Neural Networks and Deep Studying

About this Course

Within the first course of the Deep Studying Specialization, you’ll examine the foundational idea of neural networks and deep studying.

By the top, you may be aware of the numerous technological tendencies driving the rise of deep studying; construct, practice, and apply absolutely linked deep neural networks; implement environment friendly (vectorized) neural networks; establish key parameters in a neural community’s structure; and apply deep studying to your individual functions. The Deep Studying Specialization is our foundational program that may enable you to perceive the capabilities, challenges, and penalties of deep studying and put together you to take part within the growth of modern AI know-how. It gives a pathway so that you can achieve the data and expertise to use machine studying to your work, stage up your technical profession, and take the definitive step on the earth of AI.

SKILLS YOU WILL GAIN

• Deep Studying
• Synthetic Neural Community
• Backpropagation
• Python Programming
• Neural Community Structure

Syllabus – What you’ll study from this course

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WEEK

1

4 hours to finish

Introduction to Deep Studying

Analyze the main tendencies driving the rise of deep studying, and provides examples of the place and the way it’s utilized immediately.

WEEK

2

9 hours to finish

Neural Networks Fundamentals

Arrange a machine studying drawback with a neural community mindset and use vectorization to hurry up your fashions.

WEEK

3

7 hours to finish

Shallow Neural Networks

Construct a neural community with one hidden layer, utilizing ahead propagation and backpropagation.

WEEK

4

10 hours to finish

Deep Neural Networks

Analyze the important thing computations underlying deep studying, then use them to construct and practice deep neural networks for laptop imaginative and prescient duties.