--- title: The Benefits of Machine Learning for Industrial and Collaborative Robots description: Developments in robotics have lead to a variety of advancements in robots capabilities such as robotic vision and imitation learning. image: https://info.premierautomation.com/hubfs/Premier%20Template%20%283%29.png --- - a - [eBay Store](http://stores.ebay.com/premierautomationllc) - [PanelShop.com](https://panelshop.com/) - [Careers](http://careers.premierautomation.com/) - [Resources](https://premierautomation.com/resources/) - [Visitors](https://premierautomation.com/resources/visitors/) - b - [What We Do](http://www.premierautomation.com/what-we-do/) - [Solutions](http://www.premierautomation.com/solutions/) - [Robotics](https://www.premierautomation.com/robotics/) - [Who We Help](http://www.premierautomation.com/who-we-help/) - [Our Story](http://www.premierautomation.com/our-story/) - [Contact](https://info.premierautomation.com/contact) ## We’re here to help in any way we can, contact us today. **Phone:** [412.373.3700](tel:4123733700) **Fax:** 412.373.2900 **Email:** [sales@premierautomation.com](mailto:sales@premierautomation.com) [![premierautomation](https://info.premierautomation.com/hs-fs/hubfs/premierautomation-May/logo.jpg?width=480&name=logo.jpg "premierautomation")](http://www.premierautomation.com/) - [PanelShop.com](https://panelshop.com/) - [Careers](http://careers.premierautomation.com/) - [Resources](https://premierautomation.com/resources/) - [Visitors](https://premierautomation.com/resources/visitors/) - [What We Do](https://premierautomation.com/what-we-do/system-integrator-overview/) - [Overview](https://premierautomation.com/what-we-do/system-integrator-overview/) - [Project Methodology](https://premierautomation.com/what-we-do/project-methodology/) - [Systems Integration](https://premierautomation.com/what-we-do/system-integration/) - [Repair Services](https://premierautomation.com/what-we-do/repair-services/) - [Field Services & Commissioning](https://premierautomation.com/what-we-do/field-services-commissioning/) - [Solutions](https://premierautomation.com/solutions/overview/) - [Overview](https://premierautomation.com/solutions/overview/) - [Core Solutions](https://premierautomation.com/solutions/core-solutions/) - [Drive Solutions](https://premierautomation.com/solutions/drive-solutions/) - [Power & Distribution](https://premierautomation.com/solutions/power-distribution/) - [Products](https://premierautomation.com/solutions/products/) - [Robotics](https://premierautomation.com/robotics/overview/) - [Resources](https://premierautomation.com/resources/) - [Case Studies](https://premierautomation.com/who-we-help/projects/) - [Literature](https://info.premierautomation.com/literature) - [Blog](https://info.premierautomation.com/blog) - [Visiting Premier Automation](https://premierautomation.com/resources/visitors/) - [Supplier Code of Conduct](https://premierautomation.com/resources/supplier-code-of-conduct/) - [About](https://premierautomation.com/our-story/our-history/) - [Our Mission](https://premierautomation.com/our-story/our-mission/) - [Our Culture](https://premierautomation.com/our-story/our-culture/) - [Our History](https://premierautomation.com/our-story/our-history/) - [Contact](https://info.premierautomation.com/contact) ![tempBanner.jpg](https://info.premierautomation.com/hs-fs/hubfs/premierautomation-May/tempBanner.jpg?width=1470&name=tempBanner.jpg "tempBanner.jpg") ![blog2.jpg](https://info.premierautomation.com/hs-fs/hubfs/premierautomation-May/blog2.jpg?width=1584&name=blog2.jpg "blog2.jpg") # Innovative Thinking # The Benefits of Machine Learning for Industrial and Collaborative Robots Posted on [October 18, 2018](https://info.premierautomation.com/blog/benefits-of-machine-learning-for-industrial-and-collaborative-robots) by [Premier Automation](https://info.premierautomation.com/blog/author/premier-automation) ![Premier Template (3)](https://info.premierautomation.com/hs-fs/hubfs/Premier%20Template%20(3).png?width=300&name=Premier%20Template%20(3).png)Advancing the capabilities of **[collaborative](https://info.premierautomation.com/blog/collaborative-robotics-vs.