Data Science

Boot camp 2023

Overview

This is a 6-days boot camp organized by College of Sciences. It will introduce the fundamental techniques and tools in deep learning through practical applications. It runs 9AM-5PM from May 8 to May 13 2023.

schedule

Day 1 Morning: Introduction to Data Science and Deep Learning

Instructor: Yuesheng Xu
Materials: Slides

Day 1 Afternoon: Python Programming

Instructor: Faryaneh Poursardar
Materials: Python Review Pandas and Numpy
Data: flight.csv Salaries.csv

Day 2 Morning: Python Programming

Instructor: Faryaneh Poursardar

Day 2 Afternoon: Supervised/Unsupervised Learning from a Python Perspective

Instructor: Jiangwen Sun
Materials: Slides demonstration

Day 3 Morning: Data Manipulation

Instructor: Guohui Song
Materials: Pandas with applications case study

Day 3 Afternoon: Data Visualization

Instructor: Lucia Tabacu
Materials: activities

Day 4 Morning: Recurrent Neural Networks

Instructor: Yi He
Materials: Slides

Day 4 Afternoon: Convolutional Neural Networks

Instructor: Vikas Askok
Materials: Slides

Day 5 Morning: Multi-Layer Perception

Instructor: Jian Wu
Materials: Slides

Day 5 Afternoon: NLP Transformers

Instructor: Vikas Ashok
Materials: Slides

Day 6 Morning: AI Tools such as ChatGPT

Instructor: David Courson
Materials: lecture

Day 6 Discussion of applications of deep learning/AI on students' projects

Instructor: Yaohang Li
Materials: Slides

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