What are some advanced AI coding challenges for experts?

What are some advanced AI coding challenges for experts?

Here are a few advanced AI coding challenges:

1. Implement a neural network from scratch.
2. Create a reinforcement learning agent for a complex game.
3. Develop a natural language processing model for sentiment analysis.

Can you give me more details on the neural network challenge?

Sure! For the neural network challenge, you would need to build a feedforward neural network using only basic programming constructs, without relying on libraries like TensorFlow or PyTorch. You should implement forward propagation, backpropagation, and a training loop.

What kind of datasets should I use for training?

You can use datasets like the MNIST dataset for handwritten digit recognition or the CIFAR-10 dataset for image classification. Both are great for testing your neural network.

Are there any resources to help me with this?

Yes! You can check out online courses on platforms like Coursera or edX, and also refer to books like 'Deep Learning' by Ian Goodfellow.