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[Accelerate business growth](#)[Accelerate business growth](https://www.verizon.com) Accelerate business growth - [Overview](https://www.verizon.com/business/solutions/accelerate-growth/) - [Grow with immersive experiences](https://www.verizon.com/business/solutions/accelerate-growth/immersive-experiences/) - [Simplify and secure payment processing](https://www.verizon.com/business/solutions/accelerate-growth/payment-options/) - [Elevate your quick service restaurant](https://www.verizon.com/business/solutions/accelerate-growth/quick-service-restaurant/) - [Secure your business](#)[Secure your business](https://www.verizon.com) Secure your business - [Overview](https://www.verizon.com/business/solutions/secure-your-business/) - [Core to edge network security](https://www.verizon.com/business/solutions/secure-your-business/safeguard-from-core-to-edge/) - [Small business cybersecurity solutions](https://www.verizon.com/business/solutions/secure-your-business/small-business-cybersecurity/) - 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[Events and webinars](#)[Events and webinars](https://www.verizon.com) Events and webinars - [Enterprise](https://www.verizon.com/business/resources/events/enterprise/) - [Small Business](https://www.verizon.com/business/resources/events/small-business/) - [Public Sector](https://www.verizon.com/business/resources/events/public-sector/) - [All events and webinars](https://www.verizon.com/business/resources/events/) - [Popular topics](#)[Popular topics](https://www.verizon.com) Popular topics - [Distance learning](https://www.verizon.com/business/resources/distance-learning/) - [5G Edge and why it matters](https://www.verizon.com/business/resources/edge/) - [Healthcare](https://www.verizon.com/business/resources/healthcare/) - [Improving CX](https://www.verizon.com/business/resources/improving-cx/) - [Network as a Service](https://www.verizon.com/business/resources/network-as-a-service/) - [New workplace](https://www.verizon.com/business/resources/new-workplace/) - [Public safety](https://www.verizon.com/business/resources/public-safety/) - [Security strategies](https://www.verizon.com/business/resources/security-strategy/) - [Scaling AI](https://www.verizon.com/business/resources/scaling-ai/) - [Featured resources](#)[Featured resources](https://www.verizon.com) Featured resources - [Data Breach Investigations Report](https://www.verizon.com/business/resources/reports/dbir/) - [Mobile Security Index report](https://www.verizon.com/business/resources/reports/mobile-security-index/) - [Payment Security Report](https://www.verizon.com/business/reports/payment-security-report/) - [Gartner recognition](https://www.verizon.com/business/why-verizon/recognition/gartner/) - [Verizon Partner Network](https://www.verizon.com/business/resources/partner-network/) - [Customer success stories](#)[Customer success stories](https://www.verizon.com) Customer success stories - [$3.4B in retail sales with Verizon](https://www.verizon.com/business/resources/customer-success-stories/iot-connectivity-unattended-retail-operations/) - [City of Irving's priority connection](https://www.verizon.com/business/resources/customer-success-stories/5g-network-slicing-public-safety/) - [Supporting school safety](https://www.verizon.com/business/resources/customer-success-stories/status-solutions-network-school-safety-technology/) - [NHL's innovative Verizon partnership](https://www.verizon.com/business/resources/customer-success-stories/nhl-deployed-private-wireless-network/) - [All stories](https://www.verizon.com/business/resources/customer-success-stories/) - [All insights](https://www.verizon.com/business/resources/) [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) [](https://www.verizon.com/business/ "Verizon Business") [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) Close [Business](https://www.verizon.com/business/) [Personal](https://www.verizon.com/) Mobile Mobile [Mobile](https://www.verizon.com) - [Mobile plans](#) [Mobile plans](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Shop all plans](https://www.verizon.com/business/products/mobile/plans/) - [My Biz Plan](https://www.verizon.com/business/products/mobile/plans/my-biz/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Complete](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Device protection](https://www.verizon.com/business/products/mobile/plans/device-protection/) - [International services](https://www.verizon.com/business/products/plans/international/) - [TravelPass](https://www.verizon.com/business/products/plans/international/travel/#plan-options) - [Go to