AI Developers by In-depth Research of IT Firms Mon, 10 Jun 2024 12:30:10 +0000 en-US hourly 1 https://wordpress.org/?v=6.4.2 Top Artificial Intelligence Companies & AI Developers 2024 https://www.itfirms.co/top-artificial-intelligence-companies/ https://www.itfirms.co/top-artificial-intelligence-companies/?noamp=mobile#comments Mon, 10 Jun 2024 12:30:09 +0000 https://www.itfirms.co/?p=4274 Which are the most experienced top AI companies? Here is an illustrative list of Top AI companies for 2024 that take advantage of network-based, autonomous, data-driven, cognitive-digital and physical technologies that help accelerate growth by leveraging its technical process and domain expertise and create truly innovative business solutions: Sooner or later as it may feel, […]

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Which are the most experienced top AI companies?

Here is an illustrative list of Top AI companies for 2024 that take advantage of network-based, autonomous, data-driven, cognitive-digital and physical technologies that help accelerate growth by leveraging its technical process and domain expertise and create truly innovative business solutions:

Queppelin1. Queppelin:

https://www.queppelin.com

Queppelin is a “Red Herring Asia Award Winner” IT company. We have been featured in Mobile World Congress, Barcelona by Oracle corp and also certified with ISO 9001:2015 for IT services.
We develop Augmented Reality, Virtual Reality and Mobility applications and have a 10-year experience.
Our tech platforms have been showcased at Mobile World Congress, Barcelona and have impacted millions of users worldwide. We’ve developed VR platforms to help thousands of manufacturing staff to train better, AR platforms for museums and merchants and mobile streaming platforms which stream billions of bytes of data every day.

Services Provided by Queppelin:

AR/VR Development, Mobile App Development, Game Development, Custom Software Development, Analytics Dashboard, Predictive Analysis, Artificial Intelligence and Machine Learning.

Key Clients: Facebook, Snapdeal, Times of India, MakeMyTrip, Homeshop18, Gaana.com, Oxigen mobile wallet, Times internet Limited, Nokia, Samsung, KDDI, Micared (Japan)

India, USA, UK51 - 100Founded: 2010< $25/hr. +1-562-661-8191

STX2. STX Next: Survey/Interview

https://stxnext.com

STX Next is a reliable long-term tech partner for startups, SMEs and corporations. We help startups launch a successful MVP and secure funding for further growth. We also guide SMEs through the process of digital transformation to automate their processes and boost customer satisfaction. For corporations, we’re ready to both accelerate existing projects through team extension as well as define, deliver, and deploy completely new projects.

STX Next has 17+ years of market experience and a roster of 400+ developers, UX designers, testers, DevOps engineers and other professionals. They have delivered over 700 projects for over 250 clients. STX Next’s core technology is Python, supplemented by JavaScript for frontend work and React Native for cross-platform mobile. They also have experience with the following technologies and frameworks: Django, Flask, Twisted, Angular, React, Node.js

Services Provided by STX Next: 

Web Development, Mobile App Development, Custom Software Development, Python Development, Javascript Development, AngularJS Development, React Native Development, Product Design, Web Design, UX/UI Design, Software Testing, DevOps

Key Clients: Hogarth, Unity, Lamden, DIGIT Game Studios, Blocktrade.com, Seerene, Pixomond

USA, UK, Poland501-1000Founded: 2005$50 – $99/hr. +48 512 914 236

Dogtown3. Dogtown Media: Survey/Interview Badge

https://www.dogtownmedia.com

At Dogtown Media, we create impactful mobile apps that solve real-world problems. We harness the transformational power of creative technology to make a positive difference, using the latest developments in Internet of Things (IoT), Artificial Intelligence (AI), and Machine Learning.
Working with VC-Funded Startups and Enterprises including Google, Citi, and Red Bull, we offer expertise in iOS, Android, and web-based mobile applications.

Services Provided by Dogtown Media:

Mobile App Development (iOS, Android, Web), UX/UI App Design, IoT, Connected Devices, AI, Machine Learning

Key Clients: Google, Lexus, United Nations, Citibank, Red Bull, YouTube, Minneapolis Heart Institute, University of California San Diego, RoadTrip Nation, Udemy, Macy’s, University of Oklahoma, Harvard Medical School, Webdam, Fayr, When Georgia Smiled: The Robin McGraw Revelation and Dr. Phil Foundation, Worldwide Breast Cancer, Biotronik

Client’s Review:

Man Icon

“Dogtown Media constantly meets their deadlines and their work is high quality. They take great pride in their work, and it shows.” – Mousa Hamad

United States11-50Founded: 2011$100 – $149/hr. +1-888-814-7010

Konstant4. Konstant Infosolutions: Survey/Interview Badge

https://www.konstantinfo.com

Konstant Infosolutions is a premier software development company, offering a wide range of web and mobile solutions across the globe since 2003. The company has a team of 180+ highly qualified and experienced IT professionals who can deliver best of technology solutions and consulting services across diverse business needs.

