Statistics Prerequisite

2022 Fall
#25738
DATA C131A 001 - LEC 001 offered through Data Science Undergraduate Studies

Statistical Methods for Data Science

Shobhana Murali Stoyanov
Aug 24, 2022 - Dec 09, 2022
Tu, Th
11:00 am - 12:29 pm
Social Sciences Building 20

Instruction Mode: In-Person Instruction

No Open Seats
DATA C131A - LEC 001 Statistical Methods for Data Science more detail
This course teaches a broad range of statistical methods that are used to solve data problems. Topics include group comparisons and ANOVA, standard parametric statistical models, multivariate data visualization, multiple linear regression, logistic regression and classification, regression trees and random forests. An important focus of the course is on statistical computing and reproducible statistical analysis. The course and lab include hands-on experience in analyzing real world data from the social, life, and physical sciences. The R statistical language is used.
2022 Fall
#24956

Foundations of Data Science

Swupnil K Sahai, John DeNero
Aug 24, 2022 - Dec 09, 2022
Mo, We, Fr
02:00 pm - 02:59 pm

Instruction Mode: In-Person Instruction

No Open Seats
COMPSCI C8 - LEC 001 Foundations of Data Science more detail
Foundations of data science from three perspectives: inferential thinking, computational thinking, and real-world relevance. Given data arising from some real-world phenomenon, how does one analyze that data so as to understand that phenomenon? The course teaches critical concepts and skills in computer programming and statistical inference, in conjunction with hands-on analysis of real-world datasets, including economic data, document collections, geographical data, and social networks. It delves into social and legal issues surrounding data analysis, including issues of privacy and data ownership.
Spring 2022
#33334

Introduction to Probability and Statistics

Lulude Sun
Jan 18, 2022 - May 06, 2022
Tu, Th
11:00 am - 11:59 am

Instruction Mode: In-Person Instruction

Open Seats

6 Unreserved Seats

STAT 20 - LAB 305 Introduction to Probability and Statistics more detail
For students with mathematical background who wish to acquire basic concepts. Relative frequencies, discrete probability, random variables, expectation. Testing hypotheses. Estimation. Illustrations from various fields.
2022 Summer Session C 8 weeks, June 21 - August 12
#13659

Concepts of Probability

Nicholas M Liskij
Jun 21, 2022 - Aug 12, 2022
Mo, Tu, We, Th
03:00 pm - 03:59 pm

Instruction Mode: In-Person Instruction

No Open Seats
STAT 134 - DIS 103 Concepts of Probability more detail
An introduction to probability, emphasizing concepts and applications. Conditional expectation, independence, laws of large numbers. Discrete and continuous random variables. Central limit theorem. Selected topics such as the Poisson process, Markov chains, characteristic functions.
2022 Summer Session C 8 weeks, June 21 - August 12
#13927

Foundations of Data Science

Instruction Mode: In-Person Instruction

No Open Seats
STAT C8 - LAB 999L Foundations of Data Science more detail
Foundations of data science from three perspectives: inferential thinking, computational thinking, and real-world relevance. Given data arising from some real-world phenomenon, how does one analyze that data so as to understand that phenomenon? The course teaches critical concepts and skills in computer programming and statistical inference, in conjunction with hands-on analysis of real-world datasets, including economic data, document collections, geographical data, and social networks. It delves into social and legal issues surrounding data analysis, including issues of privacy and data ownership.
2022 Summer Session C 8 weeks, June 21 - August 12
#13926

Foundations of Data Science

Jun 21, 2022 - Aug 12, 2022
Mo, We
05:00 pm - 06:59 pm
Social Sciences Building 122

Instruction Mode: In-Person Instruction

No Open Seats
STAT C8 - LAB 117 Foundations of Data Science more detail
Foundations of data science from three perspectives: inferential thinking, computational thinking, and real-world relevance. Given data arising from some real-world phenomenon, how does one analyze that data so as to understand that phenomenon? The course teaches critical concepts and skills in computer programming and statistical inference, in conjunction with hands-on analysis of real-world datasets, including economic data, document collections, geographical data, and social networks. It delves into social and legal issues surrounding data analysis, including issues of privacy and data ownership.
2022 Summer Session C 8 weeks, June 21 - August 12
#13925

Foundations of Data Science

Jun 21, 2022 - Aug 12, 2022
Mo, We
05:00 pm - 06:59 pm
Social Sciences Building 118

Instruction Mode: In-Person Instruction

No Open Seats
STAT C8 - LAB 116 Foundations of Data Science more detail
Foundations of data science from three perspectives: inferential thinking, computational thinking, and real-world relevance. Given data arising from some real-world phenomenon, how does one analyze that data so as to understand that phenomenon? The course teaches critical concepts and skills in computer programming and statistical inference, in conjunction with hands-on analysis of real-world datasets, including economic data, document collections, geographical data, and social networks. It delves into social and legal issues surrounding data analysis, including issues of privacy and data ownership.
2022 Summer Session C 8 weeks, June 21 - August 12
#13846

Foundations of Data Science

Jun 21, 2022 - Aug 12, 2022
Mo, We
05:00 pm - 06:59 pm
Internet/Online

Instruction Mode: In-Person Instruction

Time Conflict Enrollment Allowed

No Open Seats
STAT C8 - LAB 115 Foundations of Data Science more detail
Foundations of data science from three perspectives: inferential thinking, computational thinking, and real-world relevance. Given data arising from some real-world phenomenon, how does one analyze that data so as to understand that phenomenon? The course teaches critical concepts and skills in computer programming and statistical inference, in conjunction with hands-on analysis of real-world datasets, including economic data, document collections, geographical data, and social networks. It delves into social and legal issues surrounding data analysis, including issues of privacy and data ownership.
2022 Summer Session C 8 weeks, June 21 - August 12
#13845

Foundations of Data Science

Jun 21, 2022 - Aug 12, 2022
Mo, We
05:00 pm - 06:59 pm

Instruction Mode: In-Person Instruction

Time Conflict Enrollment Allowed

No Open Seats
STAT C8 - LAB 114 Foundations of Data Science more detail
Foundations of data science from three perspectives: inferential thinking, computational thinking, and real-world relevance. Given data arising from some real-world phenomenon, how does one analyze that data so as to understand that phenomenon? The course teaches critical concepts and skills in computer programming and statistical inference, in conjunction with hands-on analysis of real-world datasets, including economic data, document collections, geographical data, and social networks. It delves into social and legal issues surrounding data analysis, including issues of privacy and data ownership.
2022 Summer Session C 8 weeks, June 21 - August 12
#13844

Foundations of Data Science

Jun 21, 2022 - Aug 12, 2022
Mo, We
03:00 pm - 04:59 pm
Internet/Online

Instruction Mode: In-Person Instruction

Time Conflict Enrollment Allowed

No Open Seats
STAT C8 - LAB 113 Foundations of Data Science more detail
Foundations of data science from three perspectives: inferential thinking, computational thinking, and real-world relevance. Given data arising from some real-world phenomenon, how does one analyze that data so as to understand that phenomenon? The course teaches critical concepts and skills in computer programming and statistical inference, in conjunction with hands-on analysis of real-world datasets, including economic data, document collections, geographical data, and social networks. It delves into social and legal issues surrounding data analysis, including issues of privacy and data ownership.