Re: Getting Started with Deep Science
Great start is a Stanford course by Fei-Fei Li, et. al.: "Convolutional Neural Networks for Visual recognition"
Very rich materials including syllabus and video lectures are posted for free online.
Of course you need to have basics of Python to start coding.