Enroll Course: https://www.coursera.org/learn/ai-deep-learning-capstone
Are you looking to solidify your deep learning skills and tackle a real-world challenge? The ‘AI Capstone Project with Deep Learning’ on Coursera is an excellent opportunity to do just that. This capstone project is designed to take your theoretical knowledge and transform it into practical application, allowing you to build, validate, and present a functional deep learning model.
The course kicks off with Module 1, introducing you to the core problem you’ll be solving. You’ll dive into loading image datasets, learning essential techniques for image manipulation, and visualization. This foundational module ensures you’re comfortable with the data you’ll be working with.
Module 2 focuses on the crucial step of data processing. Here, you’ll learn how to prepare your image data effectively, making it ready for building a classifier using pre-trained models. This is where you start bridging the gap between raw data and a trainable model.
In Module 3, the practical implementation begins. Whether you prefer PyTorch or Keras, you’ll learn to build your first classifiers. In PyTorch, you’ll construct a linear classifier, while the Keras track guides you through building an image classifier using the powerful ResNet50 pre-trained model. This hands-on experience is invaluable for understanding model architecture and training.
Module 4 elevates the challenge with peer review assessments. In PyTorch, you’ll build an image classifier using the ResNet18 pre-trained model. For Keras users, the task involves building an image classifier with VGG16 and critically comparing its performance against the ResNet50 model from the previous module. This comparative analysis is key to understanding model efficiency and selection.
Throughout this capstone, you’ll not only apply your deep learning expertise but also develop critical skills in data handling, model building, validation, and professional presentation. By the end, you’ll have a tangible project to showcase your proficiency in deep learning. I highly recommend this course for anyone looking to gain practical, hands-on experience in applying deep learning to solve complex problems.
Enroll Course: https://www.coursera.org/learn/ai-deep-learning-capstone