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How Do I Get Into AI Development? Where Do I Start?

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Artificial intelligence is one of the hottest topics in the world of software engineering. No matter how long you have been in the field, or if you are coming to programming from a completely different field, the basic foundation in Artificial Intelligence and machine learning will not only help you move your career forward, but also open your mind to several ways of solving problems beyond the realm of algorithms.

Will Artificial Intelligence Be The Next Digital Frontier?

It is miserable that Covid-19 pandemic has destroyed millions of jobs, although big tech giants are increasing the usage of artificial intelligence. McKinsey’s 2017 report estimates that one-third of employers in the USA will be replaced by robots and automation by the decade 2030. These pandemic situations definitely change at all times. But humans need to decide how they want to integrate this advanced technology into the globe.

  • Gartner said that 30% of all B2B companies will hire AI technology to boost their one of the sales processes.
  • As per the reports of DemandBase, 80% B2B marketing executives proclaimed AI have announced that they will revolutionize the marketing industry by the end of 2020.
  • IDC estimates that by 2021, 75% of commercial applications will use Artificial Intelligence.

2021 is actually an open door for professionals who are already engaged in AI. So, if you are keen in starting a career with artificial intelligence, here is a guide you can follow today:

1) Having a solid background in mathematics is very important

You should at least have a basic knowledge of maths and calculus to train neural networks. You need to have knowledge on probability and statistics and other algorithms to get into the AI.

So, it’s better to learn as much mathematics as you can before entering into the best AI courses and other learning resources in Artificial Intelligence that you can find.

2) Reduce your focus: What do you want to build?

Make your goal clear and make it fit a simple sentence; For example, “developing an algorithm to estimate a person’s blood pressure”.

Then only you will be able to Lower your focus (broader term for AI), divide your problem into smaller parts and identify the specific resources you required.

3) Learn by doing AI: Try to solve simple problem for a start

Initially, you can to write a simple neural net first and then focus on the more complex problems.

In the beginning, solve an easy problem. Experiment with diferent approaches to algorithmic decision making when trying to solve it.

Enter into the world of AI software development by finding a quick fix to a given issue. You can also learn a simple ML algorithm and slowly evaluate its performance.

Next, improve your knowledge and skills by optimizing your basic solution. You can also upgrade various components and observe the resulting change.

You can also put your hands on writing AI code for various games, such as Tic Tac Toe and Sudoku, creating code for pattern recognition and building your own simulator.

4) Start with in-depth practice: Learn about artificial neural networks

Newly, you should be particularly interested in deep learning, is what I say true?

Now, if you would like to explore this ML technique, you need to know the basics of artificial neural networks.

In this case, you can brighten up this online resource with Deep Learning.

For the open source framework to use to test your newly acquired skills:

  • Google-powered Tensorflow, one of the most popular; Python based one
  • Skit-Learn, Caras, and Theano, all Python based frameworks
  • Java Framework named ‘Deeplearning4j’

5) Select Your Programming Language: Consider Libraries Availability and Performance

Choosing a programming language is very important when you decide to learn AI development course.

Go for the mainstream language (although you can do artificial intelligence and machine learning with less popular languages). One that:

Offers you with many high-quality libraries and software development tools

Stands in terms of performance

So, it could be Octave, Python, C ++, or Java. Everyone has its own limitations and strengths when it comes to performance and the availability of libraries.

This is especially important when you are doing in-depth research in the field of natural language processing.

6) Learn the theory of computational learning to enter into AI development

This is especially important when you are doing in-depth research in the field of NLP (Natural Language Processing).

7) Use a Cloud-Based One or Build a Powerful Computing Hardware

Expect some crucial hardware requirements to implement machine learning and run AI.

If you plan to use a powerful hardware system, a bundle of CPUs and high-performance GPUs is necessary:

Here are the two options:

  • You can go with the cloud based alternative
  • You can put together your own powerful super machine

Following are the two popular cloud computing platforms to consider:

Google Collab: Jupiter notebook environment that requires no setup; you can get quick access to a cloud-based GPU to execute your scripts.

