Andrew Ng's Coursera course "Machine Learning", probably fairly well know at this point, is fairly entry level and cover the basic math and theory of machine le

Andrew Ng's Coursera course "Machine Learning", probably fairly well know at this point, is fairly entry level and cover the basic math and theory of machine learning and some deep learning. If that answer your question. Although the content is probably a mix of video and pdf (exercise material) There's also "Grokking Machine Learning" by Serrano, which I haven't read, but seems relevant to your question as well > Discover valuable machine learning techniques you can understand and apply using just high-school math.