Given a tensor of rank `3`, what its shape can look like?

For a tensor of shape `(1, 4)`, can you identify its rank?

Which of the following tensors corresponds to the data type `uint32`?

Which of the following is true about the matrix multiplication (dot product) compatibility rule?

Which of the following is an alternative to matrix multiplication using `tf.matmul`?

What does the slice `X[:, 2]` represent for a matrix?

Which of the following operations can be used to combine multiple tensors?

In a reduction operation, if we don't specify an axis:

Which command calculates the mean value of a tensor?

A website tracks user activities for `50` users over a month (`30` days). Every day, it logs `10` different metrics (like time spent on site, clicks, purchases, etc.) for each user (`15000` values in total). What tensor shape encapsulates this data?

Dive deep into the world of TensorFlow with our course, designed to give you a robust understanding of its core components. Begin with an exploration of tensors and the basics of TensorFlow framework. By the course's end, you'll have honed the skills to build tensor-driven systems, including crafting a basic neural network. Equip yourself with the knowledge to harness TensorFlow's full potential and set the foundation for advanced deep learning pursuits.

You will gain a foundational understanding of TensorFlow's primary components - Tensors. You'll delve into the nature and applications of tensors, familiarize yourself with tensor properties, and acquire knowledge in essential mathematical operations.

You'll learn how TensorFlow operates and the ways to improve its performance. By the end of this module, you'll be well-equipped to implement basic neural networks or other tensor calculations, using only the TensorFlow library without any extras.

Introduction to TensorFlow

Quiz: TensorFlow Basics

1. Given a tensor of rank `3`, what its shape can look like?

2. For a tensor of shape `(1, 4)`, can you identify its rank?

3. Which of the following tensors corresponds to the data type `uint32`?

4. Which of the following is true about the matrix multiplication (dot product) compatibility rule?

5. Which of the following is an alternative to matrix multiplication using `tf.matmul`?

6. What does the slice `X[:, 2]` represent for a matrix?

7. Which of the following operations can be used to combine multiple tensors?

8. In a reduction operation, if we don't specify an axis:

9. Which command calculates the mean value of a tensor?

10. A website tracks user activities for `50` users over a month (`30` days). Every day, it logs `10` different metrics (like time spent on site, clicks, purchases, etc.) for each user (`15000` values in total). What tensor shape encapsulates this data?

Introduction to TensorFlow

Quiz: TensorFlow Basics

1. Given a tensor of rank 3, what its shape can look like?

2. For a tensor of shape (1, 4), can you identify its rank?

3. Which of the following tensors corresponds to the data type uint32?