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A computer vision engineer is one of the most rare and trendy occupations in the world today

One of the most rare and trendiest occupations in the world today is: Computer Vision Engineer. A computer vision engineer solves real-world problems by using computer vision research that is focused on a vast volume of data. For their clients, they spend a lot of time studying and integrating machine learning algorithms and computer vision. A computer vision engineer partners with others to make the integration of novel embedded architectures simpler. Image processing,

Computer Vision How to Become a Computer Vision Engineer in 2023?

If you want to work as a computer vision engineer, there are a few things you should know.  

Complete a degree program in a related field.

Begin by earning a bachelor’s degree in information systems,

Obtain a postgraduate degree.

Computer vision engineers must be experts in their profession. A master’s degree in computer engineering or computer science helps you to concentrate on particular courses that will help you learn more about

Get hands-on professional experience on real-world ventures.

To gain the transferable skills needed to specialize in computer vision engineering, most computer vision engineers will work in software development or computer engineering.  

Required Skills

Working with linear algebra math libraries and other related computer vision libraries is something that many computer vision engineers are familiar with. They’ll need software expertise in database management, development environments, and module or object-oriented software, among other things. Since these engineers work on complex issues, they must be able to interpret findings in order to draw reliable conclusions. It’s also crucial to think logically, reason clearly, and be detail-oriented.  

Future Scenario

One of the most rare and trendiest occupations in the world today is: Computer Vision Engineer. A computer vision engineer solves real-world problems by using computer vision research that is focused on a vast volume of data. For their clients, they spend a lot of time studying and integrating machine learning algorithms and computer vision. A computer vision engineer partners with others to make the integration of novel embedded architectures simpler. Image processing, machine learning , and segmentation are only a few of the applications that computer vision engineers have worked with. Computer vision refers to computers that are capable of not only ‘seeing’ but also ‘making sense’ of images, such as assessing distances and movements. Medicine, security, production, and different forms of monitoring may all benefit from this chúng tôi you want to work as a computer vision engineer, there are a few things you should know.Begin by earning a bachelor’s degree in information systems, computer science , or a related field. This will give you a solid understanding of the value of testing, system architecture, and technology development.Computer vision engineers must be experts in their profession. A master’s degree in computer engineering or computer science helps you to concentrate on particular courses that will help you learn more about programming environments, object-oriented software, and other related chúng tôi gain the transferable skills needed to specialize in computer vision engineering, most computer vision engineers will work in software development or computer engineering.Working with linear algebra math libraries and other related computer vision libraries is something that many computer vision engineers are familiar with. They’ll need software expertise in database management, development environments, and module or object-oriented software, among other things. Since these engineers work on complex issues, they must be able to interpret findings in order to draw reliable conclusions. It’s also crucial to think logically, reason clearly, and be detail-oriented.According to Great Learning , computer vision is a fast-developing field and has gathered a lot of attention from various industries. It will be able to function on a broader spectrum of content in the future. The domain already enjoys a steady market of 2.37 million US dollars and is expected to grow at a 47% CAGR till 2023. With the amount of data, we are generating every day, it’s only natural that machines will use that data to craft solutions. Once computer vision experts can resolve the current problems of the domain, we can expect a trustworthy system that automates content moderation and monitoring. With corporate giants like Google, Facebook, Apple and Microsoft investing in computer vision, it’s only a matter of time before it takes over the global market. Upskill in this domain to make the most of this disruptive economy.

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Top Computer Vision Internships To Apply This October Weekend

Computer Vision Internship at Augtual Reality Labs

Duration: 6 months Location: Bengaluru Roles and Responsibilities: Augtual Reality Labs is creating augmented and virtual reality experiences over the web for small and large businesses as well as enterprises. Therefore, the company is looking for interns who can work closely to build, stabilize, and scale its Fabrik Platform. He/she should work on writing well-documented, clean code and test and fix bugs and other coding issues. They should develop and manage well-functioning databases and applications. Qualifications:

Only candidates who can be available full-time in the office are asked to apply for the internship.

He/she should be available in the office throughout the six-month period.

They should have prior knowledge in computer vision frameworks like TensorFlow, PyTorch, etc.

The candidate should have prior experience in edge and mobile-based implementations.

Hands-on programming skills in Python, machine learning is also mandated.

He/she should have working knowledge in C/C++.


Computer Vision and Deep Learning Interhsip at

Duration: 6 months Location: Hyderabad Roles and Responsibilities: As a computer vision and deep learning intern, the candidate should work on custom train neural networks. He/she should try to incorporate image processing techniques as much as possible to make solution resource effective. They should explore the latest computer vision research papers and see if chúng tôi can incorporate those solutions into its pipeline. Qualifications:

The candidate should be available in the office for full-time.

