ML by In-depth Research of IT Firms Mon, 10 Jun 2024 12:46:23 +0000 en-US hourly 1 https://wordpress.org/?v=6.4.2 Top Machine Learning Companies & Consultants https://www.itfirms.co/top-machine-learning-companies/ Mon, 10 Jun 2024 12:46:22 +0000 https://www.itfirms.co/?p=27038 Which are the Top Machine Learning Companies? This is the list of top machine learning companies and machine learning consultants. These companies are using advanced data-driven, cognitive, autonomous, and other modern technology trends for the software solutions. The top-notch Artificial Intelligence Companies are using best tech practices, vast industrial experience, and professional expertise to deliver […]

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Which are the Top Machine Learning Companies?

This is the list of top machine learning companies and machine learning consultants. These companies are using advanced data-driven, cognitive, autonomous, and other modern technology trends for the software solutions.

Azumo1. Azumo LLC:

https://azumo.com

Azumo is a leading nearshore software development services provider. We provide software engineers who build web, mobile, data, and cloud apps. Our engineers work from Latin America for our customers globally.

Services Provided by Azumo LLC:

Nearshore Software Development, IT Staffing, Virtual CTO

Key Clients: Facebook, Twitter, Discovery Channel, Zynga, and NCSoft.

United States101-250Founded: 2016$25-$49/hr. +1-415-610-7002

Miquido2. Miquido:

https://www.miquido.com

Miquido is a software design and development company that excels at building AI-powered apps and web services. With more than 9 years of experience, we’ve shaped over 110 ideas into successful solutions for music & video streaming, m-commerce, Fintech, healthcare, and other industries. We’re chosen as a partner by both startups and large-scale enterprises. As a result, 9 of 10 of our projects are coming from our satisfied clients’ referrals.

Miquido is elected as an APN Select Consulting Partner within the Amazon Web Services (AWS) Partner Network. By using the AWS cloud solutions, we guarantee services of the highest performance, cost-effectiveness, and security level to our clients. We’re also a Google-certified software house and a member of the google developer agency program. We were covered by Time and Forbes and named a Top Mobile App Development Company in the UK.

Services Provided by Miquido:

Miquido is a one-stop software development company that aims to solve business challenges with cutting-edge technology and data-driven research. One-stop because we can do it all:

  • Web & Mobile Development: Frontend, Backend, Android, iOS and Cross-platform apps;
  • Artificial Intelligence: Data Science, Machine Learning, Computer Vision, NLP;
  • Product Design & Strategy: Product strategy, Workshops, Market research, Prototyping & usability testing, UX/UI Design

Key Clients: Skyscanner, Herbalife, Abbey Road Studios, Play, TUI, Empik, HelloFresh, Pando, Klassik Radio, HID, Nestle, Aviva, Nextbank, Lepaya, PZU, Brainly, Picniic, BNP Paribas, AXA

Poland, UK, Germany101 - 250Founded: 2011$50-$99/hr. +48 536 083 559

BairesDev3. BairesDev:

https://www.bairesdev.com

We are the fastest growing Technology Solutions company in Latin America, with offices across the main cities in LATAM and the US. We have the largest applicants pool in the industry with over 145.000 Software Engineers applying to work with us each year, from which we hire only the Top 1% most talented through a rigorous staffing method. This is how we create solid teams of 100% bilingual veteran developers.

We work providing end-to-end delivery for companies of all sizes, from startups to some of the biggest companies in the world, leading projects for Google, Sirius XM, Volkswagen, Groupon, IBM & Viacom, among others. The heart of our work is Software Outsourcing, Testing and Operational Support which we provide through a service of fully managed teams that integrate seamlessly into your projects. We are a group led and guided by an Agile mentality. We are a firm founded and run by Developers. We are a company Powered by Technology and Driven by Talent.

Services Provided by BairesDev:

Software Outsourcing, Staff Augmentation,  UI/UX Design, Mobile, Quality Engineering, Software Support, Big Data, Gaming, MVP Development Services, Cloud Computing

Key Clients: SiriusXM, Google, Viacom, Groupon, Netgear, Univision, AP, Turner, IBM, Thomson Reuters, RightSide, Salesforce, Whirlpool, HP, BBVA, AdRoll, R/GA, Instructure, Leaf Group, iSeatz, EPublishing, BlackBoard, Roemmers, MuleSoft, Fresenius, Square, Kapsch, Gemalto, IPG Mediabrands

USA, Argentina, Mexico501-1000Founded: 2009$30 – $50/hr. +54-11-5353-9840

AI4. AI Superior:

https://aisuperior.com

AI Superior is a service provider on Data Science, Machine Learning and AI that helps your business applying analytics to unlock the potential of your data. We provide actionable insights for your products and services as well as deploy machine learning models to transform your business. We provide rapid prototypes and end-to-end products to solve your complex business challenges.

