Deep learning course:
- (11/10/2022)DG 3 ore: Deep Learning introduction - Concept Intro DL
- (13/10/2022)DG 3 ore: Colab - review Python+ML concept and libraries Disillusioni DL Train Test Overfitting DL Bias-Variance DL Bible ML-DL
- (17/10/2022)DG 3 ore: Deep Learning Keras - Terminologia -concetti ed intro a Keras per regression
- (18/10/2022)MR 3 ore: Deep Learning with Python (Class, Function, Numpy array, Tensor, List)
Extra:
Excercise Covid (Pandas)
Extra: Excercise Covid (Plolty-Pandas)
Book Machine learning - Deep learning
- (20/10/2022)DG 3 ore: Classification with NN (Keras) PDF
- (25/10/2022) DG 3 ore: Classification + Intro CNN
- (26/10/2022) MR 2 ore: Pytorch Intro
Therory Sine Approximation example
Extra: Exercise regression + Pipeline Deep Learning
Example Feedforward Step
- (27/10/2022) MR 2 ore: Training Pytorch
- 29/10/2022)MR 2 ore:
Understand Images, Convolution, DataLoader
Extra: Approfondimento in dettaglio
- (03/11/2022) DG 3 ore: Image Classification Keras from Scratch
- (07/11/2022) DG 3 ore: TL with Keras Flowers
TL with Keras Tomatoes
Haar Cascade Colab
Grad Cam Example
[Tkinter_app ZIP]https://frenzy86.s3.eu-west-2.amazonaws.com/python/data/tkinter_app.zip
- (08/11/2022) MR 3 ore: Convolutional Neural Network Covid-19 Mask Classifier
Convolutional Neural Network Covid-19 Mask Classifier Class Example
- (11/11/2022)DG 3 ore: Intro regular Expression
Regular_Expression_PDF
- (14/11/2022)DG 3 ore: NLP concepts: Spacy examples
- (15/11/2022)MR 3 ore: Transfer Learning Applied to Classification
Transfer Learning Notes
convnext_base transfer learning
- (16/11/2022)DG 3 ore: NLP-part1 NLP-part2 Gensim Topic Modelling
IMDB with RNN-LSTM model
- (17/11/2022)DG 3 ore: RNN_LSTM TRANSFORMERS_P1TRANSFORMERS_P2
- (21/11/2022)DG 3 ore: Deep Learning Cheatsheet Cheatsheet TS intro