Services Provided by Konstant Infosolutions:

As a leading software development company, Konstant provides reliable web and mobile solutions spanning across Native Mobile Apps Development, Cross-Platform Mobile App Development, Custom Web Development, UI/UX Design Solutions, Artificial Intelligence, AR/VR Development, E-Commerce Solutions, Database Programming, CMS Development, Enterprise Mobility Solutions, Cloud Consulting and IT Consulting – offering businesses delightfully tailored and trendy solutions in their budget.

Key Clients: United Nations, Wonder Cement, Volkswagen, Stanley, Citrix, Project Action Star, RawBank, Houghton Mifflin Harcourt, ThomasVille, Scholastic, Nestle, NASSCOM, TABCO.Food and more.

Client’s Review:

man icon“The team provided excellent communication and updates in a timely manner. Deliveries were on time and prompt with their responses.Their cost-effectiveness, timely deliveries, and communications were impressive.” – Yong Kim
USA, India, UAE101 - 250Founded: 2003<$25/hr. +1-310-933-5465

PixelPlex5. PixelPlex:

https://pixelplex.io

PixelPlex is a distinguished custom software development company with a proven performance history and over 100 talented developers having extensive technology expertise. Since 2007 the company has delivered over 300 cutting-edge solutions in Blockchain, AR/VR, Artificial Intelligence, Internet of Things, Web, Mobile, Game and Custom Software Development. Our team of proficient developers can solve virtually any business problems by building robust, intuitive, and secure digital products.

PixelPlex can manage projects of all sizes, whether they come from small businesses and startups or governmental institutions and Fortune 500 companies. We design, craft and deliver groundbreaking custom platforms and applications.

Services Provided by PixelPlex:

Software development, Blockchain development, Blockchain consulting, Web development, Accessible web development, IoT development, AI development, Mobile development, AR/VR development, Game development, UI/UX design

Key Clients: QTUM, Kakao Talk, Oracle, Microsoft, BMW, KazakhTelecom, Peerplays and many others.

USA, Switzerland, Belarus101 - 250Founded: 2007$50 – $99/hr. +1-646-490-0772

QuantumFind6. QuantumFind AI:

https://quantumfind.ai

QuantumFind AI, established in 2023 in Dubai, is a specialized AI Chatbot development company with a mid-sized team dedicated to serving enterprise-level clients across sectors such as Healthcare, Real Estate, Education, Tourism, Beauty, and Medical Aesthetics. The company offers a comprehensive range of services including AI Chatbot Design, Development, Integration, Automation, and expert AI Deployment Management Consulting.

Services Provided by QuantumFind AI :

AI Chatbot Design, Development, Integration, Automation, AI Deployment Management Consulting.

Key Clients:

United States, UAE, KSA0-10Founded: 2023$100-149/hr. +971 5556-26319

Vincit7. Vincit:

https://www.vincit.com

Vincit California is a software development and design agency based in Irvine & Orange County, California. Services include web and mobile app development, software development, web design, UI/UX design, and consulting. We believe that Mondays shouldn’t suck, that a flat company hierarchy is better, and that the best measure of success is client and employee happiness. Through hard work, Vincit has been ranked first at Best Workplaces in Europe by Great Place to Work Institute (2016), and has been selected as a Best Place to Work in Orange County by the Orange County Business Journal, Top Workplace by the Orange County Register and Orange County Best Tech Work Culture Runner-Up by Tech in Motion.

Services Provided by Vincit:

Design and develop web services, mobile apps, embedded systems, artificial intelligence, eCommerce design and development, Healthcare application development

Key Clients: Logitech, Yamaha, GE, Nokia, Kellogg’s

 

United States251-500Founded: 2007$150/hr +1-949-751-2140

Oxagile8. Oxagile: Badge

http://www.oxagile.com

Oxagile is a full-cycle software development company that enables businesses to transform, scale and gain competitive advantage, through the expert delivery of innovative, tailor-made solutions. Founded in 2005, we have successfully completed over 400 projects for multiple industries and business domains. In addition to a solid grasp of cutting-edge techs, our clients benefit from a truly tailored approach, flexible resource scaling, and expert PMO governance.