Services Provided by AI Superior: 

AI, Machine Learning and Data Science Development: End-to-end product and solution design based on big data, machine learning, and artificial intelligence. Our experienced team will build a solution that fulfills your requirements and allows flexibility for future evolution.

Key Clients: Merck, HUK-Coburg, Finiata, Zeil7, 6Nomads, DigitAI

Germany11-50Founded: 2019$120/hr. +49 159 022 460 90

Innowise5. Innowise Group:

https://innowise-group.com

Innowise Group is an international full-cycle software development house bringing wise digital innovations to clients from more than 30 countries across the globe.

Founded in 2007 by a group of passionate IT enthusiasts, Innowise Group has turned into a multi-national business with key delivery centres in Eastern Europe, offices all over the world, and more than 500 top-notch IT professionals leveraging their software engineering expertise to make the businesses of our customers even more successful.

Services Provided by Innowise Group:

Development and Consulting

Key Clients:

United States251-500Founded: 2007$25 – $49/hr. +1 (917) 26 777 27

Fively6. Fively:

https://5ly.co

Filey is a full-cycle software development company. Our experienced engineers are always ready to come up with elegant software solutions for challenges of any complexity to boost your business growth and streamline workflow within your company. We develop complex enterprise solutions using web technologies such as Python, NodeJS, React.js, .NET, etc. At Fively, we also provide services for building highly efficient business automation systems and reliable cloud-based apps using AWS and Google Cloud. We guarantee support during the whole lifecycle of a project involving project management, quality assurance, product design, and business intelligence services.

Services Provided by Fively:

Web Application Development, Mobile Application Development, Cloud Application Development, Browser Extension Development, Business Prosess Automation, UI/UX Design, IT Staff Augmentation

Key Clients: Twolog, Insly, WebinarNinja, Uniqkey, Snap, Volt, Littlefund

Poland51-100Founded: 2018$25-$49/hr. +48571937272

Vention7. Vention:

https://ventionteams.com

Vention is the premier global leader in software engineering, synonymous with technology designed for scale and the common denominator behind the world’s most successful tech-empowered enterprises, industry innovators, and startups. Headquartered in New York with 20+ offices, Vention provides access to 3,000+ engineers worldwide and equips technology leaders with the top engineering talent from the world’s most respected tech hubs. Our teams sync with clients’ in-house engineers to advise and execute their product vision to accelerate their roadmap, innovate faster and more efficiently, and ultimately scale their operations to new heights.

Services Provided by Vention:

Custom Software Development, Mobile App Development, Web Development, AI Development, AR/VR Development, Blockchain, IT Staff Augmentation

Key Clients: IBM, PayPal, IC Markets, StoneX, pwc, EY, ClassPass, DealCloud, Postman, Bevi, Thirty Madison, Costa Coffee, Mount Sinai, Médecins sans frontières, Motum, Glassdoor

USA, Germany, UK1000+Founded: 2002$25-$49/hr. +1-718-374-5043

Diffco8. Diffco:

https://diffco.us

Our team specializes in transforming your vision into a robust mobile application or an AI-enhanced solution for enterprise. With years of experience in the industry, a deep understanding of various markets and technical expertise our team brings out truly valuable products to our clients.

At Diffco we not only develop mobile apps and AI solutions, we offer a deeper dive into project planning from both business and software perspectives. Our goal is to ensure your product reaches the highest productivity results and changes the lives of your customers for the better.

Services Provided by Diffco:

Our workflow and solutions are specifically designed to meet the needs of enterprise clients. Diffco team consists of experienced senior developers and project managers, who are ready to solve client’s requests in the most effective and convenient way. We believe that collaboration is key to any project success. From the moment of initial discussion to the launch, we put the client’s needs first and share the project as if we’re the same team. Once the development stage is completed, we provide continuous support.

