Welcome to AI Programming with Python

Start using AI techniques and developing skills related to programming, linear algebra, and neural networks.

Why Python Programming

Start coding with Python, drawing upon libraries and automation scripts to solve complex problems quickly.

Data Types and Operators

Control Flow

Functions

Scripting

Lab Classifying Images

In this project, learners will be testing their newly-acquired Python coding skills by using a trained image classifier. They will need to use the trained neural network to classify images of dogs (by breeds) and compare the output with the known dog breed classification. Learners will have a chance to build their own functions, use command line arguments, test the runtime of the code, create a dictionary of lists, and more.

NumPy

Learn how to use all the key tools for working with data in Python: Jupyter Notebooks, NumPy, Anaconda, Pandas, and Matplotlib.

Pandas

Matplotlib and Seaborn Part 1

Learn how to use Matplotlib to choose appropriate plots for one and two variables based on the types of data you have.

Matplotlib and Seaborn Part 2

Introduction

Learn the foundational math needed for AI success—vectors, linear transformations, and matrices—as well as the linear algebra behind neural networks.

Vectors

Linear Combination

Linear Transformation and Matrices

Vectors Lab

Linear Combination Lab

Linear Mapping Lab

Linear Algebra in Neural Networks

Introduction to Neural Networks

Gain a solid foundation in the latest trends in AI: neural networks, deep learning, and PyTorch.

Implementing Gradient Descent

Training Neural Networks

Deep Learning with PyTorch

Create Your Own Image Classifier

How Do I Continue From Here

05.2 Quiz: Conditional Statements

Quiz: Tax Purchase

Depending on where an individual is from we need to tax them appropriately. The states of CA, MN, and NY have taxes of 7.5%, 9.5%, and 8.9% respectively. Use this information to take the amount of a purchase and the corresponding state to assure that they are taxed by the right amount.

# '''
# Depending on where an individual is from we need to tax them 
# appropriately.  The states of CA, MN, and 
# NY have taxes of 7.5%, 9.5%, and 8.9% respectively.
# Use this information to take the amount of a purchase and 
# the corresponding state to assure that they are taxed by the right
# amount.
# '''
state = #Either CA, MN, or NY
purchase_amount = #amount of purchase

if #provide conditional for checking state is CA
    tax_amount = .075
    total_cost = purchase_amount*(1+tax_amount)
    result = "Since you're from {}, your total cost is {}.".format(state, total_cost)

elif #provide conditional for checking state is MN
    tax_amount = .095
    total_cost = purchase_amount*(1+tax_amount)
    result = "Since you're from {}, your total cost is {}.".format(state, total_cost)

elif #provide conditional for checking state is NY
    tax_amount = .089
    total_cost = purchase_amount*(1+tax_amount)
    result = "Since you're from {}, your total cost is {}.".format(state, total_cost)

print(result)

→ Submit your solution