Playground (Basecamp Overshooting)
Explore the concept of gradient descent in machine learning, focusing on how adjusting the learning rate affects optimization. Understand why too large a learning rate can cause overshooting, making the loss increase instead of decrease. This lesson helps you diagnose training issues and refine model training parameters effectively.
We'll cover the following...
We'll cover the following...
Revision
Before we move on, let’s practice with the code for a little while. That’s optional, but it’s a good way to revise these concepts.
Go through all the codes which we have covered in this chapter by launching the below app:
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And now, prepare for a challenge.
Hands on
Let’s talk about the learning rate again. In the final example of this chapter, the learning rate was set to ...