Applied Machine Learning
Mgr. Marek Grác, Ph.D.
Applied Machine Learning
Mgr. Marek Grác, Ph.D.
Applied Machine Learning
Info
Course
Term
Spring 2023
Intro
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Chapter contains:
1
PDF
1
Study text
Teacher recommends to study from 13/2/2023 to 19/2/2023.
Hypothesis testing
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Chapter contains:
1
Study text
1
Web
Teacher recommends to study from 16/2/2023 to 22/2/2023.
Linear Regression
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Chapter contains:
1
Study text
1
Web
Teacher recommends to study from 23/2/2023 to 2/3/2023.
Data Annotation
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Chapter contains:
2
Web
Teacher recommends to study from 2/3/2023 to 9/3/2023.
Decision Trees
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Chapter contains:
5
Web
Teacher recommends to study from 2/3/2023 to 9/3/2023.


Starting with neural networks
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Chapter contains:
1
Study text
5
Web
Teacher recommends to study from 10/3/2023 to 16/3/2023.
Convolutionional Neural Network
Open
Chapter contains:
2
Other files
1
Study text
3
Web
Teacher recommends to study from 17/3/2023 to 23/3/2023.
Recurrent Neural Networks
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Chapter contains:
1
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2
Web
Teacher recommends to study from 24/3/2023 to 30/3/2023.
Unsupervised Machine Learning: Clustering and Autoencoders
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Chapter contains:
2
Other files
1
Study text
4
Web
Teacher recommends to study from 31/3/2023 to 6/4/2023.
Transformers and Attention
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Chapter contains:
1
PDF
1
Study text
3
Web
Teacher recommends to study from 7/4/2023 to 13/4/2023.
Stable Diffusion
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Chapter contains:
1
Study text
2
Web
Teacher recommends to study from 14/4/2023 to 20/4/2023.
Explainable AI and Ethics
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Chapter contains:
1
PDF
5
Web
Teacher recommends to study from 21/4/2023 to 27/4/2023.
Large Language Models
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Chapter contains:
5
Web
Teacher recommends to study from 28/4/2023 to 4/5/2023.
Reinforcement Learning
Open
Chapter contains:
4
Web
Teacher recommends to study from 8/5/2023 to 14/5/2023.














Project requirements + Course evaluation
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Chapter contains:
1
Study text
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