![Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt · Contextualizing Machine Accuracy on ImageNet · SlidesLive Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt · Contextualizing Machine Accuracy on ImageNet · SlidesLive](https://cdn.slideslive.com/data/presentations/38928496/slideslive_alex-fang_benjamin-recht_horia-mania_ludwig-schmidt_rebecca-roelofs_vaishaal-shankar_contextualizing-machine-accuracy-on-imagenet__medium.jpg?1594256017)
Vaishaal Shankar, Rebecca Roelofs, Horia Mania, Alex Fang, Benjamin Recht, Ludwig Schmidt · Contextualizing Machine Accuracy on ImageNet · SlidesLive
![Pfc. Shane Roelofs, a paratrooper with the U.S. Army's 173rd Airborne Brigade, demonstrates a firing position for Ukrainian national guard soldiers Aug. 22, 2015, during Fearless Guardian in Yavoriv, Ukraine. The guardsmen Pfc. Shane Roelofs, a paratrooper with the U.S. Army's 173rd Airborne Brigade, demonstrates a firing position for Ukrainian national guard soldiers Aug. 22, 2015, during Fearless Guardian in Yavoriv, Ukraine. The guardsmen](https://c8.alamy.com/comp/PEHG3G/pfc-shane-roelofs-a-paratrooper-with-the-us-armys-173rd-airborne-brigade-demonstrates-a-firing-position-for-ukrainian-national-guard-soldiers-aug-22-2015-during-fearless-guardian-in-yavoriv-ukraine-the-guardsmen-are-conducting-squad-live-fire-training-as-they-approach-the-end-of-their-iteration-of-fearless-guardian-this-is-the-second-of-three-planned-rotations-to-train-ukraines-newly-formed-national-guard-as-part-of-fearless-guardian-scheduled-to-last-through-november-us-army-photo-by-sgt-alexander-skripnichuk-13th-public-affairs-detachment-PEHG3G.jpg)
Pfc. Shane Roelofs, a paratrooper with the U.S. Army's 173rd Airborne Brigade, demonstrates a firing position for Ukrainian national guard soldiers Aug. 22, 2015, during Fearless Guardian in Yavoriv, Ukraine. The guardsmen
![Master-at-Arms 1st Class Alexander Roelofs, assigned to the reserve security force at Naval Weapons Station Seal Beach, reads a Dr. Seuss book to children at McGaugh Elementary School. - PICRYL Public Domain Master-at-Arms 1st Class Alexander Roelofs, assigned to the reserve security force at Naval Weapons Station Seal Beach, reads a Dr. Seuss book to children at McGaugh Elementary School. - PICRYL Public Domain](https://cdn14.picryl.com/photo/2013/03/01/master-at-arms-1st-class-alexander-roelofs-assigned-to-the-reserve-security-740252-1024.jpg)