-traditional-robotics-in-manufacturing)** and [**industrial robots**](https://info.premierautomation.com/blog/the-rise-of-industrial-robotics) to make them smarter is something carried out **[through Machine Learning](https://info.premierautomation.com/blog/industrial-iot-expands-the-maintenance-maturity-model)**. Without an array of sensors or neural network systems, robots would be dull and blind to say the least. Their restriction to performing one task at a time would severely limit their productivity potential. This is where vision sensors and machine learning comes in, allowing robots to achieve much more than they could independently. #### **Machine Learning Example** UC Berkley and Siemens presents a wonderful application of machine learning in the field of robotics with the DexNet 2.0 system developed last year. The robotics system’s purpose was to pick up parts, which may sound simple, but requires sophisticated programming and practice. The DexNet 2.0 system leverages a 3D sensor and deep-learning neural network which deciphers the shape & appearance of the object. The system has an impressive accuracy of 98% while it is 50% confident that it could grab on a new object. If an instance would arise where it would be less than 50% confident it would perform visual inspection, grabbing the part with 99% accuracy! #### **Types of Machine Learning in Robotics** There are several types of machine learning in the world of **[industrial and collaborative robotics](https://info.premierautomation.com/blog/choosing-between-cobots-and-industrial-robots)**. The example above, i.e. DexNet is an advanced robotic vision system, consisting of complex optical equipment allowing the robot to “see”. A fascinating type of machine learning developed recently is imitation learning. In this case, someone would show the robot as to how an object is picked up, typically by grabbing the robotic arm a few times and repeating the action. The robot would then learn based on these movements and replicate them on its own. Other types of machine learning in robotics include self-supervised or multi-agent learning, which are still under development, leaving imitating learning and computer vision as the two prime methods. As time progresses, further developments will take place in the discipline which would ultimately lead to tighter integration with the industrial world, with machine learning probably becoming a fixture in all robotic systems one day. **Premier Automation designs and implements [automatic robotics systems](https://www.premierautomation.com/robotics/overview/) for industrial OEM and End User customers.** **Interested in learning more?** **Visit our website [www.premierautomation.com](http://premierautomation.com)****, or talk to one of our specialists today.** [![Contact Us](https://no-cache.hubspot.com/cta/default/548870/e95e8e3e-dd0b-47f6-959d-3345ce6f155f.png)](https://cta-redirect.hubspot.com/cta/redirect/548870/e95e8e3e-dd0b-47f6-959d-3345ce6f155f) [![Premier Automation Literature.png](https://info.premierautomation.com/hs-fs/hubfs/Premier%20Automation%20Literature.png?width=496&name=Premier%20Automation%20Literature.png)](https://info.premierautomation.com/literature) Share on: - [Tweet](https://twitter.com/share) ### Categories - [Automation (77)](https://info.premierautomation.com/blog/topic/automation) - [Industry Trends (56)](https://info.premierautomation.com/blog/topic/industry-trends) - [Robotics (42)](https://info.premierautomation.com/blog/topic/robotics) - [Safety (24)](https://info.premierautomation.com/blog/topic/safety) - [Drives (18)](https://info.premierautomation.com/blog/topic/drives) - [Motors (18)](https://info.premierautomation.com/blog/topic/motors) - [Iot (15)](https://info.premierautomation.com/blog/topic/iot) - [Lean Manufacturing (15)](https://info.premierautomation.com/blog/topic/lean-manufacturing) - [industry 4.0 (15)](https://info.premierautomation.com/blog/topic/industry-4-0) - [Automation Applications (14)](https://info.premierautomation.com/blog/topic/automation-applications) - [PLC (14)](https://info.premierautomation.com/blog/topic/plc) - [automation solutions (14)](https://info.premierautomation.com/blog/topic/automation-solutions) - [automationengineer (13)](https://info.premierautomation.com/blog/topic/automationengineer) - [System Integration (11)](https://info.premierautomation.com/blog/topic/system-integration) - [HMIs (10)](https://info.premierautomation.com/blog/topic/hmis) - [Company News (8)](https://info.premierautomation.com/blog/topic/company-news) - [Motor Control Centers (8)](https://info.premierautomation.com/blog/topic/motor-control-centers) - [Internet of Things (7)](https://info.premierautomation.com/blog/topic/internet-of-things) - [Smart Manufacturing (7)](https://info.premierautomation.com/blog/topic/smart-manufacturing) - [productivity (7)](https://info.premierautomation.com/blog/topic/productivity) - [VFDs (6)](https://info.premierautomation.com/blog/topic/vfds) - [Variable Frequency Drives (6)](https://info.premierautomation.com/blog/topic/variable-frequency-drives) - [Industrial Revolution (5)](https://info.premierautomation.com/blog/topic/industrial-revolution) - [OEE (5)](https://info.premierautomation.com/blog/topic/oee) - [efficiency (5)](https://info.premierautomation.com/blog/topic/efficiency) - [factory safety (5)](https://info.premierautomation.com/blog/topic/factory-safety) - [electricity (4)](https://info.premierautomation.com/blog/topic/electricity) - [Power Distribution (3)](https://info.premierautomation.com/blog/topic/power-distribution) - [safety in the workplace (3)](https://info.premierautomation.com/blog/topic/safety-in-the-workplace) - [system integrator (3)](https://info.premierautomation.com/blog/topic/system-integrator) - [Output Load Reactors (2)](https://info.premierautomation.com/blog/topic/output-load-reactors) - [Siemens (2)](https://info.premierautomation.com/blog/topic/siemens) - [Uncategorized (2)](https://info.premierautomation.com/blog/topic/uncategorized) - [3D Printing (1)](https://info.premierautomation.com/blog/topic/3d-printing) - [AI (1)](https://info.premierautomation.com/blog/topic/ai) - [Insider (1)](https://info.premierautomation.com/blog/topic/insider) - [Safety Cable (1)](https://info.premierautomation.com/blog/topic/safety-cable) - [Safety Enabling Device (1)](https://info.premierautomation.com/blog/topic/safety-enabling-device) - [Service (1)](https://info.premierautomation.com/blog/topic/service) - [Stop Buttons (1)](https://info.premierautomation.com/blog/topic/stop-buttons) - [Stop Controllers (1)](https://info.premierautomation.com/blog/topic/stop-controllers) - [cables (1)](https://info.premierautomation.com/blog/topic/cables) - [electricalengineer (1)](https://info.premierautomation.com/blog/topic/electricalengineer) - [ethernet (1)](https://info.premierautomation.com/blog/topic/ethernet) - [gateways (1)](https://info.premierautomation.com/blog/topic/gateways) - [material removal (1)](https://info.premierautomation.com/blog/topic/material-removal) - [metals (1)](https://info.premierautomation.com/blog/topic/metals) - [profibus (1)](https://info.premierautomation.com/blog/topic/profibus) - [profinet (1)](https://info.premierautomation.com/blog/topic/profinet) - [profitability (1)](https://info.premierautomation.com/blog/topic/profitability) - [terminalblock (1)](https://info.premierautomation.com/blog/topic/terminalblock) - [welding (1)](https://info.premierautomation.com/blog/topic/welding) see all ### Archives - [December 2018 (16)](https://info.premierautomation.com/blog/archive/2018/12) - [January 2019 (12)](https://info.premierautomation.com/blog/archive/2019/01) - [March 2019 (6)](https://info.premierautomation.com/blog/archive/2019/03) - [June 2016 (5)](https://info.premierautomation.com/blog/archive/2016/06) - [August 2017 (5)](https://info.premierautomation.com/blog/archive/2017/08) - [June 2018 (5)](https://info.premierautomation.com/blog/archive/2018/06) - [October 2018 (5)](https://info.premierautomation.com/blog/archive/2018/10) - [February 2019 (5)](https://info.premierautomation.com/blog/archive/2019/02) - [May 2019 (5)](https://info.premierautomation.com/blog/archive/2019/05) - [December 2015 (4)](https://info.premierautomation.com/blog/archive/2015/12) - [July 2017 (4)](https://info.premierautomation.com/blog/archive/2017/07) - [January 2018 (4)](https://info.premierautomation.com/blog/archive/2018/01) - [March 2018 (4)](https://info.premierautomation.com/blog/archive/2018/03) - [May 2018 (4)](https://info.premierautomation.com/blog/archive/2018/05) - [July 2018 (4)](https://info.premierautomation.com/blog/archive/2018/07) - [November 2018 (4)](https://info.premierautomation.com/blog/archive/2018/11) - [April 2019 (4)](https://info.premierautomation.com/blog/archive/2019/04) - [March 2020 (4)](https://info.premierautomation.com/blog/archive/2020/03) - [February 2021 (4)](https://info.premierautomation.com/blog/archive/2021/02) - [May 2016 (3)](https://info.premierautomation.com/blog/archive/2016/05) - [June 2017 (3)](https://info.premierautomation.com/blog/archive/2017/06) - [October 2017 (3)](https://info.premierautomation.com/blog/archive/2017/10) - [November 2017 (3)](https://info.premierautomation.com/blog/archive/2017/11) - [January 2021 (3)](https://info.premierautomation.com/blog/archive/2021/01) - [November 