Introduction to machine learning and artificial neural networks
Автор: Kamila Zdybał
Загружено: 2024-04-19
Просмотров: 766
Learn the basics of machine learning and artificial neural networks (with Python examples)! 🤖 🐍
Guest lecture at the Chemical Engineering Department at the University of Utah.
You can access the Jupyter notebook that we use in this class below:
https://github.com/kamilazdybal/teach...
0:00 Intro
0:59 ML in one sentence
5:18 Intro to ANNs
9:27 Let's look at a single neuron
13:52 Activation functions
15:53 The goal of "training"
17:18 Simple exercise for you!
24:30 Generalizing the math to all neurons from a layer
27:46 Coding exercise 1 -- simple regression
38:00 Another simple exercise for you!
40:29 Coding exercise 1 -- simple regression
48:50 Understanding model.predict
50:59 Solving an optimization problem to obtain weights and biases
53:00 Loss functions
53:57 What is the optimizer doing?
58:15 Coding exercise 2 -- predicting leaf growth
1:08:22 Things to watch out for
1:11:56 Q&A
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