Cloud TPU: A Google-based hardware custom designed to perform tensor operations more efficiently than a CPU or GPU.

8) Get acquainted with many ML- Algorithms

If you decide to start a career in artificial intelligence development you must be comfortable with other deciduous trees and random forests

  • Repetitive Neural Networks (RNN)
  • Support vector machines (SVM)
  • Deep Learning (DL)

9) Enter a Kaggle Competition

Put your newly acquired skills to the test!

You can also try to solve the problems that other expert AI Developers are doing by participating in a Kaggle competition. Test out multiple ways and go with the most effective solution.

10) Free online courses to try your hand

Last but not least, online courses. Following are the three best Artificial intelligence courses to learn online.

Learn with Google AI – This is the latest project launched by Google to help people understand what Artificial Intelligence is and how does it work. Though resource is slowly growing, it already has a machine learning course for freshers who already own Google’s Tensor Flow library. This course also helps those who don’t even have a basic knowledge of AI and machine learning, explains the key principles of designing neural networks and introduces Tensorflow.

Stanford University – Machine Learning –

This online course is taught by the founder of Google Brain, Andrew Nga and is available on Coursera. It is free to use and select paid options if you would like to get a certificate that can be used in the future. This course will introduce you to examples of real-life AI-driven technologies such as advanced mechanisms of speech recognition and web search. Through this course, you will also get the basic knowledge of neural networks.

Nvidia – Fundamentals of Deep Learning for Computer Vision –Computer vision focuses on creating computers that can analyze visual information like the human brain. This course covers the required technical fundamentals along with practical applications of object recognition and objects classification.

Conclusion

Understanding of machine learning and artificial intelligence becomes more valuable in any profession and field of business. Thanks to several online courses, today you do not have to go to any institution to learn this interesting and complex technology. Even you are not from technical background, you can get trained on AI from home and start using your skills and knowledge in practice, create simple ML solutions and take initial steps towards your dream profession.

If you want to learn more about the AI technology, please contact us. We would love to help you.

Source: https://www.usmsystems.com/how-do-i-get-into-ai-development/

AI

6 Best Artificial Intelligence Apps Making Human Lives Easier

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It is no secret that Artificial Intelligence (AI) has gained a lot of popularity and taken the world by storm. Past studies have revealed that the global market of AI is predicted to reach from US$29.82 billion in 2019 to US$252.01 billion in 2025, growing at a CAGR of 42.7 percent.

“Research by Gartner identified that in the next few years, every application or service will incorporate AI at some level. ” 

Due to its benefits, AI is being used in different business functions and fields, including marketing, operations, finance, etc. 

Besides this, AI allows computers to extract valuable insights from large volumes of data, thereby helping perform complex tasks with ease. Moreover, AI-based apps have not only facilitated organizations, but have made human lives a lot easier. For example, rule-based automation and machine learning have simplified many routine jobs.   

Apart from business applications, AI has now gained popularity in the real world scenario and is being increasingly used in web-based and mobile applications. And for this reason, AI-enabled apps are being increasingly embedded in mobile operating systems that are available in the market.

We have created a list of the 6 best Artificial Intelligence apps that are making human lives easier. 

#1 Google Assistant 

The first one on our list is none other than the famous Google Assistant, which is an AI-driven virtual app generally available on smart home devices and mobile phones. The good thing about this AI app is that it supports different languages. This gives users a chance to interact with the app by using their mother tongue. 

Apart from this, the Google Assistant can perform all the possible tasks that can make your life easy and hassle-free. Not sure which ones? Have a look at the list below:

  • It can access the required information from your calendar. 
  • It can look up for information online, such as restaurant bookings, weather updates, etc. 
  • It can play your favorite music for you. 
  • It facilitates in making appointments and sending messages. 
  • It can open different apps on your phone or other smart devices. 

#2 Ada – Healthcare in Your Hand

Ada is another AI-based app that has a clean and interactive user interface and it helps you in understanding what are you suffering from. This app works like any other doctor’s appointment as you are required to share your basic details first and then details regarding the symptoms.