2025 (3)](https://info.premierautomation.com/blog/archive/2025/11) - [January 2026 (3)](https://info.premierautomation.com/blog/archive/2026/01) - [February 2016 (2)](https://info.premierautomation.com/blog/archive/2016/02) - [March 2016 (2)](https://info.premierautomation.com/blog/archive/2016/03) - [April 2016 (2)](https://info.premierautomation.com/blog/archive/2016/04) - [April 2017 (2)](https://info.premierautomation.com/blog/archive/2017/04) - [May 2017 (2)](https://info.premierautomation.com/blog/archive/2017/05) - [December 2017 (2)](https://info.premierautomation.com/blog/archive/2017/12) - [February 2018 (2)](https://info.premierautomation.com/blog/archive/2018/02) - [April 2018 (2)](https://info.premierautomation.com/blog/archive/2018/04) - [July 2019 (2)](https://info.premierautomation.com/blog/archive/2019/07) - [August 2019 (2)](https://info.premierautomation.com/blog/archive/2019/08) - [October 2019 (2)](https://info.premierautomation.com/blog/archive/2019/10) - [December 2019 (2)](https://info.premierautomation.com/blog/archive/2019/12) - [October 2020 (2)](https://info.premierautomation.com/blog/archive/2020/10) - [March 2021 (2)](https://info.premierautomation.com/blog/archive/2021/03) - [April 2022 (2)](https://info.premierautomation.com/blog/archive/2022/04) - [May 2024 (2)](https://info.premierautomation.com/blog/archive/2024/05) - [April 2026 (2)](https://info.premierautomation.com/blog/archive/2026/04) - [May 2026 (2)](https://info.premierautomation.com/blog/archive/2026/05) - [October 2015 (1)](https://info.premierautomation.com/blog/archive/2015/10) - [January 2016 (1)](https://info.premierautomation.com/blog/archive/2016/01) - [July 2016 (1)](https://info.premierautomation.com/blog/archive/2016/07) - [September 2017 (1)](https://info.premierautomation.com/blog/archive/2017/09) - [August 2018 (1)](https://info.premierautomation.com/blog/archive/2018/08) - [September 2018 (1)](https://info.premierautomation.com/blog/archive/2018/09) - [September 2019 (1)](https://info.premierautomation.com/blog/archive/2019/09) - [April 2020 (1)](https://info.premierautomation.com/blog/archive/2020/04) - [May 2020 (1)](https://info.premierautomation.com/blog/archive/2020/05) - [June 2020 (1)](https://info.premierautomation.com/blog/archive/2020/06) - [November 2020 (1)](https://info.premierautomation.com/blog/archive/2020/11) - [December 2020 (1)](https://info.premierautomation.com/blog/archive/2020/12) - [April 2021 (1)](https://info.premierautomation.com/blog/archive/2021/04) - [June 2021 (1)](https://info.premierautomation.com/blog/archive/2021/06) - [August 2021 (1)](https://info.premierautomation.com/blog/archive/2021/08) - [September 2021 (1)](https://info.premierautomation.com/blog/archive/2021/09) - [November 2021 (1)](https://info.premierautomation.com/blog/archive/2021/11) - [January 2022 (1)](https://info.premierautomation.com/blog/archive/2022/01) - [June 2022 (1)](https://info.premierautomation.com/blog/archive/2022/06) - [August 2022 (1)](https://info.premierautomation.com/blog/archive/2022/08) - [May 2023 (1)](https://info.premierautomation.com/blog/archive/2023/05) - [September 2023 (1)](https://info.premierautomation.com/blog/archive/2023/09) - [October 2024 (1)](https://info.premierautomation.com/blog/archive/2024/10) - [December 2024 (1)](https://info.premierautomation.com/blog/archive/2024/12) - [June 2025 (1)](https://info.premierautomation.com/blog/archive/2025/06) - [August 2025 (1)](https://info.premierautomation.com/blog/archive/2025/08) - [September 2025 (1)](https://info.premierautomation.com/blog/archive/2025/09) - [December 2025 (1)](https://info.premierautomation.com/blog/archive/2025/12) - [February 2026 (1)](https://info.premierautomation.com/blog/archive/2026/02) - [June 2026 (1)](https://info.premierautomation.com/blog/archive/2026/06) see all Search Blog Search Premier Automation 1100 Rico Road Monroeville, PA 15146 **P** [412.373.3700](tel:1-412.373.3700) **F** 412.373.2900 **E** [sales@premierautomation.com](mailto:sales@premierautomation.com) - [What We Do](http://www.premierautomation.com/what-we-do/) - [Solutions](http://www.premierautomation.com/solutions/) - [Robotics](https://www.premierautomation.com/robotics/) - [Who We Help](http://www.premierautomation.com/who-we-help/) - [Our Story](http://www.premierautomation.com/our-story/) - [Contact](https://info.premierautomation.com/contact) Copyright © 2020 Premier Automation | Innovative Automation Solutions | Pittsburgh. All rights reserved.