Machine learning course at Tel-Aviv University, autumn 2016
Machine learning algorithms implementation using Python, addressing MNIST dataset (predict handwritten digits):
Exercises:
- Ex1: kNN
- Ex2: SVM (using SGD), perceptron
- Ex3: Multiclass SVM, Kernels
- Ex4: AdaBoost, PCA
MNIST dataset can be downloaded using this link or by using sklearn command:
from sklearn.datasets.mldata import fetch_mldata
mnist = fetch_mldata('MNIST original')