Intro to Deep Learning with PyTorch

Free Course
8 weeks duration

Learn the basics of deep learning and implement your own deep neural networks with PyTorch

In the course Introduction to Deep Learning with PyTorch on Udacity, you will learn the fundamental concepts of deep learning, including neural networks and gradient descent. Through in-class programming exercises, you will implement a neural network using NumPy and train it using gradient descent. You will also build a neural network to predict student admissions. Additionally, you will be introduced to PyTorch and hear from Soumith Chintala, the creator of PyTorch, about its origins, current usage, and its impact on the future of deep learning. Throughout the course, you will work with Jupyter Notebooks to understand the major components of PyTorch and use a pre-trained neural network to create a state-of-the-art image classifier. You will also explore Convolutional Neural Networks for computer vision applications, including training a network to classify dog breeds. Furthermore, you will learn about style transfer using a pre-trained convolutional network to merge the style of one image with the content of another. The course also covers Recurrent Neural Networks for sequential data, such as natural language, and you will implement a network that learns from Tolstoy's Anna Karenina to generate new text. Additionally, you will use PyTorch to implement a recurrent neural network for text classification, specifically predicting the sentiment of movie reviews. Finally, you will learn how to deploy deep learning models with PyTorch, including building a chatbot and compiling the network for deployment in a production environment.

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Udacity is an online learning platform that offers a wide range of courses and programs in various fields such as technology, business, data science, and artificial intelligence. It was founded in 2012 by Sebastian Thrun, David Stavens, and Mike Sokolsky with the aim of providing accessible and affordable education to individuals worldwide. Udacity's courses are designed in collaboration with industry experts and leading companies, ensuring that the content is relevant and up-to-date. The platform offers both self-paced courses and guided programs, allowing learners to choose the learning style that suits them best. Udacity also provides career services and support, including resume reviews, interview preparation, and job placement assistance, to help learners transition into their desired careers.
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