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Train a Hotdog Image Recognition Model with Python | IBM

We all know that machines can do a lot these days, including recognizing whether or not an image has a certain object in it. But did you know that you, too, can train a model to do just that? In this guided project, you’ll learn how to train a model in Python with PyTorch, a machine learning library, to detect if a picture has a hotdog in it. This process can be repeated with any object, whether it is a bird, a plane or even Superman!

Have you ever wanted to create an image detector that would tell you whether or not a picture is of a certain object? Look no further because we have you covered!

In this project, we will be utilising  simple learning rules to “teach” a neural network how to recognize hotdogs an image and solve the big question: hotdog or not hotdog?

Let’s find out!

A Look At the Project Ahead

Once you have completed, this project, you’ll be able to:
  • Create Python functions with libraries to preview, load and train your model to recognize hotdogs with PyTorch
  • Transform a dataset of images to prepare it for training
  • Train a state of the art image classifier by using transfer learning: training a model to solve one problem and applying that training to a related problem

What You’ll Need

Before starting this lab, it’ll be helpful to be familiar with the following:
  • Basic Python knowledge
  • Basic knowledge about image classification and neural networks, provided in optional readings
If you’re interested in learning more about image classification and neural networks you can take a look at the following courses: Computer Vision and Image Processing Fundamentals course on Coursera or edX.

How to Enroll: 


Enroll Now

  1. Choose your desired certificate program on the IBM website.
  2. Create an Amazon if you don’t have one.
  3. Select specific courses within your chosen program.
  4. Enroll in courses, and pay if necessary.
  5. Access course materials and complete requirements.
  6. Prepare for and take certification exams if required.
  7. Earn your certificate upon successful completion.
  8. Be aware of maintenance or renewal requirements, if applicable.

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