{"id":383,"date":"2024-09-05T23:50:58","date_gmt":"2024-09-05T23:50:58","guid":{"rendered":"https:\/\/www.keithdillon.com\/?page_id=383"},"modified":"2024-12-10T20:43:56","modified_gmt":"2024-12-10T20:43:56","slug":"data-science-and-machine-learning-i","status":"publish","type":"page","link":"https:\/\/www.keithdillon.com\/index.php\/data-science-and-machine-learning-i\/","title":{"rendered":"Data Science and Machine Learning I – Fall 2024"},"content":{"rendered":"

Overview<\/h3>\n

This is a first course in applying theory and programming skills to data. We will introduce the major tools and build towards a understanding of the workings of modern state of the art methods. Course will include test processing and an introduction to natural language processing.<\/p>\n

Prerequisites: programing skills (course will be using Python) and linear algebra (primarily comfort with vectors and matrices).
\nSee \"\"the following for a review: Python and math bootcamp<\/a><\/p>\n

Class slides:<\/h3>\n

1. Introduction<\/a><\/p>\n

2. Text and Sequences<\/a><\/p>\n

3. Introduction to Natural Language Processing<\/a><\/p>\n

4. Math with Python<\/a><\/p>\n

5. Classic Linear Algebra Software<\/a><\/p>\n

6. Norms and Distances<\/a><\/p>\n

7. Graphs and Networks<\/a><\/p>\n

8. Embeddings<\/a><\/p>\n

9. Language Modeling<\/a><\/p>\n

10. Regression<\/a><\/p>\n

Exercise 1<\/a>\u00a0– solutions<\/a><\/p>\n

Quiz 1 solutions<\/a><\/p>\n

Exercise 2<\/a> – solutions<\/a><\/p>\n

Exercise 3<\/a>\u00a0– solutions<\/a><\/p>\n

Practice questions for midterm<\/a> – solutions<\/a><\/p>\n

Exercise 4<\/a> – solutions<\/a><\/p>\n

Exercise 5<\/a>\u00a0– solutions<\/a><\/p>\n

 <\/p>\n

 <\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

Overview This is a first course in applying theory and programming skills to data. We will introduce the major tools and build towards a understanding of the workings of modern state of the art methods. Course will include test processing<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/383"}],"collection":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/comments?post=383"}],"version-history":[{"count":26,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/383\/revisions"}],"predecessor-version":[{"id":427,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/383\/revisions\/427"}],"wp:attachment":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/media?parent=383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}