing to say for every company; being available on the internet is vital for business survival these days; otherwise, competitors will be there when your clients look for what you’re offering, and you’ll lose the opportunity to sell them.

Therefore, regardless of the business size or industry, having your own space on the internet is a must to establish a brand and open the doors wide for new prospects to find you organically or via paid marketing campaigns. Building a website has been a complicated issue requiring advanced web development skills for years. However, nowadays, even a beginner without coding experience can build a website in a couple of hours. This article provides a quick guide to help you get your website up and off the ground.

Website building steps

Check out the following steps if you consider having your website. Remember that hiring a professional is always an option to get things done quickly and correctly. Still, it would be better if you had an idea about the website development process before you take that step.

Identify the website type

You can develop a website in many different styles according to your requirements; big or small, modern or classic. It all depends on the purpose you have in mind for the website and the target audience who’ll be visiting it. 

Understanding the brand is essential to building a quality website that delivers a specific message. In other words, the goals will help shape the message the website delivers; for example, if the goal is selling a product or service, an eCommerce design is required, while an informative website won’t need features like a shopping cart or online payment.

In general, a website can be:

Very small website

This website type is usually used for online resumes or freelancer portfolios such as copywriters, translators, digital marketers, and photographers. Those websites typically include a home page with some general details, a multimedia portfolio rich in images and videos, and a contact us page with all relevant contact information.

Blog

Blogs are popular for sharing thoughts frequently and are used in a variety of fields like food blogs, travel blogs, educational blogs, business blogs, and much more. Moreover, blogs can be either independent websites or a part of bigger websites. Usually, companies tend to have a blog on their websites to post new ideas, updates, and industry-related articles.

Large websites

Large websites are typically business-oriented. Sometimes, they are used to represent a corporation and reflect the extensive services it offers. However, in many cases, the website could be the business itself, like in the case of eCommerce stores, where the whole business relies on online shopping services.

Also read: How to Use Social Media to Improve Your Career and Business

Choosing a website building platform

There are two leading options to build a website for beginners without coding knowledge: website builder and content management systems(CMS):

Website Builder

The website builder platform is the easiest way; it provides a complete package of drag and drop editor, templates, web hosting, domain, email address, etc. The drag and drop feature makes the platform very easy to use and understand, and anyone can start without technical knowledge. Moreover, those websites are mobile responsive because of the included mobile-optimization features. Some of the popular website building platforms are Wix and Shopify.

Website builders were a revolution in the world of website development because they enabled any business owner or interested individual to start a website in a couple of hours. All it takes is following the steps, adding a few words, images, and maybe videos, then your website will be ready for publishing.

Content management systems(CMS)

CMS is better for larger websites and offers advanced tools to work with; one popular CMS is WordPress. It allows users to choose their own web hosting company and will enable them to utilize plugins, which facilitates adding new features developed by 3rd parties. For example, you can use a plugin to add online shopping features, another plugin to enable multiple languages on the website, and much more. WordPress is also pretty easy to deal with. Still, it’s more complicated than website builders because it might require some familiarity with web development concepts to finalize the website and get it ready for publishing.

Choosing host and domain

The hosting service providers offer the storage space where the website will be hosted before it goes live. Many companies worldwide provide comprehensive packages for hosting services, even website building platforms. Choosing the right hosting service depends on the website type, purpose, expected monthly traffic, available budget, and many other metrics you can check while entertaining various hosting offers.

Another crucial element is the “Domain,” which is basically the website name that usually has the form ”www. business name.com”. The best domain is ”.com,” but for some businesses with some epical requirement, it can be .net, .org., etc.

Website planning and design

As mentioned before, one of the steps is choosing a theme for the website. Website building platforms provide a variety of choices of free and premium themes, and when selecting, many factors must be considered; the theme must be relevant to the business type in terms of style, color, and design. Themes have some common features:

  • Responsiveness allows websites to be compatible with any device and screen size.
  • Retina-ready to provide a high-quality experience for website visitors.
  • It supports the text with more space for images and graphics, making the website content more attractive.

If you need help in advertisement design and banners on your website, Adobe Express is an excellent tool to help you make it all by yourself.

Website punishing

Once the design is 100% ready, it’s time to make it official and publish the website online for the world to see. However, keeping your website up-to-date is essential, which takes some extra effort. After publishing your website, you need to consider SEO to improve your search engine results positioning and Google ranking.

Conclusion

Today, having a formal website for your business is essential to survive. Although it might seem complicated, the website building process has been simplified with the new website building platforms and no-coding technology; even beginners without technical knowledge can do it easily. So get ready and start building your website now.

How Artificial Intelligence Creates Synthetic Data For Machine Learning

Career

In this article we will learn how artificial intelligence creates synthetic data for machine learning.

Introduction

Today, almost every industry uses AI in one form or the other to harness the advantages it offers. This has piqued interest in AI and many of its related sub-domains. There is an ever-increasing demand for Artificial Intelligence /Machine Learning based applications.

Machine Learning-based applications heavily depend on data to train the machines with a training data set. This data set contains everything from independent or predictor variables to the dependent or predicted outcomes for the device to learn from. These data sets are typically massive. The availability of such data is not as simple as it sounds. This data comes with breach of privacy concerns and sometimes even risks of data theft. 

One way you can sidestep this problem is by using artificial data or what is called Synthetic data. AI classes are offered online, from where you can study about AI and ML in detail. In the following sections, we shall explore synthetic data and some techniques used in the industry to generate synthetic data.

