-
Notifications
You must be signed in to change notification settings - Fork 65
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
added workshops, working on readme in progress
- Loading branch information
Showing
14 changed files
with
2,165 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,44 @@ | ||
### Description | ||
In the following repo I am storing **exercises and presentations I have prepared in order to teach Machine Learning and Deep Learning to others** on various occasions. | ||
|
||
As preparation of this content took months **I would like show it to people personally** rather than just distribute it. All materials have been already used in real workshop sessions led by me. | ||
|
||
I have provided small showcases of what content can be found inside. | ||
|
||
### Content | ||
|
||
#### [PL] Intro to Deep Learning on Images ([repo]()) | ||
**Required time**: (~6 hours needed) | ||
|
||
1. Exercise 1 | ||
- Presentation - Deep Learning in a nutshell | ||
- MNIST Part 1 - Data Preprocessing | ||
- Presentation - Introduction to Keras | ||
- MNIST Part 2 - Building first Neural Network | ||
2. Exercise 2 | ||
- FashionMNIST Part 1 - Introduction to Dropout | ||
- Presentation - Convolutional Neural Networks | ||
- FashionMNIST Part 2 - Improving MLP result with CNN | ||
3. Exercise 3 | ||
- CIFAR10 - Testing what you have learned, trying to get above 65% accuracy | ||
- Showcase - Using VGG19 architecture to go above 85% accuracy | ||
4. Bonus | ||
- Transfer Learning in Keras with Resnet50 | ||
- EMNIST - Additional exercise | ||
- Showcase - Weight Initializers | ||
- Showcase - Batch Normalization | ||
|
||
|
||
#### [PL] Intro to Machine Learning and Deep Learning ([repo]()) | ||
**Required time**: (~16 hours needed) | ||
|
||
Machine Learning part: | ||
|
||
Deep Learning part: | ||
|
||
#### [PL] Intro to NLP - Bag of Words ([repo]()) | ||
**Required time**: (up to 2 hours) | ||
|
||
1. Presentation - basic theory behind Random Forest Classifier and Bag of Words | ||
2. Exercise - End-to-End building of Programming Language Classifier: loading data, analyzing data, cleaning data, building baseline classifier, optimizing hyperparameters and using model for prediction | ||
3. Homework - Spam&Ham classifier with bag of words written from scratch in raw Python |
Binary file added
BIN
+8.48 MB
...PL] Intro to Deep Learning on Images/Showcase/Lecture 1 - Deep Learning in a nutshell.pdf
Binary file not shown.
1 change: 1 addition & 0 deletions
1
...ro to Deep Learning on Images/Showcase/MNIST Part 1 - Data Preprocessing - Exercise.ipynb
Large diffs are not rendered by default.
Oops, something went wrong.
1 change: 1 addition & 0 deletions
1
...ro to Deep Learning on Images/Showcase/MNIST Part 1 - Data Preprocessing - Solution.ipynb
Large diffs are not rendered by default.
Oops, something went wrong.
1 change: 1 addition & 0 deletions
1
...Intro to Deep Learning on Images/Showcase/MNIST Part 2 - Building Models - Exercise.ipynb
Large diffs are not rendered by default.
Oops, something went wrong.
1 change: 1 addition & 0 deletions
1
...Intro to Deep Learning on Images/Showcase/MNIST Part 2 - Building Models - Solution.ipynb
Large diffs are not rendered by default.
Oops, something went wrong.
Binary file not shown.
1 change: 1 addition & 0 deletions
1
...shops/[PL] Intro to Machine Learning and Deep Learning/Showcase/1_Inicializacja Wag.ipynb
Large diffs are not rendered by default.
Oops, something went wrong.
1 change: 1 addition & 0 deletions
1
...ntro to Machine Learning and Deep Learning/Showcase/1_RegresjaLiniowa - Rozwiązanie.ipynb
Large diffs are not rendered by default.
Oops, something went wrong.
Binary file added
BIN
+5.5 MB
Workshops/[PL] Intro to Machine Learning and Deep Learning/Showcase/1_Wprowadzenie.pdf
Binary file not shown.
1 change: 1 addition & 0 deletions
1
...ng and Deep Learning/Showcase/Bonus_Regularyzacja i nie tylko - Batch Normalization.ipynb
Large diffs are not rendered by default.
Oops, something went wrong.
Binary file added
BIN
+72.1 MB
Workshops/[PL] Intro to Machine Learning and Deep Learning/content.zip
Binary file not shown.
Oops, something went wrong.