Python AI Programming Course | Learn Python AI | Udacity
source link: https://www.udacity.com/course/ai-programming-python-nanodegree--nd089
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Courses In This Program
Course 1 • 2 hours
Introduction to AI Programming
Welcome to the AI programming with python Nanodegree Program! Come and explore the beautiful world of AI.
Lesson 1
Welcome to AI Programming with Python
Welcome to the AI Programming with Python Nanodegree program!
Lesson 2
Getting Help
You are starting a challenging but rewarding journey! Take 5 minutes to read how to get help with projects and content.
Lesson 3
Get Help with Your Account
What to do if you have questions about your account or general questions about the program.
Course 2 • 4 weeks
Introduction to Python for AI Programmers
Start coding with Python, drawing upon libraries and automation scripts to solve complex problems quickly.
Lesson 1
Why Python Programming
Welcome to Introduction to Python! Here's an overview of the course.
Lesson 2
Data Types and Operators
Familiarize yourself with the building blocks of Python! Learn about data types and operators, built-in functions, type conversion, whitespace, and style guidelines.
Lesson 3
Data Structures in Python
Use data structures to order and group different data types together! Learn about the types of data structures in Python, along with more useful built-in functions and operators.
Lesson 4
Control Flow
Build logic into your code with control flow tools! Learn about conditional statements, repeating code with loops and useful built-in functions, and list comprehensions.
Lesson 5
Functions
Learn how to use functions to improve and reuse your code! Learn about functions, variable scope, documentation, lambda expressions, iterators, and generators.
Lesson 6
Scripting
Set up your own programming environment to write and run Python scripts locally! Learn good scripting practices, interact with different inputs, and discover awesome tools.
Lesson 7
Introduction to Object-Oriented Programming
Learn the basics of object-oriented programming so that you can build your own Python package.
Lesson 8 • Project
Use a Pre-trained Image Classifier to Identify Dog Breeds
In this project, you will use Python code and a created image classifier to identify dog breeds.
Course 3 • 8 hours
Numpy, Pandas, Matplotlib
Let's focus on library packages for Python, such as : Numpy (which adds support for large data), Pandas (which is used for data manipulation and analysis) And Matplotlib (which is used for data visualization).
Lesson 1
Anaconda
Anaconda is a package and environment manager built specifically for data. Learn how to use Anaconda to improve your data analysis workflow.
Lesson 2
Jupyter Notebooks
Jupyter Notebooks are a great tool for getting started with writing python code. Though in production you often will write code in scripts, notebooks are wonderful for sharing insights and data viz!
Lesson 3
NumPy
Learn the basics of NumPy and how to use it to create and manipulate arrays.
Lesson 4
Pandas
Learn the basics of Pandas Series and DataFrames and how to use them to load and process data.
Lesson 5
Matplotlib and Seaborn Part 1
Learn how to use matplotlib and seaborn to visualize your data. In this lesson, you will learn how to create visualizations to depict the distributions of single variables.
Lesson 6
Matplotlib and Seaborn Part 2
In this lesson, you will use matplotlib and seaborn to create visualizations to depict the relationships between two variables.
Course 4 • 9 hours
Linear Algebra Essentials
Learn the basics of the beautiful world of Linear Algebra and why it is such an important mathematical tool in the world of AI.
Lesson 1
Introduction
Take a sneak peek into the beautiful world of Linear Algebra and learn why it is such an important mathematical tool.
Lesson 2
Vectors
Learn about vectors, the basic building block of Linear Algebra.
Lesson 3
Linear Combination
Learn how to scale and add vectors and how to visualize the process.
Lesson 4
Linear Transformation and Matrices
What is a linear transformation and how is it directly related to matrices? Learn how to apply the math and visualize the concept.
Lesson 5
Vectors Lab
Learn how to graph 2D vectors.
Lesson 6
Linear Combination Lab
Learn how to computationally determine a vector's span and solve a simple system of equations.
Lesson 7
Linear Mapping Lab
Learn how to solve some problems computationally using vectors and matrices.
Lesson 8
Linear Algebra in Neural Networks
Take a peek into the world of Neural Networks and see how it related directly to Linear Algebra!
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