Services provided by Oxagile:

Together with custom software development, Oxagile’s key areas of expertise include web and mobile app engineering, cloud application development, legacy modernization, DevOps and R&D projects, software testing and quality assurance.

Key Clients: Discovery, Google, Vodafone, Kaltura, Veon, Motorsport, Management Sloan School, Cardiff University, Consumer Fusion, Thomson Reuters, Disney, Telecom.

United States251-500Founded: 2005$25 – $49/hr. +1-855-466-9244

Codiant9. Codiant Software Technologies: Survey/Interview

https://www.codiant.com

CODIANT is a YASH technologies company pioneering in Mobility and Custom Web Product Development. CODIANT is an ISO 9001-2008 & ISO/IEC 27001: 2013 Certified Company. Till date, we have delivered more than 700+ projects and have served 120+ clients worldwide and still counting!  With an extensive portfolio and global clientele, the company is surpassing  a span of industries like Healthcare & Telemedicine, Fitness, Travel & tourism, Ecommerce and Mcommerce, On-demand App Solutions,  Insurance, Social networking, , Digital Wallets, Crypto currency, Bit Coin, Augmented Reality and Artificial Intelligence, Big Data and IoT and other globally changing industries. With more than 15 years of cumulative experience in deploying cutting-edge solutions to clients from diverse business verticals, the company specializes in providing solutions to Startups, SMEs, Public sector and Global Enterprises and helps them address emerging market challenges by defining, designing and building applications tailored to meet their specific business requirements.

Services Provided by Codiant:

Mobile app development, Web Design & Development, Enterprise Mobility, Blockchain Solutions, Cloud Solutions, UXD Development, Ecommerce Development, Internet of Things, Wearable app development.

Key Clients: TaxiApp UK, Brilliant Move, Six Taxi, Careclix, 247 Fitness , HomeSwapper, Bodyboss, Labayh, Mendzy, Autism West Midlands, Camio, Bolt, Fantopias, Trackter, Riezeo

Client’s Review:

“Codiant team did a great job on helping us build our presence on iOS, Android and Web. The Codiant team is skilled and dedicated to delivering a product that exceeds requirements.” – Michael Patchen
USA, UK, India101 - 250Founded: 2010$15/hr. +1-309-278-0633

10Clouds10. 10Clouds:

https://10clouds.com

10Clouds is a team of 200+ experienced developers and designers, ready to transform your digital ideas into impressive, world-changing products.

Working with 10Clouds: 12+ years of software development experience, 100+ delivered projects, Simple and friendly contracts, Accurate time logs for the work done (Jira), Regular, reliable contact with your team using your chosen communication tools, Agile software development, American business culture (influenced by the work of many of our clients), Direct access to development environment and codebase, Certified Scrum Masters

Services Provided by 10Clouds:

We provide a wide range of services related to digital web & mobile development and design, including blockchain services.

Web applications tech stack: Python, Django, JavaScript, React, Node.js, HTML+CSS
Mobile apps tech stack: Swift, Kotlin & Java, React Native, Flutter

Key Clients: Emergent Technology, Aleph Zero, Trust Stamp, Omise, Datacapt, Wishu, Swile, ActionFunder, Forbes, Crescent.

Poland101-250Founded: 2009$50-$99/hr. +48 507 096 183

Infosys11. Infosys Public Services, Inc.:

https://www.infosyspublicservices.com

Infosys Public Services is a leader in business consulting, technology solutions, and next-generation digital services. We enable public sector organizations in the US and Canada to navigate their digital transformation journey.

Services Provided by Infosys Public Services, Inc.:

Data Analytics, Blockchain Services, Legacy Modernization, QA Testing, Cloud Services

Key Clients: Public Services Procurement Canada, Ministry of Transportation of Ontario

Canada501-1000Founded: 2011$100-149/hr. +1-416-997-5982
 

WillowTree12. WillowTree:

https://willowtreeapps.com

WillowTree helps the world’s most admired companies launch applications that make a difference. Founded in 2007 as a mobile app and web development agency, the organization has grown with the digital ecosystem to support every stage of the product life cycle. WillowTree crafts digital products that solve business needs, drive market differentiation, and improve the user experience. Their teams provide end-to-end, full-stack development (including native mobile apps, web development, voice interfaces, and cross-platform), strategy, design, and growth marketing services while baking in considerations for SEO, accessibility, and security.

Services Provided by WillowTree:

Core services are Generative AI, Digital Strategy Consulting, Cloud & Infrastructure, Brand & Experience Design (UX strategy, product and UX design, product and user research), Android app development, iOS app development, web development, tvOS and OTT development, backend engineering and architecture, app analytics, SEO, growth marketing, and content design.

