neural networks - Evan Marie Carr

👩🏻 Regression with Images

Recently, I have been spent a lot of time on the Fast.ai Practical Deep Learning for Coders course, and at the same time I have been delving more deeply into the inner structures and workings of neural networks with Jovian's Deep Learning: Zero to GANs. Experiencing both of these

resnet

Visual / Code Map of Resnet

I put this image together tonight as I was trying to internalize all the things that go on in a Resnet model. I am the kind of person who has to feel like I know something intimately to feel like I KNOW it at all. So this code and I

neural networks

🐩 Teaching a Model 37 Dog and Cat Breeds

I find it hard not to be intimidated when a neural network model can differentiate between dog and cat breeds that I honestly just cannot. But instead, I just get really excited about the possibilities and potential and am just grateful for all the work that so many amazing humans

neural networks

🐸 CIFAR10 with Fast.ai

I had a project where I was meant to get the highest accuracy possible on this set with PyTorch, no convolution, no pooling, not even a learning rate scheduler, just linear neural networks. Ask me how frustrating that was! The highest I could get was 52%, after HOURS and HOURS

fast.ai

👗 Fashion MNIST vs. Fast.ai

First of all, I really like working with this dataset, but it is not without its issues. For example, I, being a human of high intelligence and mental capacity, look at some of the shirts vs t-shirts vs pullovers vs coats vs dresses, and there are MANY of them that

neural networks

🔥 Hot or Not? Beauty in the Eye of the Mainstream

I know it sounds a bit callous, but hear me out. After I made my first three little web apps using fast.ai neural network methods, for classifying cats vs dogs, 3 different types of bears, and 3 human emotions/facial expressions, I watched my children spend literally HOURS playing

deep learning

🐻 Deep Learning Image Recognition: 3 Projects in One

I have been working tirelessly on perfecting my skill at image classification, thanks to my new fascination with fast.ai and the work of Jeremy Howard and his team. Today, I made three...almost four...web apps. I got to know HuggingFace.com quite well, and I honestly have had