all mobile](https://www.verizon.com/business/products/mobile/) - [Phones](#) [Phones](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Shop all phones & devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Smartphones](https://www.verizon.com/business/shop/products/devices/smartphones) - [Bring your own device](https://www.verizon.com/business/shop/products/devices/smartphones/byod) - [Smartphone as a Service](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Certified pre-owned devices](https://www.verizon.com/business/shop/products/devices/certified-pre-owned) - [Basic phones](https://www.verizon.com/business/shop/products/devices/basic-phones) - [Desk and conference phones](https://www.verizon.com/business/shop/products/devices/deskphones) - [Trade in your device](https://www.verizon.com/business/products/mobile/trade-in/) - [Connected devices](#) [Connected devices](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Shop all devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Tablets](https://www.verizon.com/business/shop/products/devices/tablets) - [Laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Mobile hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [5G devices](https://www.verizon.com/business/shop/products/devices/5g) - [Smartwatches](https://www.verizon.com/business/shop/products/devices/smart-watches) - [Public Sector devices](https://www.verizon.com/business/products/mobile/public-sector/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) - [Brands](#) [Brands](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) Internet Internet [Internet](https://www.verizon.com) - [Business Internet](#) [Business Internet](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Shop all Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Fios Business Internet](https://www.verizon.com/business/products/internet/fios/) - [5G Business Internet](https://www.verizon.com/business/products/internet/5g/) - [LTE Business Internet](https://www.verizon.com/business/products/internet/lte/) - [Backup and Flexible Use Internet](https://www.verizon.com/business/products/internet/backup-failover/) - [More](#) [More](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Internet Dedicated](https://www.verizon.com/business/products/internet/internet-dedicated/) - [Business Broadband](https://www.verizon.com/business/products/internet/business-broadband/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [TechTeam support](https://www.verizon.com/business/products/internet/techteam/) - [Internet usage calculator](https://www.verizon.com/business/products/networks/connectivity/lte-business-internet/lte-internet-usage-calculator/) - [Equipment and devices](#) [Equipment and devices](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Jetpacks and hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [TV](#) [TV](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Fios TV](https://www.verizon.com/business/products/business-tv/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/machine-learning-and-deep-learning-what-is-the-difference/) - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) Solutions Solutions [Solutions](https://www.verizon.com) Solutions - [Products](#)[Products](https://www.verizon.com) Products - [Mobile](#)[Mobile](https://www.verizon.com) Mobile - [Shop all mobile](https://www.verizon.com/business/products/mobile/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Mobile plans](https://www.verizon.com/business/products/mobile/plans/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Connected laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) - [Internet](#)[Internet](https://www.verizon.com) Internet - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [Fios TV](https://www.verizon.com/business/products/internet/business-tv/) - [Tech support](https://www.verizon.com/business/products/internet/service-protection-plan/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [Internet security solution](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Network](#)[Network](https://www.verizon.com) Network - [Overview](https://www.verizon.com/business/products/networks/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Managed network services](https://www.verizon.com/business/products/networks/managed-network-services/) - [Virtual network services](https://www.verizon.com/business/products/networks/virtual-network-services/) - [Connectivity](https://www.verizon.com/business/products/networks/connectivity/) - [Private 5G network](https://www.verizon.com/business/products/networks/connectivity/private-5g-network/) - [CPE and Subscription