Key Clients: HBO, National Geographic, American Express, PepsiCo, FOX, Regal Cinema Group, GE, Johnson & Johnson, Hilton, Dairy Queen, NiSource, Synchrony Financial, American Electric Power (AEP)
United States501-1000Founded: 2007$150 - 199/hr. +1-888-329-9875
 

Eleks13. Eleks:

https://eleks.com

For over 26 years, we’ve been working as a software innovation partner to Fortune 500 companies, big enterprises and technology challengers. Our team of 1,100+ professionals provides you with a full range of software engineering and consultancy services.

Software products that we build help the world’s leading brands transform their businesses, increase their revenues and save up to 40% of the time and operating costs.

Services Provided by Eleks:

Software Engineering, Technology Consulting, QA, R&D, Business Analysis, UX Consulting, Security Services.

Key Clients: Aramex, Eagle, Russman, Medusabusiness, Teleologica, Havas, Reactoo, Blackboard, Accelerated Analytics, Coras, Xceedium, States of Jersey.

Ukraine, USA, UK1000+Founded: 1991< $50 /hr. +1-702-710-4990
 

LeewayHertz14. LeewayHertz:

https://www.leewayhertz.com

A leading mobile app development company and among the top most developers who deliver commercial apps for the iPhone Platforms. LeewayHertz consists of HIDE certified design experts and broad expertise developers for developing high quality enterprise solutions. They have delivered over 300 apps for enterprise and consumer app space both. Award winning professionals are capable enough to deliver beautiful, highly intuitive user experience and interfaces Mobile consultants understand all the requirements of the enterprises carefully and they are capable enough to achieve the mobile objectives.

Services provided by LeewayHertz:

LeewayHertz provides end-to-end app development services for all major platforms with well experienced team for iPhone, iPad and Android from concept creation, UX and UI design, creative design, development, testing to deployment.

Key Clients:

United States101-250Founded: 2007$50-$99/hr. +1-995-387-0560
 

Fingent15. Fingent:

https://www.fingent.com

Fingent has been in the IT software services industry since 2003 and we are a reliable and affordable Web and Mobile Development company for enterprise and mid-sized organizations.

We are a full service web and mobile development services provider with two offices in the United States (Boston and New York), India and United Arab Emirates. Our global team of over 230 talented full-time employees have helped hundreds of mid and large size organizations implement software solutions that increase productivity and profits.

Services provided by Fingent:

Web Application Development, Mobile Application Development, Product Development (SaaS) and Enterprise Software Development. We will help you solve your business challenges through software in any technology area.

United States100 – 249Founded: 2003< $30/hr. +1-914-615-9170
 

Dotsquares16. Dotsquares: Survey/Interview

https://www.dotsquares.com

Founded in 2002, Dotsquares is a renowned IT service provider having a team of 650+ in-house resources. Dotsquares team has worked on 10,000+ projects for fortune 500 companies, SMBs, and start-ups related to almost all the Industries and business models. It provides state-of-the-art solutions to help clients generate maximum out of their idea & investments.

Headquartered in the UK, Dotsquares has manned offices in USA, Australia, Dubai and three development centers in India. It is ISO 9001 Certified and partnered with many reputed firms such as Google Partners, Microsoft reg. partner, NASSCOM Member, Salesforce Partner and IAOP.

Services Provided by Dotsquares:

Native Mobile Apps Development, Cross-Platform Mobile Apps Development, Block Chain, IoT, Augmented Reality & Virtual Reality and hosting are few among the long list of its services.

Key Clients: Kenwood, Bose, NHS (National Health Service), Ericsson, Daily-News, Beatthebrochure, Conservatives, Travelsoon

India, UK, USA501-1000Founded: 2002< $25 / hr. +44-127-357-5190
 

Datamatics17. Datamatics:

https://www.datamatics.com

Datamatics provides intelligent solutions for data-driven businesses to increase productivity and enhance the customer experience. With a completely digital approach, the Datamatics portfolio spans across Information Technology Services, Business Process Management, Engineering Services, and Big Data & Analytics all powered by Artificial Intelligence. It has established products in Robotic Process Automation, Intelligent Document Processing, Business Intelligence, and Automated Fare Collection. Datamatics services global customers across Banking, Financial Services, Insurance, Healthcare, Manufacturing, International Organizations, and Media & Publishing. The Company has presence across 4 continents with major delivery centers in the USA, India, and the Philippines. Datamatics provides end-to-end enterprise solutions to all organizations across the world. We construct innovative and customized solutions for enterprises to help businesses increase ROI and improve operational efficiency.