Based on the information that you provide, it prepares a medical report regarding your current condition, which includes a summary, potential causes, etc. You can also share that report as a PDF with your doctor or any medical expert for further diagnosis. 

Besides this, Ada is an accessible health advisor which is powered by a smart Artificial Intelligence engine. The good thing about this app is that it considers all important patient information, such as past medical history, risk factors, and more. And after gathering this data, it leverages machine learning and AI to provide accurate feedback.

#3 Hookt

Another one on our list is Hookt which is a platform that facilitates in chatting, making friends with people who share common interests. So, if you are somebody who is fond of making new friends in your area or while traveling, you should try the Hookt app. 

All in all, it is crucial to note that sometimes apps ask you to share your personal information, thus increasing the likelihood of scams. A study carried out by Business Insider revealed that 1 out of every 10 adults falls prey to a scam each year in the US. 

Therefore, you should be well aware of how to detect a fraud or scam as this can save your money. For instance, previously, many Vodafone users reported that they had to pay for the airG chat service even when they didn’t subscribe for it. However, airG was fast enough to identify this airG spam and took corrective actions immediately. Since not everyone is as responsible and authentic as airG, you should be beware. 

#4 Socratic 

AI and Robotics have not only revolutionized the way businesses are run, instead they are helping improve educational standards at schools considerably.  

“Socratic is one of the most popular AI-based apps for iOS and Android that helps students with their homework.” 

This app provides educational and informative resources, such as explanatory videos, definitions, etc. To use this app, users are required to take a photo of their homework, and then the app provides them with solutions and principles that can help solve the problems. 

The best thing about this app is that it is not subject-specific, instead, it provides help regarding different subjects, including Chemistry, English, Economics, Math, and Science. 

#5 YVA

YVA is a cloud-based app that is widely used in many different organizations. This app leverages AI for evaluating the performance of employees. Apart from this, YVA can be connected to instant messengers and corporate mail, thereby making it a one-stop solution. 

Another good thing about this app is that it conducts regular employee surveys, and analyzes the received information. This helps send the required warnings to employees and managers. Besides this, YVA helps prevent conflicts in teams, as it recognizes the competencies, like strengths, weaknesses, and leadership qualities of each employee. 

#6 Juke Deck

Juke Deck leverages the full potential of AI-based technologies for creating music tracks of different genres. However, the users of this app are required to identify the initial parameters of the composition, including the genre, tempo, duration, mood, etc. Once these variables are finalized, the Create Track Buttons helps process the track. 

The good thing is that you can either listen to the music that you have composed in a browser or download it on your computer. Revisions to the processed track can be done easily as well. Apart from this, Juke Deck does not ask for royalties, therefore you can use the work created as you wish. For example, you can post your created tracks on social media or YouTube. 

The Final Words 

In a nutshell, Artificial Intelligence has completely revolutionized the way we live and has made our lives a lot more convenient, on both – a personal and professional level. Therefore, you should try the above-mentioned AI-powered apps and enjoy their benefits.

The post 6 Best Artificial Intelligence Apps Making Human Lives Easier appeared first on Aiiot Talk – Artificial Intelligence | Internet of Things | Technology.

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Source: http://www.aiiottalk.com/artificial-intelligence-apps-making-human-lives-easier/

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We Need to Build a Cloud for the Next Decade: Satya Nadella

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As the world enters the second wave of digital transformation, we need to foundationally transform how the cloud can drive the next level of economic growth, Microsoft Corp. Chief Executive Satya Nadella said.

Nadella was speaking at the Microsoft Ignite 2021, the annual flagship event virtually attended by more than 100,000 global participants, including IT decision-makers, developers, data professionals, security professionals and other technology enthusiasts.

“The true test of technology has always been whether organizations can improve their time to value, increase agility, and reduce costs…but as the world recovers, it will require much more from technology and the cloud, in particular, to help address our most pressing challenges,” Nadella said.

