Introduction to TensorFlow for Synthetic Intelligence, Machine Studying, and Deep Studying

About this Course

In case you are a software program developer who desires to construct scalable AI-powered algorithms, it’s worthwhile to perceive use the instruments to construct them. This course is a part of the upcoming Machine Studying in Tensorflow Specialization and can educate you finest practices for utilizing TensorFlow, a preferred open-source framework for machine studying.

The Machine Studying course and Deep Studying Specialization from Andrew Ng educate an important and foundational rules of Machine Studying and Deep Studying. This new deeplearning.ai TensorFlow Specialization teaches you use TensorFlow to implement these rules so to begin constructing and making use of scalable fashions to real-world issues. To develop a deeper understanding of how neural networks work, we advocate that you just take the Deep Studying Specialization.

WHAT YOU WILL LEARN

• Study finest practices for utilizing TensorFlow, a preferred open-source machine studying framework

• Construct a primary neural community in TensorFlow

• Practice a neural community for a pc imaginative and prescient utility

• Perceive use convolutions to enhance your neural community

SKILLS YOU WILL GAIN

• Pc Imaginative and prescient
• Tensorflow
• Machine Studying

Syllabus – What you’ll be taught from this course

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WEEK

1

3 hours to finish

A New Programming Paradigm

Welcome to this course on going from Fundamentals to Mastery of TensorFlow. We’re excited you’re right here! In Week 1, you’ll get a smooth introduction to what Machine Studying and Deep Studying are, and the way they give you a brand new programming paradigm, supplying you with a brand new set of instruments to open beforehand unexplored eventualities. All it’s worthwhile to know is a few very primary programming abilities, and also you’ll choose the remaining up as you go alongside. To get began, take a look at the primary video, a dialog between Andrew and Laurence that units the theme for what you’ll research…

WEEK

2

5 hours to finish

Introduction to Pc Imaginative and prescient

Welcome to week 2 of the course! In week 1 you discovered all about how Machine Studying and Deep Studying is a brand new programming paradigm. This week you’re going to take that to the following degree by starting to resolve issues of laptop imaginative and prescient with just some strains of code!

Try this dialog between Laurence and Andrew the place they talk about it and introduce you to Pc Imaginative and prescient!

WEEK

3

5 hours to finish

Enhancing Imaginative and prescient with Convolutional Neural Networks

Welcome to week 3! In week 2 you noticed a primary Neural Community for Pc Imaginative and prescient. It did the job properly, nevertheless it was slightly naive in its strategy. This week we’ll see make it higher, as mentioned by Laurence and Andrew right here.

WEEK

4

5 hours to finish

Utilizing Actual-world Pictures

Final week you noticed enhance the outcomes out of your deep neural community utilizing convolutions. It was a great begin, however the information you used was very primary. What occurs when your photos are bigger, or if the options aren’t at all times in the identical place? Andrew and Laurence talk about this to arrange you for what you’ll be taught this week: dealing with advanced photos!