Key Clients: FREDD, ORB Intelligence (Acquired by Dun & Bradstreet), L.E. Solutions, Mi3 Security (Acquired by ZIMPERIUM), NCRIC, FOLA, Genius One, FinalPrice, PHEW, QuestRoom, Aerostarter, Clovitek, Nokia care, Centerlight, GLFG, ORB Intelligence.

United Stated11-50Founded: 2008$50 – $99/hr. +1-415-655-1002

Konstant9. 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

Yalantis10. 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

More Industry Leaders:


InData11. InData Labs:

https://indatalabs.com

InData Labs is a high-quality provider of Big Data solutions and AI software development services that was founded in 2014. The company has an extensive set of competencies and proven experience in developing complex solutions that meet Clients’ needs and requirements and allow them to automate business processes, add AI-powered features, and gain competitive advantage.

The company plays great attention to communication with its customers via the ability to talk to any team member directly, and constant coordination throughout each development stage. Thus, projects meet both customers’ requirements and engineers’ recommendations.

Services Provided by InData Labs:

Big data development/consulting, AI software development, data analysis, BI implementation, predictive analytics, machine learning (ML), intelligent automation, computer vision.

The company has implemented more than 40 successful projects worldwide to Clients from different industries.

Key Clients: Captiv8, Wargaming, FLO, Skorebee

Belarus, Cyprus, USA51 - 100Founded: 2014$50 – $99/hr. +375-29-199-16-44

Avenga12. Avenga:

https://www.avenga.com

Avenga is a global IT and digital transformation champion, with over 20 years of experience. We understand the complexities of modern markets and translate them into real business solutions for verticals such as pharma & life science, insurance and finance. We are more than 2500 professionals with offices in Europe, the USA and Asia, along with strong financial backing to further expand internationally. Our clients, like Roche, GSK, Credit Suisse, Postbank, ABB, Allianz, SwissLife, Mazda, Volvo, and Olo, trust us with customer centricity and the readiness to go the extra mile to deliver solutions that work. With our mission to shake up the conventional IT market, we consult, design, engineer and deliver real-world reliable solutions with fast results.

Services Provided by Avenga:

Digital Strategy, Customer Experience, Solution Engineering, Managed Services, Staffing as a Service

Key Clients: Roche, Liechtensteinische Ladesbank, GSK, QPharma, PZU, Credit Suisse, Postbank, ABB, Allianz, Trov, SwissLife, HDI, NovoFerm, Opel, Mazda, Volvo, Olo

USA, Germany, Ukraine1000+Founded: 2019$25 – $49/hr. +490221 846 300

AppInventiv13. 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

HatchWorks14. HatchWorks:

https://hatchworks.com

HatchWorks is your US-based Nearshore software development partner combining Generative-Driven Development™ with the affordability and scale of Nearshore outsourcing. Built from the ground up, our Latin American teams have a 98.5% retention rate, ensuring no project disruptions for our clients. Headquartered in Atlanta with a network of eight offices across six countries, our teams are English-fluent and located in US time zones, enabling improved collaboration and outcomes. Our proven Generative-Driven Development increases speed to value and reduces your cost throughout the software development lifecycle so you achieve your desired outcome faster.

Services Provided by HatchWorks:

Staff Augmentation, Dedicated Agile Teams, Outcome-Based Projects, Product Fundamentals, Product Design, Software Development, Data & Analytics, Technology Consulting, Nearshore Software Development

Key Clients: AT&T, Diebold Nixdorf, FleetCor, Anthem, Cox, Charter, Viasat, PeopleReady, PeopleScout, Capital Choice, Integrated Care Solutions, Tevora

United States101-250Founded: 2017$50-$99/hr. +1-406-690-7182

Edvantis15. Edvantis:

https://www.edvantis.com

Edvantis is a mature, value-oriented software development partner with the HQ in Berlin, Germany, and the development centers in Eastern Europe. Our goal is to assist you in efficiently achieving your software product development goals within your timeline, budget, and quality standards. By partnering with us, you benefit from complete transparency, top talent, established processes, and long-term commitment to every client.

Services Provided by Edvantis:

IT Consulting, Engineering: Software & Hardware, Capacity: Managed Team & Staff Augmentation, Business Process Outsourcing, Digital Transformation

Key Clients: TESTCo, BigCommerce, Doc Cirrus, Modulsystem, KPCLabs, SEMDATEX, Promenade Group, Kardex Remstar, Collenda

Germany, Poland, Ukraine251-500Founded: 2005$50-$99/hr. +380677624449

Altar.io16. Altar.io: Survey/Interview

https://altar.io

Altar.io is an award-winning product & software agency based in Lisbon, London and Milan. We build digital products for entrepreneurs and business leaders who want to revolutionize their industries. We’ve been described as an “extended team of co-founders” because we’re very passionate and rigorous about all the work we do.