Five key attributes will drive the next-generation of innovation in the cloud, Nadella said. “These are ubiquitous and decentralized computing, sovereign data and ambient intelligence, empowered creators and communities, expanded economic opportunity for the global workforce, and trust by design,” he said.

As businesses have accelerated their digital journeys over the past year, the demand for technology has significantly picked up to enable various use-cases like telehealth, remote manufacturing, and new ways of working from home. Microsoft believes the cloud has been the foundation to enable all of these.

Microsoft announced ‘Microsoft Mesh’, a new mixed reality platform built on, which enables geographically distributed teams to interact holographically with each other.

“With mixed reality technology, the digital and physical worlds have come together,” Nadella said.

“This has been the dream for mixed reality, the idea from the very beginning,” said Microsoft Technical Fellow Alex Kipman. “You can actually feel like you are in the same place with someone sharing content or you can teleport from different mixed reality devices and be present with people even when you’re not physically together.”

Microsoft also announced a new semantic search capability in Azure Cognitive Search, an Artificial Intelligence (AI)-powered cloud search service for mobile and web app development. This capability enables developers to deliver results based on user intent as opposed to a keyword-based search, which is the industry norm. Semantic search leverages some of the most advanced natural language models to improve the relevance and ranking of search results.

The post We Need to Build a Cloud for the Next Decade: Satya Nadella appeared first on ELE Times.

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Source: https://www.eletimes.com/we-need-to-build-a-cloud-for-the-next-decade-satya-nadella

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AI Offers Powerful Insights into Video Content Production

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AI, language processing, and deep learning are three major technologies that affect streaming services. They are already used to create content and the picture looks beautiful and detailed. If we exploit Artificial Intelligence in live streaming, this would change everything. Modern technology allows us to create automated actions, trigger real-time graphics, analyze audio, monitor social media sentiment and auto-sharing.

AI Leads to New Opportunities for Video Content Development

Some developers saw AI technology as an opportunity and created useful tools that help in video production. Let’s talk about 4 software variants that could be used for video production.

NotMP3

To process multimedia you should have a useful tool that will allow getting them without payment. Nowadays the best content provider is Youtube. That is why we decided to mention NotMP3 software, which uses cutting-edge AI technology. This sort will allow you to fulfill this task for free.

This is free software which is downloadable from the site. This is a simple but very powerful tool that can help you to get audio or video file of any quality you like. You can also get files from Soundcloud and transfer them to various formats.

The main advantage of NotMP3 software is that it is completely free and does not require creating an account. All you have to do is to install and use it.  

Transcriptive AI

The first program that actually uses AI technology is Transcriptive AI. This is a universal tool that is exploited to transcribe footage. It will make that footage searchable. You can use this software to make caption and paper edits.

The creator allows getting a free trial copy but if you want to continue using it, you will have to buy the product. This soft will be useful if you want to find some pieces of audio that have been mentioned in the video. You will also have accurate transcripts spending as little time as possible. The most powerful component is searchability – you can look for clips, sequences, and markers. This machine learning tool works like Google and you just mention the keywords.

Pixop

This is not a tool but a cloud service that exploits intuitive interface and AI technologies for video enhancement. The main advantage of this service is that it is very easy to use. You will not need any plugins and other tools. No subscription and fees are required. This service has been created to encourage creators to update their digital archives as easily as it is possible.

Users value Pixop because it provides a place where you can make video enhancement as fast as possible. This is a flexible and scalable could service which has been created to tackle every requirement. And the most important feature is the fact that it is powered by machine learning – just let AI do the work! Just sign up and use the online tool.

Imagen

This is a media management tool that is used for keeping media safe, secure, and easy to find. This program will help you to organize and unlock the full potential of your video files. You just open a video file and start editing it. This software uses a simple but effective technology to process a picture. Choose a frame, pause it and crop out the needed fragment. Then this picture could be saved on your device and used to create media products. You can add annotations for any image.