He/she should be able to stay in the job for the whole 6 months period.


Deep Learning Computer Vision Engineering Internship at Dfy Graviti

Duration: 1 Month Location: Bengaluru Roles and Responsibilities: Dfy Graviti is an aerospace engineering company building situational awareness solutions, aiming to accelerate aerospace design and development services by building critical IPand investment into space-related infrastructure, and leading the creation of new markets in the space ecosystem. The company is looking to recruit a deep learning computer vision engineering intern who can set up a Linux system for a deep learning application. He/she should train a given dataset under the given framework. They should communicate with the team and mutually identify improvements to the model. Qualifications:

The candidate is mandated to be available at the office during the 1-month internship.


Computer Vision Internship at Wobot Intelligence

Duration: 6 months Location: Work from home Roles and Responsibilities: The selected intern’s daily responsibilities include implementing computer vision algorithms and pipelines for various use cases. He/she should use internally developed libraries to train models and implement the same for deep learning interference. They should understand the problem statement and write Python codes to solve the same following a standard architecture. The candidate should assist the team to implement complex pipelines and algorithms. Qualifications:

This job also demands the candidate to be available for 6 months without any fail.


Computer Vision Internship at Intozi Tech Private Limited

Duration: 6 months Location: Gurgaon Roles and Responsibilities: As a computer vision intern at Intozi Tech Private, the candidate should develop computer vision capabilities for the company’s core platform. He/she should use TensorFlow, OpenCV, Python, and deep learning frameworks to train models. They should use deep learning techniques such as Keras, TensorFlow, PyTorch, etc through their work. The candidate should develop integrations with various in-house or external microservices. They should research the latest technologies and develop proof of concepts (POCs). Qualifications:

The candidate should be available at the office throughout the 6-month internship duration.

Top 5 Computer Vision Applications In Security In 2023

As the global crime rate increases, so does the need for security services. The demand for investigation and security services is projected to increase from $288 billion in 2023 to $417 billion by 2025.

While conventional security services such as manual surveillance are effective, they are limited to the capabilities of the person performing them. For instance, security personnel can only watch surveillance footage for a limited time and with a limited level of accuracy.

Business leaders in the security industry are leveraging digital solutions such as AI and ML to meet the increasing demand and optimize their offerings. Computer vision is a field of AI and can help the security sector overcome these challenges by providing higher accuracy and efficiency.

This article explores 5 applications and use cases of computer vision in the security sector that can help business managers implement this technology in their businesses.

Person detection

Finding escaped criminals or fugitives is a problem all over the world. Law enforcement agencies and government bodies have been using facial recognition for a long time to find criminals or people of interest. However, the level of accuracy and intelligence that computer vision and AI systems offer has only been achieved recently.

Many countries are using computer vision-enabled facial recognition systems to catch criminals at large, even with masks on.

Watch how the government of Dubai is using an AI and computer vision-enabled smart surveillance system to safeguard its public transport.

While computer vision-enabled facial recognition systems are effective, they face significant scrutiny in terms of public privacy. Some people feel that the technology violates their privacy and threatens their freedom. Therefore, many countries such as Canada, and the US are working towards regulating and limiting the use of this technology to protect public privacy.

You can also check our data-driven list of video annotation tools to find the option that best suits your project needs.

Dangerous situation detection

Another application of computer vision is smart security surveillance for violent and dangerous situations in urban cities. These systems are implemented through high-definition surveillance cameras deployed in different parts of the city to observe the people and detect violent behavior such as fights and alert authorities.

See how it works

These systems can be implemented in areas where there is a shortage of security personnel and a high rate of street crime.

School shootings have also increased since the pandemic started. In 2023, the highest number of school shootings was recorded in the US since 1999. Smart surveillance systems enabled with computer vision and AI can also help improve security and safety in schools in the following ways:

Detect suspicious behavior of students

Flag unwanted persons

identify unsafe objects

send alerts if there is overcrowding in any area

Theft and fraud prevention

Computer vision-enabled smart surveillance systems also help detect thieves:

Retail theft prevention

Retail crime is a big issue in the retail sector and it has increased after the Covid-19 pandemic. Companies have to face significant losses every year due to shoplifting and theft. Computer vision-enabled systems can observe customers in the stores to accurately detect shoplifting.

According to a recent report, computer vision systems are proving to be effective in minimizing retail theft and reducing product loss.

Walmart is also using AI-enabled surveillance cameras to detect store theft.

