Posts – Learning Learning

Training Resnet50 on Oxford Flowers

machine learning

fastai

computer-vision

I’m applying to an AI fellowship, and this was their first test! I needed to use the resnet50 CNN model and fine tune it to be able to classify the flowers from the Oxford…

Predicting Disaster Tweets with NLP

machine learning

tutorial

fastai

NLP

kaggle

This lesson focused on applying NLP using hugging face’s library. In the book we used the fastai library. I decided to apply what I learned to the kaggle NLP disaster tweets…

Classifying MNIST Digits (part 1)

machine learning

tutorial

fastai

MNIST

As I work through the fastai course, I’m committed to posting something concerning each lesson I complete. This lesson was regarding Stochastic Gradient Descent and the…

Classifying MNIST Digits (part 2)

machine learning

tutorial

fastai

MNIST

In part 1, we created a baseline for MNIST classification without using any ML/DL tools. The best we got was an accuracy of 81.73%; that’s our target to beat with some new…

Training an Emotional Face Classifier

machine learning

tutorial

fastai

computer-vision

Ok I have been trying to get this thing posted for weeks and its finally time now. First step, what am I even doing. Well, broadly the goal is to get a decent understanding…