IS 677 - Deep Learning

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This course provides a solid understanding of what deep learning is, when it is applicable, and what its limitations are. The students will be familiar with the standard workflow for approaching and solving machine-learning problems and know how to address commonly encountered issues. Students will be able to use Keras and tensorflow to tackle real-world problems ranging from computer vision to natural-language processing: image classification, time series forecasting, sentiment analysis, image and text generation, and other advanced topics such as reinforcement learning. Some prior background in machine learning with Python is expected.
Course ID: 102255
Prerequisite: IS 675 or an equivalent.
Components: Lecture
Grading Method: Regular