Services](https://www.verizon.com/business/products/networks/cpe-and-subscription-services/) - [Security](#)[Security](https://www.verizon.com) Security - [Overview](https://www.verizon.com/business/products/security/) - [DDoS Shield](https://www.verizon.com/business/products/security/network-cloud-security/ddos-shield/) - [Secure Access Service Edge (SASE)](https://www.verizon.com/business/products/security/network-cloud-security/sase-management/) - [Managed Security Services](https://www.verizon.com/business/products/security/network-cloud-security/security-device-monitoring-management/) - [Business Internet Secure](https://www.verizon.com/business/products/security/business-internet-secure/) - [Verizon Business Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Verizon Business Mobile Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/mobile-internet-security/) - [Mobile Device Management](https://www.verizon.com/business/products/security/mobile-device-management/) - [Mobile Threat Defense](https://www.verizon.com/business/products/security/mobile-threat-defense/) - [Business Mobile Secure Plus](https://www.verizon.com/business/products/security/business-mobile-secure-plus/) - [Voice and collaboration](#)[Voice and collaboration](https://www.verizon.com) Voice and collaboration - [Overview](https://www.verizon.com/business/products/voice-collaboration/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Webex Cloud Communications](https://www.verizon.com/business/products/voice-collaboration/webex-cloud-communications/) - [Verizon Calling Solutions for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/) - [VoIP phone services](https://www.verizon.com/business/products/voice-collaboration/voip/) - [Push to Talk Plus](https://www.verizon.com/business/products/voice-collaboration/push-talk-plus/) - [Business & Enterprise Messaging](https://www.verizon.com/business/products/voice-collaboration/business-sms-solutions/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [Plain Old Telephone Service](https://www.verizon.com/business/products/voice-collaboration/plain-old-telephone-service-replacement/) - [Contact centers and CX](#)[Contact centers and CX](https://www.verizon.com) Contact centers and CX - [Overview](https://www.verizon.com/business/products/contact-center-cx/) - [Cloud contact center](https://www.verizon.com/business/products/contact-center-cx/cloud-contact-center/) - [Voice security](https://www.verizon.com/business/products/contact-center-cx/voice-security/) - [Customer engagement](https://www.verizon.com/business/products/contact-center-cx/customer-engagement/) - [Voice services](https://www.verizon.com/business/products/contact-center-cx/voice-services/) - [Voice API solutions](https://www.verizon.com/business/products/contact-center-cx/voice-api/) - [Internet of Things](#)[Internet of Things](https://www.verizon.com) Internet of Things - [Overview](https://www.verizon.com/business/products/internet-of-things/) - [IoT devices](https://www.verizon.com/business/products/internet-of-things/devices/) - [IoT networks](https://www.verizon.com/business/products/internet-of-things/iot-networks/) - [5G Standalone & RedCap](https://www.verizon.com/business/products/internet-of-things/iot-networks/5g-standalone-redcap/) - [IoT platform (ThingSpace) and services](https://www.verizon.com/business/products/internet-of-things/iot-platform-and-services/) - [IoT applications](https://www.verizon.com/business/products/internet-of-things/iot-applications/) - [IoT Satellite Connectivity](https://www.verizon.com/business/products/internet-of-things/satellite-connectivity/) - [Fleet management](https://www.verizonconnect.com?utm_medium=referral&utm_source=verizon&lead=verizonReferral) - [5G Edge](#)[5G Edge](https://www.verizon.com) 5G Edge - [Overview](https://www.verizon.com/business/products/5g-edge/) - [Accelerated Access facial authentication](https://www.verizon.com/business/products/5g-edge/accelerated-access/) - [Crowd Analytics](https://www.verizon.com/business/products/5g-edge/crowd-analytics/) - [Go to all products](https://www.verizon.com/business/products/) - [Industry](#)[Industry](https://www.verizon.com) Industry - [Construction](#)[Construction](https://www.verizon.com) Construction - [Overview](https://www.verizon.com/business/solutions/industry/construction/) - [Future-ready worksites](https://www.verizon.com/business/solutions/industry/construction/future-ready-worksites/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/construction/efficient-operations/) - [Connected workforces](https://www.verizon.com/business/solutions/industry/construction/connected-workforces/) - [Data