Services Provided by Datamatics:

Datamatics portfolio spans across Information Technology Services, IoT, Business Process Management, Engineering Services, and Big Data & Analytics all powered by Artificial Intelligence. It has established products in Robotic Process Automation, Intelligent Document Processing, Business Intelligence, and Automated Fare Collection.

Digital Experience Services – Web Development, Mobile App Development, Wearable App Development, React Native Development, Product Design, Web Design, UX/UI Design, Software Testing, DevOps, Product Engineering

Key Clients: Tata AIA Life, Birla Sunlife insurance, Bajaj Allianz, Unilever, Blue Star, Mahindra Finance, Memphis Area Transit Authority (MATA), Kotak Life Insurance

India, United States1000+Founded: 1975$25/hr. +1-888-772-5532
 

AppInventiv18. AppInventiv: Survey/Interview

https://appinventiv.com

Appinventiv is one of the top-notch app development company with headquarter in Noida (India) and a branch office in Dubai. Since its inception, it has delivered 350+ ‘top-grossing’ applications to clients globally and has set a new benchmark in the app market with its innovations and services.

In last 2 years, we have gained strong exposure to different industries such as Real Estate, Healthcare, Finance, Education, Enterprise, and Travel to name a few. With our market experience and cutting-edge technologies, we have catered the needs of different startups and well-established firms with result-oriented, top-quality and reliable mobility solutions. We have proven our expertise in Android app development, iOS app development, Chatbot development, Wearable app development, Beacon app development, and IoT development, and are continuously ranking among the top app development companies on AppFutura and Clutch.

Services provided by AppInventiv:

We have expertise in following fields:

Native app development (Android, iPhone, iPad), Cross-platform app development, Web app development, Wearable app development, IoT development, Beacon app development, Chatbot development

India, United States251 – 500Founded: 2014$25/hr. +91 882-690-9998
 

Yalantis19. Yalantis:

https://yalantis.com

Yalatis is a trusted software engineering and IT consulting company from Ukraine that was founded in 2008. The Yalantis team of more than 300 specialists builds custom software that allows businesses to meet their needs and work within their constraints. As a strategic partner, Yalantis helps clients digitally transform to improve their products, speed up service delivery, increase operational efficiency, and expand to new markets.

Services provided by Yalantis:

Custom software development, Development teams augmentation, IT consulting and digital advisory, Software re-engineering and support

Key Clients: Zillow, Healthfully, KPMG

Ukraine251-500Founded: 2008$35/hr. +1-213-4019311
 

FuGenX20. FuGenX Technologies:

https://www.fugenx.com

FuGenX Technologies is an award-winning Mobile App Development and Game Development Company in India, USA and the Middle East, that takes the initiative in bringing the products and approaches into Mobile Space with high quality. We help clients in identifying risks and opportunities that address both short-term challenges as well as long-term value creation. FuGenX has delivered award-winning and Top 10 downloaded Apps and Games, 400+ Web Apps with 750+ Apps and Games in iOS, Android, BlackBerry, Windows 8 etc.  in both native and cross-platform.  Now it has become one of the world’s foremost software development companies for iPhone, iPad, Mac, Android, BlackBerry, Windows Mobile and Web application development.

Services Provided by FuGenX Technologies:  

Mobile App Development, Android App Development, iOS App Development, Custom Software Development, ERP Software Development, CRM Development, Web Application Development, E-commerce Website Development, Machine Learning, Artificial Intelligence, Blockchain

Key Clients: Vodafone, BigBasket, BPCL, Alitalia, Etisalat, Tata Consultancy Services, AstraZeneca, Alcatel-Lucent, PMC, NovaSys, Canon, Sony, Unicef, Agilent Technologies, 24/7 Customer, Symphony, Williams Lee, Landmark Group, Praxair, Atlas Copco

 

India, USA, UAE101 - 250Founded: 2008$25-$49/hr. +1-408-850-7270
 

Sooner or later as it may feel, the concept of digitizing everything is becoming a reality. Advanced technologies like Automation, IoT, Artificial Intelligence and Machine Learning, etc. can quickly capture and analyze a wealth of data that gives us unimaginable amounts and types of information to work from. Amid shifting, demographics and unprecedented global connectivity data collected from physical systems are used to drive intelligent action back in the physical world. The possibilities that arise from feedback loops generate abundant opportunities for new products and services, new business models and better ways to serve customers.  A broad set of digital data augmented by top artificial intelligence companies and subsequent sophisticated models can rival expertise gathered over many years of hands-on experience.

