There are various dog breeds, and most of them are similar to each other. As a beginner, you can build a Dog's breed identification model to identify the dog's breed. For this project, you can use the dog breeds dataset to classify various dog breeds from an image. I also found this complete tutorial for Dog Breed Classification using Deep Learning by Kirill Panarin. This is also a good deep learning project for beginners. In this project, you have to build a deep learning model that detects the human faces from the image.

Deep Learning has successfully created hype among students and researchers. Most of the research fields require a lot of funding and well-equipped labs. However, you will only need a computer to work with DL at the initial levels. You don't even have to worry about the computation power of your computer. Many cloud platforms are available where you can run your model.