Some of my machine learning projects!~
Switch branches/tags
Nothing to show
Clone or download
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Permalink
Failed to load latest commit information.
Convolutional Neural Network
Linear Models
Recurrent Neural Networks
README.md

README.md

Machine-Learning

Some of my machine learning projects!~

These are some of the machine learning projects that I did for a machine learning module in my university. The project started of easily by classifying images which contains a person making an Italian hand sign to gradually predicting the hand signs in a video.

The datasets could be found in Chalearn: http://chalearnlap.cvc.uab.es/dataset/13/description/

The assignments were submitted in Kaggle competing with my fellow classmates.

The first assignment restricted us to use only Linear models. Thus, I played around with logistic regression, SVM and random forests and feature extracting techniques for images like HOG and SIFT. The one that yielded me the best accuracy results were a combination of random forests and dense SIFT techniques.

The second assignments requiured us to use neural networks specifically CNN since we are talking about images here. I used tensorflow here where as in my first assignment I used sci-kit environment.

In the third and final assignment, we were given a video as a dataset instead of image and we were tasked to use RNN for classification. I used a two layer LSTM stacked upon CNN together with data normalization and augmentation to perfom the classification.

Overall, this is a very interesting project and I learned a lot and hope to explore more new algorithms and techniques in the field of machine learning!~