What are some advanced machine learning project ideas I can work on?
Here are a few ideas: 1) Building a recommendation system, 2) Developing a chatbot using NLP, 3) Creating a generative adversarial network (GAN) for image synthesis.
Can you elaborate on the GAN project?
Sure! A GAN consists of two neural networks, a generator and a discriminator, that work against each other to create realistic images. You can train it on a dataset of your choice.
What dataset should I use for training the GAN?
You can use datasets like CIFAR-10 for general images or CelebA for celebrity faces. It depends on the type of images you want to generate.
What tools or frameworks should I use for this project?
Popular frameworks include TensorFlow and PyTorch. They both have extensive libraries and community support for building GANs.
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