Convolutional Neural Networks

About this Course

Within the fourth course of the Deep Studying Specialization, you’ll perceive how pc imaginative and prescient has developed and change into acquainted with its thrilling purposes resembling autonomous driving, face recognition, studying radiology pictures, and extra.

By the top, it is possible for you to to construct a convolutional neural community, together with current variations resembling residual networks; apply convolutional networks to visible detection and recognition duties; and use neural fashion switch to generate artwork and apply these algorithms to quite a lot of picture, video, and different 2D or 3D knowledge. The Deep Studying Specialization is our foundational program that can enable you perceive the capabilities, challenges, and penalties of deep studying and put together you to take part within the improvement of modern AI know-how. It supplies a pathway so that you can acquire the information and expertise to use machine studying to your work, stage up your technical profession, and take the definitive step on this planet of AI.

SKILLS YOU WILL GAIN

• Deep Studying
• Facial Recognition System
• Convolutional Neural Community
• Tensorflow
• Object Detection and Segmentation

Syllabus – What you’ll be taught from this course

Content material Ranking95%(63,236 rankings)

WEEK

1

11 hours to finish

Foundations of Convolutional Neural Networks

Implement the foundational layers of CNNs (pooling, convolutions) and stack them correctly in a deep community to resolve multi-class picture classification issues.

WEEK

2

10 hours to finish

Deep Convolutional Fashions: Case Research

Uncover some highly effective sensible methods and strategies utilized in deep CNNs, straight from the analysis papers, then apply switch studying to your personal deep CNN.

WEEK

3

10 hours to finish

Object Detection

Apply your new information of CNNs to one of many hottest (and most difficult!) fields in pc imaginative and prescient: object detection.

WEEK

4

9 hours to finish

Particular Functions: Face recognition & Neural Fashion Switch

Discover how CNNs may be utilized to a number of fields, together with artwork technology and face recognition, then implement your personal algorithm to generate artwork and acknowledge faces!