Data Science Course taught at San Francisco State University
Instructors: Luis Chumpitaz and Emily Samperio
Packages used:
Numpy
Pandas
Matplotlib
Tensorflow
Keras
Pytorch
Week 1:
Introduction and install packages
Week 2:
Introduction to dataframes
Week 3:
Introduction to plotting
Week 4:
Python Crash Course
Week 5:
Mathematics Crash Course using Numpy
Week 6:
Linear Regression and Gradient Descent
Week 7:
Logistic Regression and Regularization
Week 8:
Introduction to Tensorflow and PyTorch
Week 9:
Neural Networks and Deep Learning
Week 10:
Convolutional Neural Networks
Week 11:
Recurrent Neural Networks
Week 12:
Unsupervised Learning