security](https://www.verizon.com/business/solutions/industry/construction/security-for-workforces-digital-data/) - [Healthcare](https://www.verizon.com/business/solutions/industry/healthcare/) - [Automotive](#)[Automotive](https://www.verizon.com) Automotive - [Overview](https://www.verizon.com/business/solutions/industry/automotive/) - [Connected vehicles](https://www.verizon.com/business/solutions/industry/automotive/autonomous-connected-vehicles/) - [Unified technology](https://www.verizon.com/business/solutions/industry/automotive/autonomous-vehicle-deployment-solutions/) - [Immersive vehicle experiences](https://www.verizon.com/business/solutions/industry/automotive/immersive-customer-vehicle-experiences/) - [Data security](https://www.verizon.com/business/solutions/industry/automotive/protecting-vehicle-and-customer-data/) - [Manufacturing](#)[Manufacturing](https://www.verizon.com) Manufacturing - [Overview](https://www.verizon.com/business/solutions/industry/manufacturing/) - [Enabling Industry 4.0](https://www.verizon.com/business/solutions/industry/manufacturing/smart-manufacturing-and-industry-4-0/) - [Improving your productivity](https://www.verizon.com/business/solutions/industry/manufacturing/connected-factories/) - [Enhancing your security](https://www.verizon.com/business/solutions/industry/manufacturing/data-protection-and-privacy-solutions/) - [Empowering your workforce](https://www.verizon.com/business/solutions/industry/manufacturing/connected-workforce/) - [Distribution & logistics](https://www.verizon.com/business/solutions/industry/distribution-logistics/) - [Retail](#)[Retail](https://www.verizon.com) Retail - [Overview](https://www.verizon.com/business/solutions/industry/retail/) - [Enterprise connectivity](https://www.verizon.com/business/solutions/industry/retail/digital-connectivity-in-business/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/retail/enhancing-customer-experiences/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/retail/operational-efficiency-with-iot/) - [Data protection](https://www.verizon.com/business/solutions/industry/retail/protecting-customer-payment-and-company-data/) - [Financial](#)[Financial](https://www.verizon.com) Financial - [Overview](https://www.verizon.com/business/solutions/industry/financial/) - [Better infrastructure](https://www.verizon.com/business/solutions/industry/financial/building-a-better-infrastructure/) - [Protect critical data Data security](https://www.verizon.com/business/solutions/industry/financial/protecting-critical-financial-data/) - [Personalized customer experiences](https://www.verizon.com/business/solutions/industry/financial/improving-customer-experience/) - [Real-time innovation](https://www.verizon.com/business/solutions/industry/financial/real-time-innovation/) - [Media & entertainment](#)[Media & entertainment](https://www.verizon.com) Media & entertainment - [Overview](https://www.verizon.com/business/solutions/industry/media-entertainment/) - [Intelligent venues](https://www.verizon.com/business/solutions/industry/media-entertainment/intelligent-venues-and-arenas/) - [Connected athletes](https://www.verizon.com/business/solutions/industry/media-entertainment/connected-athletes/) - [Enhance experiences](https://www.verizon.com/business/solutions/industry/media-entertainment/enhancing-customer-venue-experiences/) - [Data and IP protection](https://www.verizon.com/business/solutions/industry/media-entertainment/protect-ip-and-data/) - [Energy & utilities](#)[Energy & utilities](https://www.verizon.com) Energy & utilities - [Overview](https://www.verizon.com/business/solutions/industry/energy-and-utilities/) - [Connected smart grids](https://www.verizon.com/business/solutions/industry/energy-and-utilities/smart-grids/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/energy-and-utilities/operation-efficiencies/) - [Data security](https://www.verizon.com/business/solutions/industry/energy-and-utilities/safeguarding-data/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/energy-and-utilities/differentiated-cx/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [Education](https://www.verizon.com/business/solutions/public-sector/education/) - [Federal Government](https://www.verizon.com/business/solutions/public-sector/federal-government/) - [Public Safety](https://www.verizon.com/business/solutions/public-sector/public-safety/) - [State & Local Government](https://www.verizon.com/business/solutions/public-sector/state-local-government/) - [All Industries](https://www.verizon.com/business/solutions/industry/) - [Small business](#)[Small business](https://www.verizon.com) Small business - [Overview](https://www.verizon.com/business/solutions/small-business/) - [Business