Deep Learning Training in Facebook Data Centers: Design of Scale-up and Scale-out Systems von Naumov, Maxim, Kim, John, Mudigere, Dheevatsa, Sridharan, Srinivas, Wang, Xiaodong, Zhao, Whitney, Yilmaz, Serhat, Kim, Changkyu, Yuen, Hector, Ozdal, Mustafa, Nair, Krishnakumar, Gao, Isabel, Su, Bor-Yiing, Yang, Jiyan, Smelyanskiy, Mikhail

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First-Generation Inference Accelerator Deployment at Facebook von Anderson, Michael, Chen, Benny, Chen, Stephen, Deng, Summer, Fix, Jordan, Gschwind, Michael, Kalaiah, Aravind, Kim, Changkyu, Lee, Jaewon, Liang, Jason, Liu, Haixin, Lu, Yinghai, Montgomery, Jack, Moorthy, Arun, Nadathur, Satish, Naghshineh, Sam, Park, Jongsoo, Schatz, Martin, Sundaram, Narayanan, Tang, Peter, Yu, Jiecao, Anbudurai, Aravind, Balan, Vandana, Bojja, Harsha, Boyd, Joe, Breitbach, Matthew, Christeas, Panos, Cottel, Brad, Coutinho, Brian, Dalli, Arun, Dhanotia, Abhishek, Duncan, Oniel, Dzhabarov, Roman, Elmir, Simon, Fu, Chunli, Fu, Wenyin, Fulthorp, Michael, Gangidi, Adi, Gordon, Sean, Hernandez, Beatriz Padilla, Ho, Daniel, Huang, Yu-Cheng, Johansson, Olof, Juluri, Shishir, Kanaujia, Shobhit, Kesarkar, Manali, Killinger, Jonathan, Kim, Ben, Kulkarni, Rohan, Lele, Meghan, Li, Huayu, Li, Huamin, Liu, Cynthia, Liu, Jerry, Maher, Bert, Mallipedi, Chandra, Mangla, Seema, Mehta, Jubin, Mehta, Shobhit, Mitchell, Christopher, Muthiah, Bharath, Nagarkatte, Nitin, Narasimha, Ashwin, Nguyen, Bernard, Ortiz, Thiara, Padmanabha, Soumya, Pan, Deng, Poojary, Ashwin, Ye, Raginel, Olivier, Rajagopal, Dwarak, Rice, Tristan, Rotem, Nadav, Russ, Scott, Shah, Kushal, Shan, Baohua, Shen, Hao, Shetty, Pavan, Skandakumaran, Krish, Srinivasan, Kutta, Sumbaly, Roshan, Tauberg, Michael, Tzur, Mor, Verma, Sidharth, Wang, Hao, Wang, Man, Wei, Ben, Xia, Alex, Xu, Chenyu, Yang, Martin, Zhang, Kai, Zhang, Ruoxi, Zhao, Ming, Zhao, Whitney, Zhu, Rui, Mathews, Ajit, Qiao, Lin, Smelyanskiy, Misha, Jia, Bill, Rao, Vijay

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Software-Hardware Co-design for Fast and Scalable Training of Deep Learning Recommendation Models von Mudigere, Dheevatsa, Hao, Yuchen, Huang, Jianyu, Jia, Zhihao, Tulloch, Andrew, Sridharan, Srinivas, Liu, Xing, Ozdal, Mustafa, Nie, Jade, Park, Jongsoo, Luo, Liang, Yang, Jie Amy, Gao, Leon, Ivchenko, Dmytro, Basant, Aarti, Hu, Yuxi, Yang, Jiyan, Ardestani, Ehsan K, Wang, Xiaodong, Komuravelli, Rakesh, Chu, Ching-Hsiang, Yilmaz, Serhat, Li, Huayu, Qian, Jiyuan, Feng, Zhuobo, Ma, Yinbin, Yang, Junjie, Wen, Ellie, Li, Hong, Yang, Lin, Sun, Chonglin, Zhao, Whitney, Melts, Dimitry, Dhulipala, Krishna, Kishore, KR, Graf, Tyler, Eisenman, Assaf, Matam, Kiran Kumar, Gangidi, Adi, Chen, Guoqiang Jerry, Krishnan, Manoj, Nayak, Avinash, Nair, Krishnakumar, Muthiah, Bharath, khorashadi, Mahmoud, Bhattacharya, Pallab, Lapukhov, Petr, Naumov, Maxim, Mathews, Ajit, Qiao, Lin, Smelyanskiy, Mikhail, Jia, Bill, Rao, Vijay