To learn more about how computer vision is revolutionizing the retail sector, check out this quick read.

ATM theft prevention

Computer vision-enabled systems can also observe the people using an ATM. The system can analyze the behavior of the person using the ATM to detect suspicious activities and alert authorities. 

In 2023, 2 people were arrested for tampering with around 700 ATMs in India. In a situation like this, a computer vision system can use facial recognition to identify those people and alert authorities to take action.

Crowd disaster prevention

Crowded events such as concerts, sports, or political events involve a high level of risk. Usually, in events like these, a large security team consisting of many security guards and staff is appointed to protect the crowd from potential incidents such as stampedes, terrorist attacks, etc.

Computer vision-enabled smart surveillance systems can help eliminate the challenges in high-risk events. It can help security companies cover larger areas and crowds with fewer security guards and higher accuracy. This can also reduce the costs of hiring and managing a big security staff.

Watch how a computer vision-enabled system can help manage the flow of crowds in busy places like airports and malls to avoid incidents and disasters.

Computer vision systems can also help detect abandoned objects in high-risk areas such as airports. The system detects the abandoned object and alerts the authorities for further investigation. 

See how it works

To improve your computer vision project, you check our data-driven lists of:

Further reading

If you have any questions, feel free to contact us

Shehmir Javaid

Shehmir Javaid is an industry analyst at AIMultiple. He has a background in logistics and supply chain management research and loves learning about innovative technology and sustainability. He completed his MSc in logistics and operations management from Cardiff University UK and Bachelor’s in international business administration From Cardiff Metropolitan University UK.





How To Become A Successful Business Leader?

Successful business leaders require strong communication skills, strategic thinking, and the ability to inspire and motivate others. A successful leader can effectively guide and motivate a team to achieve a common goal.

Becoming a successful leader involves setting clear goals and expectations, communicating a vision and providing support and guidance, and inspiring and motivating team members to do their best work. This article will explore 12 key strategies for becoming a successful business leader. By focusing on these key areas, you can set yourself up for success and drive the success of your organization.

Top 12 Ways to Become a Successful Leader

Being a successful leader can result in many personal and professional benefits. Following are some of the best ways how you can practice being a successful leader −

1. Develop Strong Communication Skills

Good communication skills are essential for any business leader. This includes clearly articulating your vision and goals to your team and stakeholders, actively listening to others, and fostering open and honest communication within your organization. Interacting with your team and co-workers will help you understand ideas and problems better. This shall result in better project management and improve the company’s value.

2. Practice Strategic Thinking

Successful business leaders think long-term and anticipate future trends and challenges. This involves analyzing data, considering various options and potential outcomes, and making informed decisions based on that analysis. Consequently, this will help you understand what’s in demand and prepare your team before all risks and undertakings.

3. Inspire and Motivate Others

A key role of any business leader is to inspire and motivate their team to succeed. This includes setting clear goals and expectations, providing support and guidance, and recognizing and rewarding hard work. Additionally, this shall also improve the leader-employee relationship as it will foster a sense of goodwill in the heart of employees, and hence the workspace becomes healthier.

4. Foster Collaboration and Teamwork

Strong teamwork is crucial to the success of any business, and it’s the leader’s job to encourage collaboration and open communication within the team. This includes creating a culture of trust and respect and ensuring that all team members feel valued and included.

5. Embrace Change

The business world is constantly changing, and successful leaders can adapt and innovate in response to these changes. This means that to become a successful leader, you should be open to new ideas and approaches and take calculated risks when appropriate.

6. Stay Organized and Manage Your time Effectively

Business leaders often have a lot on their plate, so it’s important to stay organized and manage your time effectively to focus on the most important tasks and meet deadlines. This may involve setting clear priorities, delegating tasks when appropriate, and using tools like calendars and to-do lists to stay on track.

7. Build Strong Relationships

Strong relationships with colleagues, clients, and partners are crucial to the success of any business. Building and maintaining these relationships through regular communication and collaboration is important as a leader. This may involve networking events, one-on-one meetings, or other methods of staying connected.

8. Take Calculated Risks

While it’s important to be cautious, successful business leaders are willing to take calculated risks to drive growth and innovation. This means identifying opportunities and making decisions based on a thorough analysis of potential risks and rewards.

9. Learn from Failures

No one is always successful, and learning from failures is important to grow and improve. As a leader, it’s important to encourage a culture of learning and continuous improvement within your team and to create an environment where it’s safe to experiment and take risks.

10. Seek out Opportunities for Growth and Development

Successful business leaders always look for ways to grow and improve personally and professionally. This may involve seeking learning opportunities, networking with other industry professionals, or staying up-to-date on industry trends and best practices.

