2024 Spring DATA C100 001 LEC 001

Spring 2024

DATA C100 001 - LEC 001

Formerly Statistics C100/Computer Science C100

Principles & Techniques of Data Science

Joseph E. Gonzalez, Narges Norouzi

Jan 16, 2024 - May 03, 2024
Tu, Th
11:00 am - 12:29 pm
Class #:20862
Units: 4

Instruction Mode: In-Person Instruction

Offered through Data Science Undergraduate Studies

Current Enrollment

Total Open Seats: -32
Enrolled: 1132
Waitlisted: 0
Capacity: 1100
Waitlist Max: 0
No Reserved Seats
Also offered as: STAT C100

Hours & Workload

3 hours of instructor presentation of course materials per week, 7 hours of outside work hours per week, 1 hours of instructional experiences requiring special laboratory equipment and facilities per week, and 1 hours of the exchange of opinions or questions on course material per week.

Final Exam

THU, MAY 9TH
08:00 am - 11:00 am
Wheeler 150
Pimentel 1
Physics Building 1
Morgan 101
Mulford 159
Anthro/Art Practice Bldg 160
Cory 247
Latimer 120
Evans 60
Lewis 9
Wheeler 102
Social Sciences Building 140
Stanley 177
Mulford 240
Moffitt Library 102

Other classes by Joseph E. Gonzalez

Other classes by Narges Norouzi

Course Catalog Description

In this course, students will explore the data science lifecycle, including question formulation, data collection and cleaning, exploratory data analysis and visualization, statistical inference and prediction​, and decision-making.​ This class will focus on quantitative critical thinking​ and key principles and techniques needed to carry out this cycle. These include languages for transforming, querying and analyzing data; algorithms for machine learning methods including regression, classification and clustering; principles behind creating informative data visualizations; statistical concepts of measurement error and prediction; and techniques for scalable data processing.

Class Notes

Enrollment in Data C100 is closed. No new requests to add will be considered.

*Pre/co-requisites for this course are ENFORCED.

*Time conflicts and exam conflicts are not allowed.

*Out-of-class midterm exam tentatively set for the evening of March 6, 2024
.. show more
Enrollment in Data C100 is closed. No new requests to add will be considered.

*Pre/co-requisites for this course are ENFORCED.

*Time conflicts and exam conflicts are not allowed.

*Out-of-class midterm exam tentatively set for the evening of March 6, 2024

*If you completed an approved alternate UC Berkeley prerequisite course or an approved transfer course, please submit a request to clear requisites. See our Enrollment FAQ for details: https://docs.google.com/document/d/16K8Pe2wA86ZP0B-NjBlBZZYOs3EVfDJqJCh2aG5hOps/edit?usp=sharing

*This class uses 999 and 999L sections. In addition to the lecture, you must enroll in the DIS 999 and LAB 999 to enroll in the course. Selection and assignment into the actual sections happen outside of CalCentral. Instructors will provide more information during the first lecture.

*Lab sections will be after lecture on Tuesdays or on Wednesdays. show less

Rules & Requirements

Requisites

  • COMPSCI C8 / DATA C8 / INFO C8 / STAT C8 with a C- or better, or Pass; and COMPSCI 61A, COMPSCI/DATA C88C, or ENGIN 7 with a C- or better, or Pass; Corequisite: MATH 54, 56 or EECS 16A (C- or better, or Pass, required if completed prior to Data C100).

Credit Restrictions

Students will receive no credit for DATA C100\STAT C100\COMPSCI C100 after completing DATA 100. A deficient grade in DATA C100\STAT C100\COMPSCI C100 may be removed by taking DATA 100.

Repeat Rules

Course is not repeatable for credit.

Reserved Seats

Current Enrollment

No Reserved Seats

Textbooks & Materials

See class syllabus or https://calstudentstore.berkeley.edu/textbooks for the most current information.

Textbook Lookup

Guide to Open, Free, & Affordable Course Materials

eTextbooks

Associated Sections