2020 Fall
DATA C200 001 - LEC 001
Formerly Statistics C200C/Computer Science C200A
Principles and Techniques of Data Science
Anthony D Joseph, Fernando Perez
Aug 26, 2020 - Dec 11, 2020
Tu, Th
09:30 am - 10:59 am
Internet/Online
Class #:33717
Units: 4
Instruction Mode:
Remote Instruction
Time Conflict Enrollment Allowed
Offered through
Data Science
Current Enrollment
Total Open Seats:
0
Enrolled:
Waitlisted:
Capacity:
Waitlist Max:
No Reserved Seats
Hours & Workload
7 hours of outside work hours per week, 1 hours of instructional experiences requiring special laboratory equipment and facilities per week, 1 hours of the exchange of opinions or questions on course material per week, and 3 hours of instructor presentation of course materials per week.
Final Exam
TUE, DECEMBER 15TH
03:00 pm - 06:00 pm
Other classes by Anthony D Joseph
Other classes by Fernando Perez
+ 1 Independent Study
Course Catalog Description
Explores the data science lifecycle: question formulation, data collection and cleaning, exploratory, analysis, visualization, statistical inference, prediction, and decision-making. Focuses on quantitative critical thinking and key principles and techniques: languages for transforming, querying and analyzing data; algorithms for machine learning methods: regression, classification and clustering; principles of informative visualization; measurement error and prediction; and techniques for scalable data processing. Research term project.
Class Notes
*Lecture, Discussion Sections, and Lab Sections will be offered fully remotely. Course may run a few occasional synchronous lectures but will largely rely on asynchronous materials.
* All seats will be offered under the DATA course offering at this time.
* This class uses 9.. show more
* All seats will be offered under the DATA course offering at this time.
* This class uses 9.. show more
*Lecture, Discussion Sections, and Lab Sections will be offered fully remotely. Course may run a few occasional synchronous lectures but will largely rely on asynchronous materials.
* All seats will be offered under the DATA course offering at this time.
* This class uses 999 sections. In addition to the lecture, you must in enroll in DIS 999 and LAB 999L to enroll in the course. Selection and assignment into the actual discussions happen outside of CalCentral. show less
* All seats will be offered under the DATA course offering at this time.
* This class uses 999 sections. In addition to the lecture, you must in enroll in DIS 999 and LAB 999L to enroll in the course. Selection and assignment into the actual discussions happen outside of CalCentral. show less
Rules & Requirements
Credit Restrictions
Students will receive no credit for STAT C200C\COMPSCI C200A\DATA C200 after completing DATA C100, or STAT 200C. A deficient grade in STAT C200C\COMPSCI C200A\DATA C200 may be removed by taking STAT 200C.
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.
Guide to Open, Free, & Affordable Course Materials