Introduction to Deep learning: Skooldio

This is a repository for the Skooldio's Introduction to Deep Learning course. It includes the notebooks for the course as follows:

• Introduction to Pytorch
• Introduction to Deep Learning for Thai Handwriting Recognition (Part 1: Overview)
• Introduction to Deep Learning for Thai Handwriting Recognition (Part 2: More layers, Dropout, Augmentation)
• Introduction to Deep Learning for Second-Hand Car Price Prediction

How to use

You can open each notebook and click the Google Colab badge to open the notebook on Google Colaboratory.

• 01_tensor_operations.ipynb - Introduction to Pytorch
• 02_handwritten_recognition.ipynb - Dense neural network to classify Thai handwritten numbers
• 03_handwritten_recognition_explore.ipynb - Experiments with more layers, dropout, and augmentation
• student_notebooks - Notebooks for the students to fill in

Datasets

• thai-handwritten-dataset is a collection of Thai handwritten numbers for Handwriting Recognition task from kittinan/thai-handwriting-number
• rodkaidee-dataset is a second-hard car price dataset from Kaidee website in CSV format

Articles

You can checkout articles folder which contains articles about introduction, classification, and handwritten recognition.