Unlimited plans](https://www.verizon.com/business/products/mobile/plans/business-unlimited/) - [Business internet](https://www.verizon.com/business/products/internet/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Marketplace](https://www.verizon.com/business/solutions/marketplace/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Enterprise](#)[Enterprise](https://www.verizon.com) Enterprise - [Overview](https://www.verizon.com/business/solutions/enterprise/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Verizon AI Connect](https://www.verizon.com/business/solutions/ai-connect/) - [Verizon Mobile for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/unified-mobile/) - [Private 5G Network](https://www.verizon.com/business/products/networks/connectivity/private-5g-network/) - [5G Edge computing](https://www.verizon.com/business/solutions/business-intelligence/edge-computing/) - [Supercharge your IT with 5G](https://www.verizon.com/business/solutions/it-infrastructure/5g/) - [Better infrastructure](https://www.verizon.com/business/solutions/build-a-better-infrastructure/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [DBIR for Public Sector](https://www.verizon.com/business/resources/reports/2024-dbir-public-sector-snapshot.pdf) - [Security](https://www.verizon.com/business/products/security/) - [Public Sector devices](https://www.verizon.com/business/products/mobile/public-sector/) - [Education](https://www.verizon.com/business/solutions/public-sector/education/) - [Federal Government](https://www.verizon.com/business/solutions/public-sector/federal-government/) - [Public Safety](https://www.verizon.com/business/solutions/public-sector/public-safety/) - [State & Local Government](https://www.verizon.com/business/solutions/public-sector/state-local-government/) - 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Author: Rose de Fremery Date published: October 17, 2024 Date published: October 17, 2024 According to a PwC survey, [73% of US firms](https://www.pwc.com/us/en/tech-effect/ai-analytics/ai-predictions.html) have adopted artificial intelligence (AI) into their business. Organizations in nearly every sector are actively exploring how AI can help reduce costs, automate business processes, innovate the customer experience and boost revenue. Machine learning and deep learning are key components in these advancements, helping organizations digitally transform. Although these two technologies are related, they are distinct concepts. Accordingly, any organization seeking to leverage AI can benefit from understanding the differences between deep learning vs. machine learning, how they work and the use cases for which they are best suited.   ## What is machine learning? Machine learning (ML) is a branch of AI that [uses algorithms and data](https://aws.amazon.com/what-is/machine-learning/) to make predictions and decisions based on trends that can be found in historical data. Over time, when trained on sufficient high-quality data, an ML model can steadily become more proficient at identifying patterns, surfacing key insights and potentially solving complex problems. There are several types of machine learning, including supervised machine learning, unsupervised machine learning and reinforcement learning.   ## What is supervised machine learning? In supervised machine learning, an ML model is fed [structured or labeled data](https://cloud.google.com/discover/what-is-supervised-learning). A data scientist oversees the ML model's outputs, confirms their accuracy and corrects mistakes when necessary. Once the ML model can consistently identify key patterns based on that initial data set, it is fed unstructured data to see whether it can correctly identify similar patterns without guidance. Businesses can use this type of machine learning for purposes such as image recognition, supply chain optimization, [fraud detection](https://www.verizon.com/business/resources/articles/s/how-to-spot-refund-scams-and-prevent-them/) and sales forecasting.   ## What is unsupervised machine learning? Unsupervised machine learning involves feeding an ML model unstructured data from the beginning of a project. Upon ingesting this data, the algorithm [begins identifying patterns](https://cloud.google.com/discover/what-is-unsupervised-learning) without human help. This form of machine learning is often used for clustering and association problems. Businesses can tap it to identify patterns in customer data to [personalize the customer experience](https://www.verizon.com/business/resources/articles/s/how-to-build-the-ultimate-retail-customer-experience-with-personalization/), group inventories according to manufacturing and sales metrics, and even process data sets for use in other unsupervised machine learning applications.   ## What is reinforcement learning? Reinforcement learning takes a page from humans' [trial-and-error approach to learning](https://aws.amazon.com/what-is/reinforcement-learning/). This type of algorithm uses a reward and punishment model of sorts, so the ML model can learn from the positive or negative feedback it receives after producing each output. In the cases when the model produces an incorrect response, the data scientist feeds it the correct answer. This machine-learning style is especially useful for mastering complex tasks associated with large data sets and edge computing. Some organizations use reinforcement learning for use cases such as financial predictions and cloud optimization.   ## What is deep learning? Deep learning (DL) is an advanced form of machine learning that is intended to simulate the human brain's ability to engage in complex decision-making. Rather than turning to humans for guidance, it relies on [multi-layered neural networks](https://www.coursera.org/articles/what-is-deep-learning) known as deep neural networks (DNN) to learn on its own and make autonomous decisions. These deep neural networks aid the deep learning model in continuously refining and optimizing its outputs for improved accuracy. As a result, they can help deep learning models determine whether their own predictions are correct. Deep learning relies on vast data sets. Upon receiving data, a deep learning algorithm runs it through the input layer and hidden layers before generating an output. This sophisticated form of machine learning is prominently featured in many of the AI technologies in use today. It can help enable digital assistants, speech recognition text-to-speech services and more.   ## What is the difference between machine learning and deep learning? Although machine learning and deep learning are similar in that they are both algorithms that use data sets to learn and draw conclusions, there are also key differences to keep in mind with respect to deep learning vs. machine learning. For starters, machine learning applications can work with smaller data sets than deep learning; thousands of data points as opposed to millions of data points in the case of deep learning. Machine learning can also be trained in a shorter time period than deep learning—hours or days. Deep learning training can take several days, weeks or more. Machine learning must be explicitly programmed to carry out its objective. Although it can continuously learn and improve, there is a limit to how far it can carry out these processes without human intervention. Deep learning is designed to be as autonomous as possible, requiring little human assistance. Compared to its machine-learning predecessor, it is far more adaptable. As a result, it can gradually build extensive knowledge in a fashion somewhat similar to the human brain.   ## Understand the benefits of deep learning vs. machine learning Organizations are increasingly looking for ways to use AI to [gain a competitive advantage](https://www.verizon.com/business/resources/articles/s/how-to-use-ai-in-business-to-gain-a-competitive-advantage/). Machine learning and deep learning are two subsets of AI that are most commonly used today, each with its advantages and ideal use cases. Machine learning excels at pattern recognition and is often used for image recognition, fraud prevention and supply chain optimization. Machine learning, since it does have some human touch, is fairly well understood as to how it works, so the results can be somewhat predictable. Deep learning, on the other hand, mimics the learning capabilities of the human brain and is especially well suited to more advanced use cases such as language translation and autonomous vehicles. On the other hand, deep learning has the disadvantage that since its process for generating the results are often opaque, they are harder to understand by humans and can sometimes have odd or unexplained outcomes.  There are many ways to get started with machine learning and deep learning. Organizations can use these new technologies to improve safety, carry out repetitive work and provide near real-time information and insights to continuously optimize business processes. In doing so, they can free up employees to focus on projects and initiatives of even greater strategic business value. By leveraging the power of AI, organizations can ultimately become more agile and adaptable, developing crucial resilience and fully capitalizing on new opportunities. 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