Book

• Statistical Rethinking
• The Elements of Statistical Learning
• An Introduction to Statistical Learning
• Applied Predictive Modeling
• R for Marketing Research and Analytics
• Introduction to Data Science (WIP)

Additional Course Materials

• Perceptron notebook
• Adaline notebook
• MINST with one hidden layer step by step
• Optimization Methods Summary
• Data preprocessing notebook
• Data wrangling notebook
• Deep Learning Using R, François Chollet with J. J. Allaire, ISBN 9781617295546 (2018)
• Python Machine Learning by Sebastian Raschka, ISBN-13: 978-1787125933 (2018)
• https://keras.rstudio.com/
• http://spark.rstudio.com/
• https://databricks.com/spark/about
• https://github.com/onnx/onnx