Data Science (4 credit) CSCI459 Data Science (4 credit) Spring 2025 (10 students) **Undergraduate Class & Lab https://www.claflin.edu/ Claflin University, Orangeburg, South Carolina, United States of America. https://www.claflin.edu/academics-research/schools-departments/school-of-natural-sciences-and-mathematics/department-of-mathematics-computer-science/computer-science

This is the class content for Data Science. The GitHub link is:

https://github.com/spawar2/Data-Science-Spring2025

Data Science:

Machine Leaning: https://youtu.be/Pju8ecWWRAw

Tree Based Models: https://youtu.be/FOtl6qM_nX0

Regression: https://youtu.be/LrSDfwwnbKY

Github: https://github.com/spawar2/Data-Science-Fall2022

Semester class review: https://youtu.be/Pju8ecWWRAw

Data Science (Data wrangling, visualization, Machine Learning QDA, LDA, ROC, Decision Trees, Regularization,Descriptive and inferential statistics, probability distributions (Discrete, Binomial, Poisson, Continuous Uniform, Chi-squared, Student-t, Fisher,)  Exponential, Normal, Chi-Square), variable types, distribution properties, discrete & continuous types, R functions, Analysis of Variance (ANOVA), T-test, correlation, chi-Square, regression Text Analysis Feature Engineering, Classification and Model Evaluation, Regression (linear, multiple, logistic): Basics and Prediction, Evaluation and Interpretation, Clustering, etc.).

https://campuspress.yale.edu/shrikantpawar/files/2024/05/Student-Evaluations-2021-2024-3df60a3eaf357f31.pdf

​https://campuspress.yale.edu/shrikantpawar/files/2024/11/Probability-distributions-functions-1-300x215.png