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Software-Hardware Co-design for Fast and Scalable Training of Deep Learning Recommendation Models von Mudigere, Dheevatsa, Hao, Yuchen, Huang, Jianyu, Jia, Zhihao, Tulloch, Andrew, Sridharan, Srinivas, Liu, Xing, Ozdal, Mustafa, Nie, Jade, Park, Jongsoo, Luo, Liang, Yang, Jie Amy, Gao, Leon, Ivchenko, Dmytro, Basant, Aarti, Hu, Yuxi, Yang, Jiyan, Ardestani, Ehsan K, Wang, Xiaodong, Komuravelli, Rakesh, Chu, Ching-Hsiang, Yilmaz, Serhat, Li, Huayu, Qian, Jiyuan, Feng, Zhuobo, Ma, Yinbin, Yang, Junjie, Wen, Ellie, Li, Hong, Yang, Lin, Sun, Chonglin, Zhao, Whitney, Melts, Dimitry, Dhulipala, Krishna, Kishore, K R, Graf, Tyler, Eisenman, Assaf, Matam, Kiran Kumar, Gangidi, Adi, Chen, Guoqiang Jerry, Krishnan, Manoj, Nayak, Avinash, Nair, Krishnakumar, Muthiah, Bharath, khorashadi, Mahmoud, Bhattacharya, Pallab, Lapukhov, Petr, Naumov, Maxim, Mathews, Ajit, Lin, Qiao, Smelyanskiy, Mikhail, Jia, Bill, Rao, Vijay

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Deep Learning Training in Facebook Data Centers: Design of Scale-up and Scale-out Systems von Naumov, Maxim, Kim, John, Mudigere, Dheevatsa, Sridharan, Srinivas, Wang, Xiaodong, Zhao, Whitney, Yilmaz, Serhat, Kim, Changkyu, Yuen, Hector, Ozdal, Mustafa, Nair, Krishnakumar, Gao, Isabel, Su, Bor-Yiing, Yang, Jiyan, Smelyanskiy, Mikhail

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First-Generation Inference Accelerator Deployment at Facebook von Anderson, Michael, Chen, Stephen, Deng, Summer, Fix, Jordan, Gschwind, Michael, Kalaiah, Aravind, Kim, Changkyu, Lee, Jaewon, Liang, Jason, Liu, Haixin, Lu, Yinghai, Montgomery, Jack, Moorthy, Arun, Naghshineh, Sam, Nayak, Avinash, Park, Jongsoo, Schatz, Martin, Sundaram, Narayanan, Tang, Peter, Yang, Amy, Yu, Jiecao, Zhang, Ying, Anbudurai, Aravind, Balan, Vandana, Boyd, Joe, Breitbach, Matthew, Caldato, Claudio, Calvo, Anna, Catron, Garret, Chandwani, Sneh, Christeas, Panos, Cottel, Brad, Coutinho, Brian, Dalli, Arun, Dhanotia, Abhishek, Duncan, Oniel, Dzhabarov, Roman, Simon Elmir, Fu, Chunli, Fu, Wenyin, Fulthorp, Michael, Gangidi, Adi, Gibson, Nick, Gordon, Sean, Ho, Daniel, Yu-Cheng, Huang, Johansson, Olof, Juluri, Shishir, Kanaujia, Shobhit, Kesarkar, Manali, Killinger, Jonathan, Kim, Ben, Kulkarni, Rohan, Lele, Meghan, Li, Huayu, Li, Yueming, Liu, Jerry, Maher, Bert, Chandra Mallipedi, Mangla, Seema, Matam, Kiran Kumar, Mehta, Jubin, Mehta, Shobhit, Mitchell, Christopher, Muthiah, Bharath, Nagarkatte, Nitin, Narasimha, Ashwin, Nguyen, Bernard, Ortiz, Thiara, Padmanabha, Soumya, Deng, Pan, Poojary, Ashwin, Qi, Raginel, Olivier, Rajagopal, Dwarak, Rice, Tristan, Rotem, Nadav, Shah, Kushal, Shan, Baohua, Shen, Hao, Shetty, Pavan, Skandakumaran, Krish, Srinivasan, Kutta, Sumbaly, Roshan, Tauberg, Michael, Tzur, Mor, Verma, Sidharth, Wang, Hao, Wang, Man, Xu, Chenyu, Yang, Martin, Zhang, Kai, Zhang, Ruoxi, Zhao, Ming, Zhao, Whitney, Zhu, Rui, Mathews, Ajit, Smelyanskiy, Misha, Jia, Bill, Rao, Vijay

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U.S. FDA Approval Summary: Nivolumab for Treatment of Unresectable or Metastatic Melanoma Following Progression on Ipilimumab von Hazarika, Maitreyee, Chuk, Meredith K, Theoret, Marc R, Mushti, Sirisha, He, Kun, Weis, Shawna L, Putman, Alexander H, Helms, Whitney S, Cao, Xianhua, Li, Hongshan, Zhao, Hong, Zhao, Liang, Welch, Joel, Graham, Laurie, Libeg, Meredith, Sridhara, Rajeshwari, Keegan, Patricia, Pazdur, Richard

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FDA Approval Summary: Accelerated Approval of Pembrolizumab for Second-Line Treatment of Metastatic Melanoma von Chuk, Meredith K, Chang, Jennie T, Theoret, Marc R, Sampene, Emmanuel, He, Kun, Weis, Shawna L, Helms, Whitney S, Jin, Runyan, Li, Hongshan, Yu, Jingyu, Zhao, Hong, Zhao, Liang, Paciga, Mark, Schmiel, Deborah, Rawat, Rashmi, Keegan, Patricia, Pazdur, Richard

