Deep Learning
Everyone
- 6 videos | 31m 26s
- Includes Assessment
Deep learning: this recent technique has been the driving force behind the rise of artificial intelligence. Professor Ankur Moitra will demystify this method by describing its underpinnings and limitations.
WHAT YOU WILL LEARN
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Gain a basic understanding of what deep learning is
Understand the mathematics behind deep learning
Know how to set the parameters of a deep neural network -
Know how to apply gradient descent to a deep neural network
Understand what a convolutional neural network is
Know the limits of deep learning
IN THIS COURSE
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5m 39sLearn about a new approach to classification: deep learning. FREE ACCESS
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7m 51sNow that we've gotten a sense of the excitement surrounding deep learning, let's get into the mathematics of what it is and what it's all about. FREE ACCESS
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3. Hierarchical Representations6m 31sLearn how to set the parameters of a deep neural network. FREE ACCESS
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4. Fitting Parameters Using Back Propagation5mFind out how to apply gradient descent to a deep neural network. FREE ACCESS
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5. Convolutional Neural Networks2m 31sLearn about convolutional neural networks. FREE ACCESS
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6. Limitations of Deep Neural Network3m 55sNow that we know what deep learning can do, learn about the limitations of this method. FREE ACCESS