11. Foster a Positive work Culture

Positive work culture is key to the success of any business. As a leader, it’s important to create an environment that is supportive, inclusive, and respectful of all team members. This may involve promoting work-life balance, recognizing and rewarding hard work, and fostering open and honest communication.

12. Lead by Example

As a business leader, it’s important to lead by example and set a positive example for your team. This means being a good listener, being open to feedback, and being willing to roll up your sleeves and get your hands dirty when needed. It’s also important to be transparent and honest and to model the behaviors and values you want to see in your team.

Why Become a Successful Leader?

There are many reasons why people want to become successful leaders. Some common reasons include the following −

Personal Fulfillment − Many people find great personal fulfillment in being able to lead and inspire others.

Positive Impact − Successful leaders can positively impact their organizations and the people they lead. This can be especially rewarding for those passionate about making a difference in their field or the world.

Recognition − Successful leaders are often recognized for their accomplishments and contributions to their organizations. This can be a source of pride and satisfaction.


Leadership is not a mythical quality; anybody can become a more successful leader by honing a few key abilities. Keep in mind that developing into a competent leader takes time. Even though some people have strong leadership qualities inherently, everyone can learn and develop them by following the above ways. You can guide your team to success through effort, commitment, and strategic preparation.

5 Tips To Become A Successful Blogger – Webnots

Few years back it was not so easy to build a successful website. Now the situation is different that building a site is never been easier than before. Thanks to the hundreds of website building packages like WordPress, many individual people had tremendous success with their site as a blogger. These all factors drive youngsters to choose blogging as their full time career instead of going for traditional 9 to 6 job. It’s a good sign to dream on building an own kingdom, but it all depends on how hard you work and understand the world of web.

How to Become a Successful Blogger?

In this article let us explore 5 simple tips to be a successful blogger.

1. Have a Purpose

So have a clear purpose for your blog and start building blocks around that purpose. Never starts a blog without having an idea of what will you do after few years.

2. Patience – Blogging is Like Raising a Tree

A mango tree approximately needs three to five years for yielding fruits starting from a seed. Blog is similar to raising a tree – it needs many years to yield the expected result. You need to patiently do your work for some years without looking at the benefit. Once established then your blog will automatically works for you even when you are sleeping.

90% of the bloggers fail to patiently wait for long time and leave the site to end their online dream abruptly. So fix your horizon for at least three years before choose blogging as your career. Yes, we do agree the time frame may be little high or low based on the niche and the frequency of posting. In general it should take three years for getting 2500 to 3000 visitors per day.

The reason for long waiting time is oblivious. Go to Google and search for the topic you want to write. We bet you will find millions of searches for any given keyword. In such scenario, you need to compete with those millions of existing sites to attract readers to your site. When you write for long time, it is easy to understand that Google needs at least three months to bring traffic to your page (assuming you have published quality content which attracts users).

3. Spend Dedicated Time

You need to spend lot of time at the start for understanding the basics. Running a blog single handedly needs huge effort right from buying a domain to publishing each article. A quality article will take more than a day to write, format and for preparing images. It may even take more than a week time for writing product comparison or in-depth reviews.

When you decide upon blogging is a career then gear up to do hard work without looking at the clock. Believe us, sometimes you may need to work on the whole night to keep up your commitments or to troubleshoot some silly problem.

4. Invest Money

This is another mistake most of the bloggers will do – start building a site with free platforms like Blogger or Weebly. Simply remember two facts:

Open source platforms are different. They grow based on the community-based contribution and backed up with funding from large-scale organizations. Take an example of WordPress – companies take this open source package, develop on their own and sell back to users. These companies contribute to the growth of WordPress (like sponsoring WordCamp) so that they can also grow.

What you get is for what you paid. Choose premium theme, plugins and hosting for your site start from the beginning. Do not buy cheap shared hosting plans and end up in termination of your account just for using caching plugins (which utilize large space and resources to create and serve cached pages).

So choose open source platforms and invest smartly to build your site in comfortable space. Every free mistake you make will take long time to correct it. For example, migrating a 500 pages blog from Weebly to WordPress is a hectic task. You may need to pay heavily or spend months together to do it yourself. Also there is no point of dreaming about having a 1000 pages WordPress blog with free themes like twenty seventeen and hosting on a Bluehost shared server. You need to invest sufficient money to create infrastructure for your site’s growth plan.

5. Structure Your Style

Assuming you have patience, time and money the next important thing is to structure your working style. Avoid directly creating content on the editor without spelling check and proof reading. Following are some simple guidelines for better understanding:

This kind of structured approach will help you to stand out from the crowd and publish content frequently.