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Ways To Go About Machine Learning App Development https://www.itfirms.co/ways-to-go-about-machine-learning-app-development/ Tue, 11 Oct 2022 10:41:25 +0000 https://www.itfirms.co/?p=12971 We’re enclosing the Features, Benefits, Steps and Technology Stack of an ML-based MVP in brief! Machine Learning vs. Deep Learning vs. Artificial Intelligence How to build a machine learning app? Technology Stack for Machine Learning App Conclusive Artificial Intelligence zeroes down to machine learning. It is one way to hunt patterns and anomalies in human […]

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We’re enclosing the Features, Benefits, Steps and Technology Stack of an ML-based MVP in brief!

Artificial Intelligence zeroes down to machine learning. It is one way to hunt patterns and anomalies in human behaviour, understand customer behaviour, and check their past purchase history, preferences, and satisfaction levels.

Popular examples include: How Facebook automatically tags you on your friend’s photo? Or why does Spotify replenish its “Discover Weekly’s”?

AI has become so general that we don’t realize that we are making use of it all the time. Google search is able to give accurate search results with long tail keywords; Alexa; Siri and Facebook feed gives content based on human interest.

Machine Learning vs. Deep Learning vs. Artificial Intelligence

But Machine learning, deep learning, artificial intelligence, and data science are all different, yet interconnected. Machine learning and deep learning aids artificial intelligence by providing a set of algorithms and neural networks to solve data-driven problems.

Artificial Intelligence (AI) is the science of getting machines to mimic the behaviour of humans.
Machine Learning (ML) is a subset of AI that focuses on getting machines to make decisions by feeding them data.
Deep Learning (DL) is a subset of machine learning that uses the concept of neural networks to solve complex problems.

AI covers a vast domain including natural language processing, object detection, expert system, robotics, and computer system. They can be structured along three evolutionary stages – Artificial Narrow Intelligence, Artificial General Intelligence, and Artificial Super Intelligence.

Artificial Narrow Intelligence (ANI) also known as weak AI involves applying AI only to specific tasks. Most of the systems that claim to use AI are based on weak AI. For example – Alexa operates within a set of predefined functions. There is no genuine intelligence or self-awareness. Apple iPhone faces verification, and Autopilot features at Tesla, the social humanoid Sophia (built at Hanson Robotics), and finding the optimal path through Google Maps.

Artificial General Intelligence also known as strong AI, involves machines that possess the ability to perform any intellectual task that a human being can. Machines don’t possess human-like abilities. They are not yet capable of thinking and reasoning like a human. Stephan Hawkings warned that “Strong AI would take off on its own, and re-design itself at an ever-increasing rate. Humans, who are limited by slow biological evolution, couldn’t compete and would be superseded.”

There has been a rapid expansion of AI/ML in medical applications, finance applications, logistic/supply chain applications, customer-facing applications, metaverse, gaming applications, data science assets and investments, IBM Watson, Twitter, Google Assistant, and Tesla Cars. Machine Learning Systems scrutinize data, learn from that data, and make decisions. Examples: NFT Streaming, Snapchat’s Filters, Google Maps, Uber and Lyft, Financial Applications, Dango, Healthcare, robotics, marketing, and business analytics.

How to build a machine learning app?

The simplest way to harness the potential of machine learning in mobile applications is by making use of ready-made ML services from Apple like Core ML, and ready-made ML services from Google like ML Kit or Firebase ML. You have the option to keep all the functionality in the cloud, or to keep all the functionality in the mobile app.

To start with, design the prototype and verify it. Code and test your MVP. Deploy and maintain the app. Let’s look into it in detail:

Define the problem: What do you wish to achieve with your ML-based app? How will it benefit the customers? Can it solve any task without using ML? If you are creating an AI-based chatbot app with well-defined options where all options are already coded, it won’t touch the AI aspect. But it won’t fulfill much of your business needs either, with all the regular algorithms. It will be incapable of dealing with any unknown challenges.

While sketching the outline of your AI project, consider any challenges that come through. What will happen when ML algorithms no longer work to rectify a specific situation? Do you have enough data to train a sustainable model? Will your ML models evolve over time?

Align the right professionals who are skilled and experienced in business, development, and testing.

Secure powerful servers with ML infrastructure, data analysis, cloud hosting with APIs, on-device SDKs or custom libraries, or a hybrid approach.

You need to discern if your target audience uses old devices, slower phones or networks. It needs to train the data non-stop in real-time. ML developers need to check if the ML model is too large to fit on a mobile device. ML models may require more than 100MB of disk space, making downloads less likely to happen. Your ML AI model should combine with other data pulled from third-party APIs.

