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0:07
3D Deep Learning Models: Feedforward Neural Network Design and Backpropagation #training #process
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Backpropagation predates modern AI by decades. Backpropagation trains neural networks in deep learning by computing gradients and guiding weight updates during model training. These keywords power modern AI: backpropagation, neural networks, deep learning, training. Think of a network as stacked knobs. Backpropagation tells each knob how to move to reduce error. It sends an error signal backward using the chain rule. Each pass nudges weights a little. Repeat this many times and the model learns
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Backpropagation is one of the core ideas behind deep learning today, even though its origins go farther back than most people realize. Paul Werbos first formalized the method in his 1974 PhD thesis, showing how gradients could be calculated efficiently in multi-layer neural networks. Early AI researchers, including Marvin Minsky, were cautious about it at first. It looked slow, costly, and difficult to use compared to simpler approaches. But as computing power increased, real experiments started
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I’ve been wanting to make tabletop versions of my propagation stations, so I hopped back into @Shapr3D and this is what I came up with! A lot of people have been using my wall mounted propagation stations for essential oils which I never even thought of, but these work great for that too! It’s always a nice surprise when something you’ve designed gets used in a way you never intended. If you want to follow along with these tutorials and try out Shapr3D for yourself, you can get 10% off Shapr3D w
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Như đã hứa, đây là video mình thực hiện quá trình lan truyền ngược (back propagation) bằng tay với thuật toán gradient descent, để mọi người có thể hiểu rõ hơn về nền tảng toán đằng sau quá trình học của mạng nơ ron. Hy vọng video này sẽ hỗ trợ mọi người ít nhiều trong quá trình nghiên cứu về AI nói chung và học sâu nói riêng ^^ #trituenhantao #ai #baodaiai #learnontiktok #hoccungtiktok #backpropagation #daoham #neuralnetworks #gradientdescent
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