How To Become A Person Of Culture (With Pictures)

Choose a genre that you have genuine interest in, such as fantasy or romantic fiction. Research the best books of that genre as judged by book enthusiasts, and read them. You may want to look up books in other genres that interest you while you’re at it. If there is a genre you are not sure about, try it, and you might actually enjoy it.

After you feel you’ve become reasonably well-read in one genre choose another. Also, read some classic or recommended books. You might understand and enjoy some books of past cultures by reading books of the present culture.


Word-of-mouth is the best way to become aware of which contemporary films to watch. You may remember your friends talking about a certain film. Go to the video store and scan the shelves to find names of movies you may recognise.

Look up reviews about a film on Wikipedia before you watch it, just to make sure you’re not wasting your time (if you’re pressed for time). However, remember sometimes critics’ opinions are not always right.

It is important to do your research. If you don’t understand a certain film, then look it up on Wikipedia or somewhere on the internet. Sometimes an old movie will contain references to other classic films. As a result, you can learn about other works. When you watch these type of films, you will soon be able to appreciate more of them than you could previously.

Don’t restrict yourself to English-language films. There are many other films out there worth watching, they are just in different languages.

Look up good TV programs that you think you might enjoy. There are many types, ranging from situation comedies to drama. Wikipedia usually has information on popular TV shows. You can look up ratings or just ask around.

Don’t forget to be open-minded. TV shows you thought you might not like might turn out to be your favourite show. It has happened.

If you really like a TV show and you think you’d watch it again, then buy the DVDs.

Watch TV channels like Discovery andThe History Channel. This is a painless way to get involved in topics such as the origins of impressionist art or the history of English kings.

For example, while it is important for a person to listen and enjoy songs with non-cliché lyrics, it is also important that one is able to enjoy music without lyrics at all, just for the mood it can set, or the story it can tell without of words.

The ability to appreciate classical music is not as daunting as it seems. Just listen to some famous musical pieces, and you will most definitely understand why.

Be very open-minded. There is a lot of music out there which may not fit into any genre, but you may enjoy it. Don’t reject certain forms of music just because you have never heard them.

Listen to albums, not just singles. You might develop an interest in songs that never gained much popularity. Yet, this is not to say you won’t enjoy the memorable ones.

Listen to bands. Many bands have been around for a long time, in spite of this fact, some of their music is still fresh. This will give you access to older music, and you’ll be able to hone an appreciation for it.

Listen to music from other countries and in other languages. You’ll be surprised.

Learn a musical instrument. Once you listen to some good music, it will be natural for you to try to learn an instrument and create your own.

If you don’t like “shooting” games, there are many other types of video games that you may like. Do your research and you’ll find there’s a lot more variety than you originally thought. Role-playing games, RPGs, especially open world RPGs, are good to lose yourself in. However, some people prefer simpler games like platformers.

Don’t worry if you actually enjoy video games. That’s a good thing. It doesn’t automatically make you a nerd, it just adds more complexity to your personality.

Video-gaming is quite an expensive hobby, so make sure you try them before you buy them.

While you may feel like you already know a lot about the Internet, learn about the history of the Internet, and check out memes and viral videos so that you have a greater understanding of it.

Set your homepage to Wikipedia and read an article each day about something which seems “cultured” to you. In a very short time, you will know quite a bit more than you know now.

If there is one art form you particularly like, such as dancing or sculpting, then become practised in it.

World history. This is probably the most important cultural asset for you to acquire, since it provides pathways into other domains of knowledge and contextualizes its discoveries.

Geography. Again, a person of culture should not be ignorant of where countries or famous landmarks are.

Basic Sciences: Physics, Mathematics, Chemistry and Biology. Unless you want to follow a career in the sciences, a refined knowledge in the sciences isn’t completely necessary. Instead, make sure you have a sound understanding of the sciences at a high school level.

Economics. This is very relevant in understanding today’s world.

Psychology. A note about misconceptions: there is a huge misconception that Psychology is not a science, or that it is bogus. Read up on experimental methodology and actually educate yourself about it before believing those claims. Psychology is of extreme importance in today’s society, becoming increasingly more so as the world becomes more complicated.

Art and Architecture


Part of becoming cultured is learning about other cultures, not just your own. Try to free yourself from ignorance and media-fed stereotypes you have about other societies/religions.

Always try to empathize with all parties while learning. It is very important to challenge your prejudices. No one is inherently good or evil; instead you should aim to understand the motives for actions. Otherwise you will not understand other cultures.

Think for yourself. Don’t let others dictate your opinions.


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