Bioinformatics and Data Science
Summer Workshops 2024

Two courses that can be attended in-person at the University of South Carolina in Columbia, SC or virtual (synchronous). Courses are free for all affiliate members of SC INBRE.

Workshop at capacity. Registration now closed. Email scinbre@gmail.com to be added to the waiting list.


Workshop Materials

Contact

Dr. Homay Valafar
Bioinformatics
Core Director

Email

Agendas

Machine Learning
in Python

M, June 3

10 to 11 am
Intro to Cloud Computing

11 am to 12 pm
Basic Python

2 to 3 pm
Office Hour

T, June 4

10 to 11 am
Control statements

11 am to 12 pm
Iterators and arrays

2 to 3 pm
Office Hour

W, June 5

10 to 11 am
Numerical Data with NumPy

11 am to 12 pm
Examples

2 to 3 pm
Office Hour

Th, June 6

10 to 11 am
Data Frames with Pandas

11 am to 12 pm
Examples

2 to 3 pm
Office Hour

F, June 7

10 to 11 am
Visualization with MatPlotLib

11 am to 12 pm
Examples

2 to 3 pm
Office Hour

M, June 10

10 to 11 am
Random Number Generators

11 am to 12 pm
Multivariate random numbers

2 to 3 pm
Office Hour

T, June 11

10 to 11 am
K-Means

11 am to 12 pm
KNN

2 to 3 pm
Office Hour

W, June 12

10 to 11 am
Decision Tree

11 am to 12 pm
Random Forest

2 to 3 pm
Office Hour

Th, June 13

10 to 12 pm
Artificial Neural Networks

2 to 3 pm
Office Hour

F, June 14

10 to 12 pm
Artificial Neural Networks

2 to 3 pm
Office Hour

Data Analytics
in R

M, July 8

10 to 11 am
Introduction to R, R Studio & web APIs for R

11 am to 12 pm
Basic R

2 to 3 pm
Office Hour

T, July 9

10 to 11 am
Data structure

11 am to 12 pm
Control statements

2 to 3 pm
Office Hour

W, July 10

10 to 11 am
Functions in R

11 am to 12 pm
Examples

2 to 3 pm
Office Hour

Th, July 11

10 to 11 am
Data Wrangling

11 am to 12 pm
Examples

2 to 3 pm
Office Hour

F, July 12

10 to 11 am
Data Visualization

11 am to 12 pm
Examples

2 to 3 pm
Office Hour

M, July 15

10 to 11 am
K-Means

11 am to 12 pm
KNN

2 to 3 pm
Office Hour

T, July 16

10 to 11 am
Supervised Learning in R

11 am to 12 pm
Regression/Decision Tree

2 to 3 pm
Office Hour

W, July 17

10 to 11 am
RandomForest

11 am to 12 pm
Tuning parameters or hyperparameters of the model

2 to 3 pm
Office Hour

Th, July 18

10 to 11 am
Dimension Reduction/PCA

11 am to 12 pm
Clustering by R

2 to 3 pm
Office Hour

F, July 19

10 to 11 am
Nonparametric statistics

11 am to 12 pm
Artificial Neural Networks in R

2 to 3 pm
Office Hour

Page updated June 3, 2024