Objects & Python GUI

Computing Topics:

Class inheritance

• Working with multiple classes with inherited attributes and methods

Introduction to Python Graphical User Interface (GUI)

• Learn to generate external Python GUI window and its settings
• Understand basic widgets to be added to interact with users

Widget organisations on GUI

• Understand advanced widgets that accepts user inputs
• Mixing widgets together to create interactive GUI windows

Data Analytics and Exploration

Computing Topics:

Introduction to NumPy

• Work with data arrays and manipulation

Python plots

• Data visualization through charts and graphs to observe trends

Data analysis with pandas

• Clean and process data from CSV format data files

Data exploration with seaborn

• Advanced data visualization with multi-variable comparisons

Introduction to Machine Learning

Computing Topics:

Basic machine learning algorithms

• Understand simple prediction and categorizing algorithms

Evaluation metrics

• Learn to assess and evaluate machine learning algorithms for comparisons

Introduction to deep learning

• Understand basic structure of neural networks and their components

Simple neural networks

• Create sequential models for datasets and perform training and testing of data

Deep Learning with Images

Computing Topics:

Convolutional neural network

• Work with special layer types and understanding their effects

Introduction to image recognition

• Understand how images are processed and converted for recognition
• Create sequential models for simple image datasets to test accuracy

Image pre-processing for custom datasets

• Look into pre-processing steps for file organization of custom datasets
• Preparing custom training and testing datasets in directories