If you are building an AI App like Netflix, you would want to fetch information from IMDB about your reviews and ratings, to serve more movie recommendations, solely based on your activity in the Netflix app.

Technology Stack for Machine Learning App

When you create a machine learning app from scratch, you may use a custom solution to align off-the-shelf machine learning components. This approach can be more flexible. But using canned ML services can remove a lot of burdens associated with ML functionality. Decipher the frameworks, technologies, tools, and development environment at hand to create ML apps. Python is the most frequently used programming language that ML development companies use in AI App Development. Use NLTK, Scikit – learn AI/ML Library. Use TensorFlow, PyTorch, Caffe, Scikit, Keras, Pandas, Numpy, and MXNet – ML Frameworks. In detail:

  • Programming Languages: Python, C++, Golang, R, SQL, Java/Scala
  • Frameworks: TensorFlow, PyTorch, MXNet, Caffe2, Keras, SciKit
  • Data Warehousing: Hadoop, Spark, Ray, BigQuery, Redshift, Snowflake
  • Libraries: Pandas, NumPy, DeskML, Keras, NLTK, SciPy
  • Cloud Services: AWS SageMaker, Google Cloud AI Platform, Azure ML Studio, IBM Watson, Azure DataBricks, AWS Glue
  • DevOps: CometML, Kuberflow, MLFlow, HopsWorks, Docker
  • Tools: Jupiter Notebooks, Google Colab, Airflow, Google Data Lab, Hevo, SQL Alchemy

Besides the steps that we followed here, a slight diversion will allow you to host the code of your project as a Jupiter Notebook. You can also build a web app for your project. You can make your code publically available by making use of Github, or Jupyter Notebook Viewer. The project will have to be downloaded and run on the notebook on the local machine or run notebook online in Jupyter Notebook Viewer. You can also make use of HTML or JavaScript and Flask to build a web app around the data science project and then run the project through the app. To avoid the intricate details of HTML, CSS, and Javascript, enter Stremlit. You may use Tweepy as a Python wrapper, Vader sentiment as a rule-based sentiment analysis library, and deploy on Heroku.

Conclusive

Access the URL and check the app. It becomes a lot easier to deploy the ML App with Streamlit and Heroku at absolutely no cost. Streamlit is also deployable on AWS, Google Cloud or any other cloud app. That was a relatively easier implementation of ML Apps in AI. Acquiring AI Skills like AIOps can simplify the process further. Follow up with ITFirms and application development companies for the best AI Blogs, most in-demand AI skills, how AI and ML are emerging etc.

Related Topic: Selecting Top AI Developers: A Comprehensive Guide

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Selecting Top AI Developers: A Comprehensive Guide https://www.itfirms.co/selecting-top-ai-developer/ Mon, 20 Jun 2022 14:18:24 +0000 https://www.itfirms.co/?p=11688 This is about deciphering AI developers who reinvent digital transformation solutions through Machine Learning, Deep Learning, NLP, Computer Vision and Artificial Intelligence! AI Engineering comprises the use of algorithms, neural networks, computer programming, and other technologies that help develop AI applications and techniques. Per Gartner, A robust AI engineering strategy facilitates the performance, scalability, interpretability, […]

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This is about deciphering AI developers who reinvent digital transformation solutions through Machine Learning, Deep Learning, NLP, Computer Vision and Artificial Intelligence!

AI Engineering comprises the use of algorithms, neural networks, computer programming, and other technologies that help develop AI applications and techniques. Per Gartner, A robust AI engineering strategy facilitates the performance, scalability, interpretability, and reliability of AI models while delivering the full value of AI investments.

Artificial Intelligence and Machine Learning help developers during the application creation process. It assists by examining the success of past applications in terms of build/compile success, successful testing completion, and operational performance. ML algorithms make recommendations to developers proactively based on the code they are creating. The AI engine directs the developers in building the most efficient and highest-quality application.

Popular Advanced AI/ML Projects

  • Titanic Survival Project
  • Personality Prediction Project
  • Loan Prediction Project
  • Stock Price prediction Project
  • Xbox Game Prediction Project
  • Housing Price Prediction Project
  • Sales Prediction Project
  • Digit Recognizer Project
  • Credit Card Approval Prediction
  • IMDB Box Office Prediction
  • Fake Product Review Monitoring System
  • Learn to Drive with Reinforcement Learning
  • Automatic Attendance System
  • Price Negotiator E-Commerce Chatbot System
  • AI Bot to Play Snake Game
  • Self-Driving Car
  • Music Recommendation App

What is an AI Engineer/Developer capable of doing?