This tool could be ideal for content makers that are willing to organize and see the true value of their content. This service lets you focus on the important features of the picture. It is very good for business in content-making industry.

AI is Invaluable for Creating New Video Content

So, what is the best AI solution for content creation? At first, you will need a tool that would be able to download the high-quality video as fast as possible. That is why you will definitely need NotMP3 downloader and converter.

After that try Transcriptive AI program because this is professional software. It has lots of useful features. But it is not free.

If you are looking for the fastest way, try Pixop cloud service – it has all the needed functions. You can use Imagen as a free offline variant which will help you to create the best content.

The post AI Offers Powerful Insights into Video Content Production appeared first on SmartData Collective.

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Source: https://www.smartdatacollective.com/ai-offers-insights-into-video-content-production/

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Artificial Intelligence

AI Offers Powerful Insights into Video Content Production

Avatar

Published

on

AI, language processing, and deep learning are three major technologies that affect streaming services. They are already used to create content and the picture looks beautiful and detailed. If we exploit Artificial Intelligence in live streaming, this would change everything. Modern technology allows us to create automated actions, trigger real-time graphics, analyze audio, monitor social media sentiment and auto-sharing.

AI Leads to New Opportunities for Video Content Development

Some developers saw AI technology as an opportunity and created useful tools that help in video production. Let’s talk about 4 software variants that could be used for video production.

NotMP3

To process multimedia you should have a useful tool that will allow getting them without payment. Nowadays the best content provider is Youtube. That is why we decided to mention NotMP3 software, which uses cutting-edge AI technology. This sort will allow you to fulfill this task for free.

This is free software which is downloadable from the site. This is a simple but very powerful tool that can help you to get audio or video file of any quality you like. You can also get files from Soundcloud and transfer them to various formats.

The main advantage of NotMP3 software is that it is completely free and does not require creating an account. All you have to do is to install and use it.  

Transcriptive AI

The first program that actually uses AI technology is Transcriptive AI. This is a universal tool that is exploited to transcribe footage. It will make that footage searchable. You can use this software to make caption and paper edits.

The creator allows getting a free trial copy but if you want to continue using it, you will have to buy the product. This soft will be useful if you want to find some pieces of audio that have been mentioned in the video. You will also have accurate transcripts spending as little time as possible. The most powerful component is searchability – you can look for clips, sequences, and markers. This machine learning tool works like Google and you just mention the keywords.

Pixop

This is not a tool but a cloud service that exploits intuitive interface and AI technologies for video enhancement. The main advantage of this service is that it is very easy to use. You will not need any plugins and other tools. No subscription and fees are required. This service has been created to encourage creators to update their digital archives as easily as it is possible.

Users value Pixop because it provides a place where you can make video enhancement as fast as possible. This is a flexible and scalable could service which has been created to tackle every requirement. And the most important feature is the fact that it is powered by machine learning – just let AI do the work! Just sign up and use the online tool.

Imagen

This is a media management tool that is used for keeping media safe, secure, and easy to find. This program will help you to organize and unlock the full potential of your video files. You just open a video file and start editing it. This software uses a simple but effective technology to process a picture. Choose a frame, pause it and crop out the needed fragment. Then this picture could be saved on your device and used to create media products. You can add annotations for any image.

This tool could be ideal for content makers that are willing to organize and see the true value of their content. This service lets you focus on the important features of the picture. It is very good for business in content-making industry.

AI is Invaluable for Creating New Video Content

So, what is the best AI solution for content creation? At first, you will need a tool that would be able to download the high-quality video as fast as possible. That is why you will definitely need NotMP3 downloader and converter.

After that try Transcriptive AI program because this is professional software. It has lots of useful features. But it is not free.

If you are looking for the fastest way, try Pixop cloud service – it has all the needed functions. You can use Imagen as a free offline variant which will help you to create the best content.

The post AI Offers Powerful Insights into Video Content Production appeared first on SmartData Collective.

Checkout PrimeXBT
Source: https://www.smartdatacollective.com/ai-offers-insights-into-video-content-production/

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