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FDA Approval Summary: Entrectinib for the Treatment of NTRK gene Fusion Solid Tumors von Marcus, Leigh, Donoghue, Martha, Aungst, Stephanie, Myers, Claire E, Helms, Whitney S, Shen, Guoxiang, Zhao, Hong, Stephens, Olen, Keegan, Patricia, Pazdur, Richard

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FDA approval: ceritinib for the treatment of metastatic anaplastic lymphoma kinase-positive non-small cell lung cancer von Khozin, Sean, Blumenthal, Gideon M, Zhang, Lijun, Tang, Shenghui, Brower, Margaret, Fox, Emily, Helms, Whitney, Leong, Ruby, Song, Pengfei, Pan, Yuzhuo, Liu, Qi, Zhao, Ping, Zhao, Hong, Lu, Donghao, Tang, Zhe, Al Hakim, Ali, Boyd, Karen, Keegan, Patricia, Justice, Robert, Pazdur, Richard

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Proton Pump Inhibitors and Risk of Mild Cognitive Impairment and Dementia von Goldstein, Felicia C., Steenland, Kyle, Zhao, Liping, Wharton, Whitney, Levey, Allan I., Hajjar, Ihab

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Gut mucosal virome alterations in ulcerative colitis von Zuo, Tao, Lu, Xiao-Juan, Zhang, Yu, Cheung, Chun Pan, Lam, Siu, Zhang, Fen, Tang, Whitney, Ching, Jessica Y L, Zhao, Risheng, Chan, Paul K S, Sung, Joseph J Y, Yu, Jun, Chan, Francis K L, Cao, Qian, Sheng, Jian-Qiu, Ng, Siew C

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FDA Approval Summary: Lurbinectedin for the Treatment of Metastatic Small Cell Lung Cancer von Singh, Sonia, Jaigirdar, Adnan A, Mulkey, Flora, Cheng, Joyce, Hamed, Salaheldin S, Li, Yangbing, Liu, Jiang, Zhao, Hong, Goheer, Anwar, Helms, Whitney S, Wang, Xing, Agarwal, Rajiv, Pragani, Rajan, Korsah, Kwadwo, Tang, Shenghui, Leighton, John, Rahman, Atiqur, Beaver, Julia A, Pazdur, Richard, Theoret, Marc R, Singh, Harpreet

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FDA Approval Summary: Lenvatinib for Progressive, Radio-iodine-Refractory Differentiated Thyroid Cancer von Nair, Abhilasha, Lemery, Steven J, Yang, Jun, Marathe, Anshu, Zhao, Liang, Zhao, Hong, Jiang, Xiaoping, He, Kun, Ladouceur, Gaetan, Mitra, Amit K, Zhou, Liang, Fox, Emily, Aungst, Stephanie, Helms, Whitney, Keegan, Patricia, Pazdur, Richard

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FDA Approval Summary: Ramucirumab for Gastric Cancer von Casak, Sandra J, Fashoyin-Aje, Ibilola, Lemery, Steven J, Zhang, Lillian, Jin, Runyan, Li, Hongshan, Zhao, Liang, Zhao, Hong, Zhang, Hui, Chen, Huanyu, He, Kun, Dougherty, Michele, Novak, Rachel, Kennett, Sarah, Khasar, Sachia, Helms, Whitney, Keegan, Patricia, Pazdur, Richard

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FDA Approval Summary: Trabectedin for Unresectable or Metastatic Liposarcoma or Leiomyosarcoma Following an Anthracycline-Containing Regimen von Barone, Amy, Chi, Dow-Chung, Theoret, Marc R, Chen, Huanyu, He, Kun, Kufrin, Dubravka, Helms, Whitney S, Subramaniam, Sriram, Zhao, Hong, Patel, Anuja, Goldberg, Kirsten B, Keegan, Patricia, Pazdur, Richard

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Tunable Three-Dimensional Helically Stacked Plasmonic Layers on Nanosphere Monolayers von He, Yizhuo, Larsen, George K, Ingram, Whitney, Zhao, Yiping

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Ultrastable Substrates for Surface-Enhanced Raman Spectroscopy:  Al2O3 Overlayers Fabricated by Atomic Layer Deposition Yield Improved Anthrax Biomarker Detection von Zhang, Xiaoyu, Zhao, Jing, Whitney, Alyson V, Elam, Jeffrey W, Van Duyne, Richard P

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FDA Approval Summary: Sonidegib for Locally Advanced Basal Cell Carcinoma von Casey, Denise, Demko, Suzanne, Shord, Stacy, Zhao, Hong, Chen, Huanyu, He, Kun, Putman, Alexander, Helms, Whitney, Keegan, Patricia, Pazdur, Richard

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Circular dichroism based refractive index sensing using chiral metamaterials von He, Yizhuo, Lawrence, Keelan, Ingram, Whitney, Zhao, Yiping

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