| Serial Number | 97440876 |
| Word Mark | MLPERF |
| Filing Date | Thursday, June 2, 2022 |
| Status | 700 - REGISTERED |
| Status Date | Tuesday, November 21, 2023 |
| Registration Number | 7221602 |
| Registration Date | Tuesday, November 21, 2023 |
| Mark Drawing | 4 - Illustration: Drawing with word(s) / letter(s) / number(s) in Block form |
| Published for Opposition Date | Tuesday, September 5, 2023 |
| Goods and Services | Downloadable computer software and mobile application for testing devices and servers for compliance with machine learning requirements; Downloadable computer software for measuring machine learning training accuracy, speed, performance, and efficiency in devices and servers; Downloadable computer software and mobile application for measuring machine learning inference accuracy, speed, performance, and efficiency in devices and servers; Downloadable computer software and mobile application for measuring mobile device and embedded device machine learning accuracy, speed, performance, and efficiency |
| Goods and Services | Business services, namely, formulation of best practices for machine learning to accelerate progress in the field of machine learning; Collection and analysis of quality metric data and performance data for business purposes in the field of machine learning; Collection, and analysis of quality metric device and test data and performance device and test data pertaining to machine learning, namely, compiling and analyzing statistics, device test data, and server test data for business purposes; Providing business information in the nature of data sets pertaining to machine learning; Providing business data in the field of machine learning data for business purposes; Providing business information in the nature of benchmarking information in the field of machine learning for use to measure accuracy, speed, performance, efficiency; Business services, namely, formulation of best practices in the field of machine learning for use to measure accuracy, speed, performance, efficiency |
| Goods and Services | Design and development of technical specifications in the nature of technology specifications, namely, analyzing technology requirements and developing recommendations for the computer software and systems and other technology needed to meet these requirements in the field of devices and servers pertaining to machine learning training accuracy, speed, performance, and efficiency; Design and development of technical specifications in the nature of technology specifications, namely, analyzing technology requirements and developing recommendations for the computer software and systems and other technology needed to meet these requirements in the field of devices and servers pertaining to machine learning inference accuracy, speed, performance, and efficiency; Design and development of technical specifications in the nature of technology specifications, namely, analyzing technology requirements and developing recommendations for the computer software and systems and other technology needed to meet these requirements in the field of mobile device and embedded device machine learning accuracy, speed, performance, and efficiency; Design and development of software and software in the field of mobile applications in the field of machine learning; Design and development of software and software in the field of mobile applications for testing devices and servers; Design and development of software and software in the field of mobile applications for testing devices and servers for compliance with machine learning requirements; Product quality testing of software in the field of machine learning; Product quality testing of computer hardware and hardware devices in the field of machine learning; Product quality testing of mobile devices and servers; Providing information in the field of software development in the field of machine learning; Providing information in the field of software development in the field of machine learning data; Providing information in the field of software development in the field of rules, references, and tools pertaining to machine learning |
| International Class | 009 - Scientific, nautical, surveying, photographic, cinematographic, optical, weighing, measuring, signalling, checking (supervision), life-saving and teaching apparatus and instruments; apparatus and instruments for conducting, switching, transforming, accumulating, regulating or controlling electricity; apparatus for recording, transmission or reproduction of sound or images; magnetic data carriers, recording discs; automatic vending machines and mechanisms for coin operated apparatus; cash registers, calculating machines, data processing equipment and computers; fire extinguishing apparatus. |
| US Class Codes | 021, 023, 026, 036, 038 |
| Class Status Code | 6 - Active |
| Class Status Date | Monday, June 13, 2022 |
| Primary Code | 009 |
| First Use Anywhere Date | Monday, May 7, 2018 |
| First Use In Commerce Date | Monday, May 7, 2018 |
| International Class | 035 - Advertising; business management; business administration; office functions. |
| US Class Codes | 100, 101, 102 |
| Class Status Code | 6 - Active |
| Class Status Date | Monday, June 13, 2022 |
| Primary Code | 035 |
| First Use Anywhere Date | Monday, May 7, 2018 |
| First Use In Commerce Date | Monday, May 7, 2018 |
| International Class | 042 - Scientific and technological services and research and design relating thereto; industrial analysis and research services; design and development of computer hardware and software. |
| US Class Codes | 100, 101 |
| Class Status Code | 6 - Active |
| Class Status Date | Monday, June 13, 2022 |
| Primary Code | 042 |
| First Use Anywhere Date | Monday, May 7, 2018 |
| First Use In Commerce Date | Monday, May 7, 2018 |
| Party Name | MLCommons Association |
| Party Type | 30 - Original Registrant |
| Legal Entity Type | 99 - Other |
| Address | San Francisco, CA 94105 |
| Party Name | MLCommons Association |
| Party Type | 20 - Owner at Publication |
| Legal Entity Type | 99 - Other |
| Address | San Francisco, CA 94105 |
| Party Name | MLCommons Association |
| Party Type | 10 - Original Applicant |
| Legal Entity Type | 99 - Other |
| Address | San Francisco, CA 94105 |
| Event Date | Event Description |
| Thursday, April 6, 2023 | NOTIFICATION OF NON-FINAL ACTION E-MAILED |
| Monday, June 6, 2022 | NEW APPLICATION ENTERED |
| Monday, June 13, 2022 | NEW APPLICATION OFFICE SUPPLIED DATA ENTERED |
| Sunday, March 19, 2023 | ASSIGNED TO EXAMINER |
| Thursday, April 6, 2023 | NON-FINAL ACTION WRITTEN |
| Thursday, April 6, 2023 | NON-FINAL ACTION E-MAILED |
| Thursday, June 22, 2023 | TEAS RESPONSE TO OFFICE ACTION RECEIVED |
| Thursday, June 22, 2023 | CORRESPONDENCE RECEIVED IN LAW OFFICE |
| Thursday, June 22, 2023 | TEAS/EMAIL CORRESPONDENCE ENTERED |
| Saturday, July 29, 2023 | APPROVED FOR PUB - PRINCIPAL REGISTER |
| Wednesday, August 16, 2023 | NOTIFICATION OF NOTICE OF PUBLICATION E-MAILED |
| Tuesday, September 5, 2023 | PUBLISHED FOR OPPOSITION |
| Tuesday, September 5, 2023 | OFFICIAL GAZETTE PUBLICATION CONFIRMATION E-MAILED |
| Tuesday, November 21, 2023 | NOTICE OF REGISTRATION CONFIRMATION EMAILED |
| Tuesday, November 21, 2023 | REGISTERED-PRINCIPAL REGISTER |