Services Provided by Altar.io:

Custom Software Development, Web and Mobile Development, Big Data Analysis, AI Applications

Key Clients: Apiax, AlixPartners, QuartalFS, Audio Test Kitchen, McKinsey & Co., Legartis

Portugal, Italy, UK11-50Founded: 2015$100/hr +351 919359369

tapptitude17. tapptitude:

https://tapptitude.com

tapptitude is a mobile app development company specialized in building high-quality iOS and Android mobile apps, for startups and brands alike. A lively team of skilled app developers and app designers based in Europe, we provide full-stack mobile app development services to entrepreneurs looking to innovate on mobile.

From product strategy, UI/UX app design, native development on iOS and Android, to back-end and API services, along with testing and go-to market solutions, we cover the entire flow of taking an idea and launching it in the market as a fully functioning mobile product. We are a mobile app development agency that focuses on a clean code architecture and an intuitive design for every iOS and Android app we work on. What sets us apart is our can-do attitude about the mobile projects we take up, our enthusiasm for new challenges, and our expert-level mobile app development services. We get what makes people and mobile apps click.

Services provided by tapptitude:

Product & Market Strategy, UI/UX Design, iOS & Android App Development, Mobile App QA & Testing, App Marketing.

UK, USA, Romania10 - 49Founded: 2013$25 - $49/hr. +40 743 142 383

Fingent18. 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
 

Dotsquares19. 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
 

Ahex20. Ahex Technologies:

https://ahex.co

Ahex Technologies, a global leader in software development with ISO 9001 & 27001 certifications, operates from bases in Hyderabad and Delaware. Specializing in Web, Mobility, AI, and ERP solutions, we serve 150+ satisfied clients worldwide, driving success for startups and large enterprises alike. Our services include Mobile and Web App Development, Odoo ERP Consulting, Generative AI, UI/UX Design, Full Stack Development, DevOps, Microsoft Technologies, Data Visualization, Enterprise Portals, E-Commerce, QA, and Support, all aimed at empowering businesses with transformative technology.

Services Provided by Ahex Technologies:

Web App Development, Mobile App Development, Artificial Intelligence

Key Clients: Samsung, Piramal Swasthya, ELB Learning, Master Soft, Segen, OSI Digital

India, United States51-100Founded: 2009$25-$49/hr. +91-88855-64224
 

The top-notch Artificial Intelligence Companies are using best tech practices, vast industrial experience, and professional expertise to deliver innovative consultancies and solutions to drive growth. Also, The experts using machine learning to alter the procedures and build robust services across different industries. With the skilled and trending tech-enabled solutions, these are extending limits for the growth of businesses.

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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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How mobile apps are incorporating artificial intelligence and machine learning today? https://www.itfirms.co/artificial-intelligence-and-machine-learning/ Thu, 19 Sep 2019 13:38:16 +0000 https://www.itfirms.co/?p=4422 AI and ML are increasingly gaining traction with their ability to integrate with technologies, which is the reason why app development companies are reaping best benefits by its usage! Machine Learning, AI and neural networks have so much to offer, with their idiosyncrasies in features that top AI companies need to figure out best deals […]

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AI and ML are increasingly gaining traction with their ability to integrate with technologies, which is the reason why app development companies are reaping best benefits by its usage!

Machine Learning, AI and neural networks have so much to offer, with their idiosyncrasies in features that top AI companies need to figure out best deals from the roaster of offerings. As technology seeps into our daily lives, it affects the way we live, work, get entertained, eat, search, and do various other things. It has elevated from voice-powered personal assistants like Siri and Alexa to more complex underlying technologies involving suggestive searches, behavioral algorithms, applications with predictive capabilities, autonomously-powered self-driving vehicles, and many more general-purpose applications like Tesla, Cogito, Boxever, John Paul, Amazon.com, Netflix, Pandora, Nest, etc.

A true-artificial intelligent system is capable of learning on its own. These are from the likes of neural networks like Google’s DeepMind capable of making connections and reach meanings without relying on pre-defined behavioral algorithms. Implementation of AI into mobile applications can improve past iterations, letting users get smarter, becoming more aware, and allowing to enhance its capabilities and its knowledge.

