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Welcome to Data 8!

A photographer from the Division of Data Sciences will be present at the beginning and end of class to take photos for an article on Data 8 that will appear on the Division’s website.

If you prefer not to be photographed, please sit on the far left side as you enter the auditorium.

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Lecture 1

Introduction

DATA 8

Spring 2020

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Welcome to Data 8

Swupnil Sahai

Ramesh Sridharan

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Data Science

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What is Data Science?

Learning about the world from data using computation

  • Exploration
    • Identifying patterns in data
    • Uses visualizations
  • Inference
    • Using data to draw reliable conclusions about the world
    • Uses statistics
  • Prediction
    • Making informed guesses about unobserved data
    • Uses machine learning

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Connector Courses

  • Data science is driven by applications
  • Every data-driven subject brings new challenges
  • Most connectors are small, independent courses taught by Berkeley faculty who are excited to share their expertise
  • Three connectors (CS 88, Stat 88, Stat 89A) go deeper into the theory and computation

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Spring 2020 Connectors - Part 1

STAT 88

Prob and Stats in Data Science

UGBA 88

Data and Decision

PHYSICS 88

Data Science Applications in Physics

COMPSCI 88

Computational Structures

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Spring 2020 Connectors - Part 2

DATA 88-2

Sports Analytics

HISTORY 88

How Does History Count?

DATA 88-3

Economic Models

Data 88-1

Language Models, Text Analysis

LEGAL STUDIES 88

Taking the Measure of the U.S. Justice System

SOCIOL 88

Data Science for Social Impact

DATA 88-4

Statistical Genomics

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Course Structure

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Course Website

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Parts of Data 8

  • Lecture will be recorded and webcast, but it's better to attend
  • Textbook is free, online, and written by Data 8 instructors
  • Weekly lab assignments (lab starts this week)
    • Check your inbox for your lab assignment!
  • Weekly homework assignments & three projects
    • Graded within about 1 week
  • (U)GSI office hours Monday-Friday 12-5 (starts next week)
  • Midterm on Friday, March 13, evening (exact time TBD)
  • Final exam on Tuesday, May 12, 3-6PM (group 7)

Details are in data8.org/sp20/policies.html

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Collaboration

Asking questions is greatly encouraged

  • Discuss questions with each other (except exams)
  • Submit lab assignments individually; discuss in lab
  • Submit homework individually, but feel free to discuss
  • Submit projects individually or with a partner from your lab

The Limits of collaboration

  • Don't share solutions with each other (except project partners)
  • Copying or other dishonesty will result in severe penalties

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Getting Help

  • Ask a friend
  • Ask on Piazza
  • Come to office hours

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Course Policies

Learning

Community

Course Staff

http://data8.org/sp20/policies.html

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Example

(Demo)