Synthetic data- What is it?

Synthetic data is artificially created data and not organically collected data from genuine sources. Often created using purpose-built algorithms, this kind of data has several uses, including product testing, data model validation and Machine Learning/Deep Learning model training. One reason synthetic data is increasing in popularity is the various issues and hurdles in securing genuine data. Issues like privacy and data theft concerns crop up when sourcing data from sources.

Some benefits of using synthetic data in a machine learning setup are:

  • Quick and easy data production after the synthetic data model or environment is developed.
  • Accuracy in data labeling, which at times is difficult or expensive to get in real-world scenarios.
  • The flexibility of data to make any necessary adjustments to the data model.

To give you a perspective, one use case for increasing adoption of synthetic data in Machine Learning and Deep Learning setup is that of Self-driving simulations.

As autonomous driving technology development company Waymo is finding out, real-life experiments are expensive, with it having to create an entire mockup of a city for its self-driving simulations. Another example is self-driving Uber cars causing deadly crashes, dealing with a crippling setback to their operations in Arizona. Some start-ups and businesses are trying to solve this problem by helping with creating synthetic data for their customers using original data. This synthetic data is privacy compliant.

Let’s look at some techniques for generating synthetic data.

Also read: Microlearning 101: What is it and how to use it?

Fitting real data to a known distribution

Businesses can use accurate data to generate synthetic data by determining the optimally fitting distributions for the available data. One such method is the Monte Carlo method to generate synthetic data.

Businesses can also use machine learning models to fit the distributions. ML models such as Decision Trees allow the modeling of non-classical, multi-modal distributions. In other words, data that does not contain common characteristics of familiar distributions. Synthetic data generated using machine learning models tend to correlate with original data highly.

In many cases, some part of the actual data exists. In such situations, a hybrid synthetic data generation model can be used. Here, one part of the data set is generated from theoretical distributions, and the other is generated from real data. For cases where only some real data exists, businesses can also use hybrid synthetic data generation. In this case, analysts generate one part of the dataset from theoretical distributions and generate other parts based on real data.

Generating according to distribution

If there is no real data to model on, but there is enough knowledge of the dataset distribution, a random sample could be generated using such standard distributions. Distributions like Normal, Exponential, Chi-Square are some of the known distributions. 

Generating synthetic data using Deep Learning

There are at least two methods for generating synthetic data using Deep Learning, the Variational Auto-encoder method and Generative Adversarial Network.

Variational Autoencoder (VAE)

An unsupervised method, VAE compresses the original data set into a more compact structure before sending it to the decoder. The decoder then generates a representation of the original dataset. 

Generative Adversarial Network (GAN)

The GAN model uses two networks called generator and discriminator and employs them iteratively. The generator is supplied with random sample data to generate synthetic data. The discriminator then compares the artificially generated data against the original set based on conditions set before the generation.

Those were some of the theoretical models for generating synthetic data. Let’s look at some python utilities and libraries that implement these theories to generate your synthetic data.

How to generate synthetic data using Python?

Python features three popular libraries to generate synthetic data.

  • Scikit-Learn, SymPy, Pydbgen.
  • Scikit-Learn can help generate data that are typically used for regression analysis, classification tasks, or clustering tasks.
  • SymPy allows users to specify symbolic expressions for synthetic data creation.
  • Pydbgen helps users generate random names, email addresses, international phone numbers with just a few lines of code.

Use of Synthetic data in Robotics

Synthetic data is finding its way in every application of machine learning and AI including robotics and automation.

In robotics, testing for real life robotic systems is time consuming and expensive. With synthetic data on hand, robotics applications can run thousands of simulations in quick time. With AI generated synthetic data, you get data cheap and quick. This data is virtually as good as real-world data, thus helping in deploying the solution in the fastest possible way.

Let’s take the example of Nvidia deciding to use synthetic data to train their newly developed robots to pick up objects, simulating a human hand. Nvidia trained its robotic arm using synthetic data to pick up real-world objects. They employed a Convolutional Neural Net system on their Baxter robot to detect, identify and pick up objects with the dexterity that a human hand exhibits.

With a wide array of data that covers aspects like lighting, varying depth of shadows and different positioning of objects, they could train the robot to pick up objects in a variety of environments.

Use of Synthetic data in Automation

Another field that Synthetic data is used is Automation, Testing Automation to be specific. Test data automation is generation of testing data for automated tests of newly developed software. Testing automation is putting software through automated tests along with accurate test data.

Once again, the argument about testing data stops at cost and time for acquisition of real-world data. With AI generated synthetic data, it becomes easier to run test automations and deliver quality software within timelines.

Use of Synthetic data in development of Autonomous mobility

Autonomous mobility, the much-touted future of mobility, needs large data sets of sensor data and live streaming data for the purposes of simulation and machine learning. Generating this data set from a real-world scenario would be close to impossible and can turn out to be quite costly. Synthetic data to the rescue. Synthetic data today can be available instantly through API calls or can be generated internally using AI based algorithms. This data ensures that all possible scenarios are covered and the machine is well trained to go autonomous in the real world.

Conclusion

If you are interested in learning Python code or R library to generate synthetic data sets, there are several courses on GreatLearning.com. GreatLearning also offers ai courses online for those interested to learn about this technology of the future. 

 

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