It’s arduous to think about an application without a database in the present-day context. Every sort of application – be it mobile, web or desktop relies on some kind of database. Irrespective of the file structure, database, whether small or large is an essential part of every mobile app. 

Basic Steps to Implement AI into Mobile App

Every mobile application will depend upon some form of Artificial Intelligence (AI) in coming times. AI can be enabled in enterprise applications in three basic ways: 

STEP 1: Most prevalent and non-disruptive way to get started with AI is to integrate API’s into existing applications by language understanding, image pattern recognition, speech to text, text to speech, natural language processing, video search API’s, etc.

An example is the random sampling of all the inbound calls received by customer care representatives within the customer care cell. A supervisor routinely listens to all the calls to check the quality and overall satisfaction level of the customers. With limited time to analyze each call, the supervisor is normally left with very less time to assess the quality of calls, escalate the incidents to respective departments and handle unhappy customers as well as rude call-center agents. This scenario prevails in all industry verticals like banking, finance, insurance, online shopping malls, etc. Implementation of chat-bots (AI enabled voice-assistants) tremendously help customers in getting the desired solution within the stipulated time. Multiple AI platforms expose simple API at affordable price points.

  • Amazon AI Services
  • Google Cloud ML Services
  • IBM Watson Services
  • Microsoft Cognitive Services
  • Vize.it
  • Algorithima
  • Clarifai
  • AIception
  • Lexalytics

STEP 2: Integrating API in enterprise applications can be a decent start of making use of AI into the applications, but it often remains concentrated on enterprise apps. Major sub-steps that must be followed can be to acquire data from various existing sources, implement a custom machine learning model, create data processing pipeline, identify the right algorithms, train and test the machine learning models and deploy them in production.

Machine Learning as a service offering takes the data and exposes the final model as an API endpoint by making use of cloud infrastructure for training and testing the models. This is the initiation of the requirement for the enterprises to start investing in a data engineering and data science teams. This will in-turn allow the customers to spin up infrastructure powered by advanced hardware configuration based on GPU’s and FPGA’s. Here is a sample list of platforms that offer Machine Learning as a Service:

Amazon ML/AWS ML BigML
Google Cloud ML Engine Azure ML Studio
Bonsai PredicSis.ai
MLJar Domino
DataScience DataRobot
Algorithms.io Ersatz Labs
Seldon.io IBM Watson ML

STEP 3: Third and final step in AI implementation involves running open-source AI platforms on-premises. This calls for investment in infrastructure and teams to generate and run the models locally. Enterprise applications come with a high degree of customization. These are particularly suited for those who have to comply with certain policies before sharing confidential customer data.

As machine-learning-as-a-service (MaaS) is similar to platform-as-a-service (PaaS), running AI infrastructure is similar to a private cloud. Major cloud computing companies like Amazon, IBM, Microsoft, and Google offer facilities to construct and run neural networks, machine learning and other types of AI in their public cloud computing facilities. Their pricing is decided by the variety of tools that they use. Another class of service is provided by the cloud SaaS, Oracle, and Salesforce. Here is a list of open-source platforms for machine learning and deep learning especially for those who wish to implement the AI infrastructure:

  • MXNet
  • Microsoft Cognitive Toolkit
  • Tensorflow
  • Theano
  • Caffe
  • Torch

Additional Steps in AI Implementation in Mobile Apps

  • Understand the features and need to add AI into the mobile app
  • Mark the app area where AI can help improve the app
  • Estimate the cost required
  • Check feasibility of the MVP and practical changes that are required
  • Involve ML-AI experts to design strategy
  • Implement data and security features into the app
  • Make use of robust supporting technological tools like storage aids, security tools, backup software, optimization solutions

All in All

AI has evolved to become the core building block of contemporary applications. Being as common and as important as a database, AI has created the roadmap for building intelligent applications. Top app developers need to be able to read the landscape, stay prepared to move quickly to implement changes to minimize the chances of disruption moving forward. Machine learning, artificial intelligence, and automation have enhanced the opportunities for similar reasons. Exploring AI API must be the first step besides hosted MLaaS offerings. Insurance and finance companies are focussing on investing in top AI companiesthat are at the forefront of creating new and interesting technologies that meet existing business needs.

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