Artificial Intelligence (AI) and Machine Learning (ML) help improve the performance of the DevOps teams by automating repetitive tasks and eliminating inefficiencies across the Software Development Life Cycle (SDLC).

  • They efficiently extract data from many sources
  • They design algorithms
  • They build and test machine learning models
  • They deploy ML models to create AI-powered applications that can perform complex tasks

Introducing DevOps in AI and ML

AI, ML, DevOps have changed the conventional workflow, made the applications more intelligent and secure (DevDecOps). All these development best practices have shortened the software development lifecycle to ensure the secure delivery of integrated systems via Continuous Integration and Continuous Delivery (CI/CD).

How are AI and ML impacting DevOps?

DevOps focuses on automating and monitoring every step of the software delivery process, ensuring that work gets done quickly and frequently. It does not eliminate human intervention, but it does encourage enterprises to set up repeatable processes that promote efficiency and reduce variability. It happily assimilates AI and ML. Altogether these technologies can process vast amounts of information and help perform menial tasks, freeing the IT staff to do more targeted tasks. These tools can assist AI App developers to learn patterns, anticipate problems, and suggest solutions.

DevOps operates on the use of continuous feedback loops at every stage of the process. Monitoring platforms gather large amounts of data in the form of performance metrics, log files, apply machine learning to these datasets to proactively identify problems very early and make relevant recommendations. It facilitates communication, eases complex tasks, predicts a person’s health, and manages a flurry of alerts.

Assembling AI with tools like GIT gives visibility to address irregularity in code volume, improper resource handling, longer build time, improper resource handling, process slowdown and more.

ML can be used to build comprehensive test patterns based on learning patterns from every release and enhance quality application delivery.

ML integrates with DevOps to secure the application delivery – safely identify patterns, avoids anomalies in system provisioning, automation routine, test execution, deployment activity.

Early detection of issues, configuration benchmarking to meet performance levels to predict user behaviour, understanding code release for achieving business goals.

Frequently Asked Questions

Q1. How do you keep AI bias from creeping into your models?

  • Define and streamline business problems.
  • Structure data gathering that allows for different opinions.
  • Understand training data.
  • Gather a diverse ML team
  • Consider target audience
  • Annotate with diversity
  • Test and deploy with diversity in mind
  • Improve your model with feedback

Q2. What is needed to be an AI developer?

They require a Masters’ in Computer Science or Technology with several years’ experience as a generalist programmer in the gaming industry.

Q3. What is an AI developer required to do?

  • They have to answer various business challenges using AI software
  • They need to design, develop, implement, and monitor AI systems
  • They have to explain the potential and limitations of AI systems to project managers, stakeholders
  • They have to develop data ingest and data transformation architecture
  • They are always looking for new AI technologies to implement within the business
  • They have to train teams to implement AI systems

Q4. Which tools do AI Engineers prefer to use?

  • Deep learning platforms such as H20.AI
  • Deep learning libraries
  • Analytic tools like TensorFlow, PyTorch, and Torch
  • APIs like OpenGL or PhysX
  • Profiling tools like Perl or Perforce
  • Programming languages like Java, Scala, and Python
  • Google assistants to implement within AI systems
  • Cloud platforms like Azure or Google Cloud AI
  • IBM Watson AI solutions and likewise.

Q4. How much the Artificial Intelligence developers earn / what do is the cost to hire AI Developers?

  • Base salary of Artificial intelligence Engineer – USD 75,000 + Commission and bonuses based on project profit sharing.
  • Machine Learning Engineer – USD 46,085 (Average)
  • Data Scientist – USD 96,100 (Average)
  • Research Scientist – USD 80,285 (Average)
  • Business Intelligence Developer – USD 80,103 (Average)

Conclusion: Scope of ML/AI Developers in 2022 and beyond

We estimate AI/ML applied to other stages of the software development life cycle to accentuate DevOps methodology. Unit tests, regression tests, functional tests and user acceptance tests all produce large amounts of data in the form of test results, which makes it identify patterns of poor coding practices that result in too many errors. This information informs development teams to streamlines their development practices in future.

ML becomes more effective when it utilizes resources and finds memory leaks to manage production issues. AI/ML could be used to fine-tune deployment strategies as applications are moved from development to testing to production environments. It also defines the magnitude of the current alerts and the source that specific alerts are coming from.

Artificial Intelligence enables all types of automation for business processes, saves time, and increases efficiency. This makes DevOps depend upon artificial intelligence to make its data interpretation and representation more effective. Comparatively, AI experts implement model operationalization (ModelOps), which is a set of capabilities that primarily focus on the governance and the full life cycle management of all AI and decision models. Watch this space for more!

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