AI Programming with Python

Introduction to AI Programming

Welcome to the AI programming with python Nanodegree Program! Come and explore the beautiful world of AI.

Introduction to Python for AI Programmers Explore Python fundamentals tailored for AI beginners. Master data types, control flow, functions, and scripting through hands-on projects, gaining essential skills to lay the groundwork for AI coding success. 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).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. Calculus Essentials This course covers foundational topics in Calculus. You will learn the foundations of calculus and understand how to train a neural network: plotting, derivatives, the chain rule, and more. You will also see how these mathematical skills visually come to life with a neural network example. Neural Networks – AI Programming with Python This course on neural networks explains how algorithms inspired by the human brain operate and puts to use those concepts when designing neural networks to solve particular problems. Programming Transformer Neural Networks with PyTorch This course will guide you through the essential concepts of Transformer Neural Networks and their implementation using PyTorch. Starting with an introduction to Transformers, you will learn to build and train Transformer models from scratch. Additionally, you will explore the advantages of using pre-trained Transformer models and how to leverage them effectively in your projects. By the end of this course, you will have a solid foundation in programming Transformer Neural Networks with PyTorch. Create Your Own Image Classifier In the second and final project for this course, you’ll build a state-of-the-art image classification application. Next Steps! Congratulations!!!!! You finished your first nanodegree in the School of AI! What are the next steps? Git and GitHub Programmers use version control software to manage changes to software projects large and small. In these lessons you will learn to keep track of changes to your code using the Git version control software, and collaborate with other programmers using GitHub. Intro to Machine Learning Learning Rate Still curious about the learning rate, how sensitive it is and what role it plays in the accuracy of the training process?