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Adult consumers can still legally purchase tobacco, menthol, fruit, dessert, and beverage-flavored vaping products, provided those products meet state and federal compliance requirements
Training Details (Skip this part if you arent interested in AI programming) - I used 2000 synthetic 512x512 px training images (plus 200 synthetic validation images) - I did ZERO training on real images - I trained the "heads" for 4 epochs of 500 steps and the full network for another 4 epochs - Resnet50 backbone (Resnet101 caused OOM errors) using COCO pre-trained weights - Training took about 20 minutes on my computer - Final losses after the 8th epoch: loss: 0.3615 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1823 - mrcnn_class_loss: 0.0232 - mrcnn_bbox_loss: 0.0636 - mrcnn_mask_loss: 0.0901 - val_loss: 0.3261 - val_rpn_class_loss: 0.0013 - val_rpn_bbox_loss: 0.1875 - val_mrcnn_class_loss: 0.0043 - val_mrcnn_bbox_loss: 0.0535 - val_mrcnn_mask_loss: 0.0794 Results It's far from perfect, and probably isn't practical to bolt onto a robot right now, but with more training and improvements in GPU hardware, I think this could be a viable solution to pick up cigarette butts on a huge scale
Brown and Williamson, a prominent tobacco company, had operated a manufacturing plant in Macon for several decades before its closure
Taste is medium to full and consistent, with notes of earth, sour, musty vegetation, wood, tart, bitter nuts, sweet, dry, cigar, mildly spicy, toasted bread, citrus, a tangy fermented fruit background note, and a peppery retro
Many people think of global warming and climate change as synonyms, but scientists prefer to use climate change when describing the complex shifts now affecting our planets weather and climate systems
It's dose-dependent
