2023 Fall
DATA C102 001 - LEC 001
Formerly Statistics 102
Data, Inference, and Decisions
Ramesh Sridharan, Adityanand Guntuboyina
Class #:24767
Units: 4
Instruction Mode:
In-Person Instruction
Offered through
Data Science Undergraduate Studies
Current Enrollment
Total Open Seats:
-5
Enrolled: 255
Waitlisted: 0
Capacity: 250
Waitlist Max: 50
Open Reserved Seats:
21 reserved for Data Science Majors with 7 or more Terms in Attendance
12 reserved for Undergraduate Data Science Majors
Also offered as:
STAT C102
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
FRI, DECEMBER 15TH
07:00 pm - 10:00 pm
Other classes by Ramesh Sridharan
Other classes by Adityanand Guntuboyina
Course Catalog Description
This course develops the probabilistic foundations of inference in data science, and builds a comprehensive view of the modeling and decision-making life cycle in data science including its human, social, and ethical implications. Topics include: frequentist and Bayesian decision-making, permutation testing, false discovery rate, probabilistic interpretations of models, Bayesian hierarchical models, basics of experimental design, confidence intervals, causal inference, Thompson sampling, optimal control, Q-learning, differential privacy, clustering algorithms, recommendation systems and an introduction to machine learning tools including decision trees, neural networks and ensemble methods.
Class Notes
*Prerequisites for this course are ENFORCED.
*If you completed an approved alternate UC Berkeley prerequisite course or an approved transfer course, please submit a request to clear requisites for Data C102. See our Enrollment FAQ for details: https://docs.google.com/document/d/1yHo13u6.. show more
*If you completed an approved alternate UC Berkeley prerequisite course or an approved transfer course, please submit a request to clear requisites for Data C102. See our Enrollment FAQ for details: https://docs.google.com/document/d/1yHo13u6.. show more
*Prerequisites for this course are ENFORCED.
*If you completed an approved alternate UC Berkeley prerequisite course or an approved transfer course, please submit a request to clear requisites for Data C102. See our Enrollment FAQ for details: https://docs.google.com/document/d/1yHo13u6nN0EjVJq5EW0BswuAQPeEC_Oeb8Aprpqsk7k/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 on Mondays and discussion sections will be on Wednesdays. show less
*If you completed an approved alternate UC Berkeley prerequisite course or an approved transfer course, please submit a request to clear requisites for Data C102. See our Enrollment FAQ for details: https://docs.google.com/document/d/1yHo13u6nN0EjVJq5EW0BswuAQPeEC_Oeb8Aprpqsk7k/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 on Mondays and discussion sections will be on Wednesdays. show less
Rules & Requirements
Requisites
- Math 54 or 56 or 110 or Stat 89A or Physics 89 or both of EECS 16A and 16B with a C- or better, or Pass; Data/Stat/CompSci C100 with a C- or better, or Pass; and any of EECS 126, Data/Stat C140, Stat 134, IndEng 172, Math 106 with a C- or better, or Pass. Data/Stat C140 or EECS 126 are preferred
Credit Restrictions
Students will receive no credit for DATA C102 after completing STAT 102, or DATA 102. A deficient grade in DATA C102 may be removed by taking STAT 102, STAT 102, or DATA 102.
Repeat Rules
Course is not repeatable for credit.
Reserved Seats
Current Enrollment
Open Reserved Seats:
21 reserved for Data Science Majors with 7 or more Terms in Attendance
12 reserved for Undergraduate Data Science Majors
Textbooks & Materials
See class syllabus or https://calstudentstore.berkeley.edu/textbooks for the most current information.
Guide to Open, Free, & Affordable Course Materials