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Lecture 3 | Loss Functions and Optimization
1:14:40
YouTubeStanford University School of Engineering
Lecture 3 | Loss Functions and Optimization
Lecture 3 continues our discussion of linear classifiers. We introduce the idea of a loss function to quantify our unhappiness with a model’s predictions, and discuss two commonly used loss functions for image classification: the multiclass SVM loss and the multinomial logistic regression loss. We introduce the idea of regularization as a ...
941.9K viewsAug 11, 2017
Loss Function Explained
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“If love could have saved them, they would still be here.” Grief comes in waves strong, unpredictable, overwhelming especially during the holidays. You remember what life felt like when they were here, and the emptiness is almost unbearable. But love leaves traces. It lingers in the photos you hold onto, in the traditions you continue, in the memorial keepsakes that bring their presence into today. Turning a picture into movement doesn’t change the loss, but it softens the ache by letting your h
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Biotin or Minoxidil? Think it's just hormonal changes you can't control? Dr. James Kilgour of Stanford's dermatology program is sharing his groundbreaking discovery that's changing how women approach hair loss during menopause. This simple scalp age assessment works with your body's hormonal changes, helping to reveal why standard treatments often fail menopausal women – no expensive supplements or endless minoxidil dependency needed. Take his 60 second quiz to discover your scalp's biological a
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“I honestly didn’t believe my hearing could improve. But just days into using ReHears, everything sounded sharper — without constantly asking people to repeat themselves. I was amazed by how simple and effective it really is.” ⭐⭐⭐⭐⭐ – Harold Russel, Seattle | Life with Hearing Loss
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“I honestly didn’t believe my hearing could improve. But just days into using ReHears, everything sounded sharper — without constantly asking people to repeat themselves. I was amazed by how simple and effective it really is.” ⭐⭐⭐⭐⭐ – Harold Russel, Seattle | Life with Hearing Loss
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