Introduction to Data Science Programming

FOUNDATION COURSE
3 units

SKILL SETS
Object oriented programming / Data analysis using scientific programming packages / Module, class, and function development / Best practices and coding hygiene

DESIGNED BY
Paul Laskowski

A fast-paced introduction to the Python programming language. The course introduces a range of python objects and control structures, then builds on these with classes and object-oriented programming. The last component of the course is devoted to Python’s system of packages for data analysis. Students will gain experience in different styles of programming, including scripting, object-oriented design, test- driven development, and functional programming. Weekly programming exercises are designed to reinforce each programming concept, while two larger projects give students experience in developing a larger program and in manipulating a dataset. Aside from Python, the course also spends time on several other technologies that are fundamental to the modern practice of data science, including use of the command line, coding and presentation with Jupyter notebooks, and source control with Git and GitHub.

If you are able to demonstrate sufficient object oriented programming proficiency in your application, you will be waived from this course. You may also provide additional documentation to be waived if you are admitted. Contact your admissions counselor for more information.

Take the Next Step

Advance your data science career with UC Berkeley's online Master of Information and Data Science.

Request Information Admissions Overview


                  {"admissionsEmail": "admissions@datascience.berkeley.edu", "degreeOffering": "ucb-mids", "fields": [{"hidden": false, "label": "First Name", "mountPoint": 1, "name": "first_name", "required": true, "type": 0, "value": {"text": ""}}, {"hidden": false, "label": "Last Name", "mountPoint": 1, "name": "last_name", "required": true, "type": 0, "value": {"text": ""}}, {"hidden": false, "label": "Email", "mountPoint": 1, "name": "email", "required": true, "type": 0, "value": {"text": ""}}, {"conditionallyRendered": true, "hidden": false, "label": "US Marketing Consent \u00f0\u009f\u0087\u00ba\u00f0\u009f\u0087\u00b8 - MIDS", "mountPoint": 1, "name": "lead_share_opt_in", "required": true, "type": 11, "value": {"checkboxText": "Please contact me about these educational programs.", "defaultChecked": true, "defaultRadio": "none", "disclaimer": "datascience@berkeley\u0027s technology partner, 2U, Inc., and its family of companies, work with multiple universities to offer educational programs in data science and other fields.", "format": "checkbox", "optInValue": "UCB-MIDS Marketing", "smsHiddenConsent": false}}, {"conditionallyRendered": true, "hidden": false, "label": "GDPR Marketing Consent \u00f0\u009f\u0087\u00aa\u00f0\u009f\u0087\u00ba - MIDS", "mountPoint": 1, "name": "lead_share_opt_in", "required": true, "type": 8, "value": {"disclaimer": "This personal data is collected and processed by [--link:https://2u.com/ target:blank]2U, Inc.[link--], datascience@berkeley\u0027s technology partner.", "leadShareOptIn": {"email": "Please email me about these educational programs.", "leadShareValue": "UCB-MIDS Marketing", "phone": "", "sms": "", "text": "datascience@berkeley\u0027s technology partner, [--link:https://2u.com/ target:blank]2U, Inc., and the 2U family of companies[link--], work with multiple universities to offer educational programs in data science and other fields."}, "retailOptIn": {"email": "Email", "phone": "Phone", "sms": "", "text": "Yes, I want to receive additional information about datascience@berkeley. Please contact me via:"}}}, {"hidden": false, "label": "State", "mountPoint": 1, "name": "state", "required": false, "type": 5, "value": {}}, {"hidden": false, "label": "Zip/Postal Code", "mountPoint": 1, "name": "zip_code", "required": false, "type": 0, "value": {"text": ""}}, {"hidden": false, "label": "Country of Residence", "mountPoint": 1, "name": "country", "required": true, "type": 6, "value": {}}, {"hidden": false, "label": "Which program most interests you?", "mountPoint": 1, "name": "degree", "required": true, "type": 3, "value": {"defaultOption": "", "options": [{"label": "Data Science", "value": "MIDS"}, {"label": "Cybersecurity", "value": "CYB"}]}}, {"conditionallyRendered": true, "hidden": true, "label": "Degree Offering: ucb-mids", "mountPoint": 1, "name": "degree_offering", "required": false, "type": 12, "value": {"degreeOffering": "ucb-mids", "programId": "400"}}, {"conditionallyRendered": true, "hidden": true, "label": "Degree Offering: ucb-cyb", "mountPoint": 1, "name": "degree_offering", "required": false, "type": 12, "value": {"degreeOffering": "ucb-cyb", "programId": "399"}}, {"hidden": false, "label": "What is your highest level of education completed?", "mountPoint": 1, "name": "level_of_education", "required": true, "type": 3, "value": {"defaultOption": "", "options": [{"label": "High School", "value": "High School"}, {"label": "Associate\u0027s", "value": "Associates"}, {"label": "Bachelor\u0027s in progress", "value": "Bachelors in progress"}, {"label": "Bachelor\u0027s", "value": "Bachelors"}, {"label": "Master\u0027s in progress", "value": "Masters in progress"}, {"label": "Master\u0027s", "value": "Masters"}, {"label": "Doctorate", "value": "Doctorate"}]}}, {"hidden": false, "label": "What was your undergraduate GPA?", "mountPoint": 1, "name": "stated_gpa_range", "required": true, "type": 3, "value": {"defaultOption": "", "options": [{"label": "4.00 and above", "value": "4.00 and above"}, {"label": "3.99 - 3.50", "value": "3.99-3.50"}, {"label": "3.49 - 3.00", "value": "3.49-3.00"}, {"label": "2.99 - 2.50", "value": "2.99-2.50"}, {"label": "2.49 and below", "value": "2.49 and below"}]}}, {"conditionallyRendered": true, "hidden": false, "label": "What is your educational background?", "mountPoint": 1, "name": "educational_background", "required": true, "type": 3, "value": {"defaultOption": "", "options": [{"label": "Business/Economics", "value": "Business/Economics"}, {"label": "Computer Science", "value": "Computer Science"}, {"label": "Education/Teaching", "value": "Education/Teaching"}, {"label": "English/Writing", "value": "English/Writing"}, {"label": "Engineering", "value": "Engineering"}, {"label": "History/Government", "value": "History/Government"}, {"label": "Math/Statistics", "value": "Math/Statistics"}, {"label": "Physical Science", "value": "Physical Science"}, {"label": "Other", "value": "Other"}]}}, {"conditionallyRendered": true, "hidden": false, "label": "What category best describes your undergraduate major?", "mountPoint": 1, "name": "undergraduate_major", "required": true, "type": 3, "value": {"defaultOption": "", "options": [{"label": "Computer Engineering", "value": "Computer Engineering"}, {"label": "Computer Science", "value": "Computer Science"}, {"label": "Electrical Engineering", "value": "Electrical Engineering"}, {"label": "Mathematics", "value": "Mathematics"}, {"label": "Mechanical Engineering", "value": "Mechanical Engineering"}, {"label": "Physics", "value": "Physics"}, {"label": "Information Technology", "value": "Information Technology"}, {"label": "Other", "value": "Other"}]}}, {"hidden": false, "label": "Have you taken the GRE or GMAT?", "mountPoint": 1, "name": "test_taken", "required": true, "type": 3, "value": {"defaultOption": "", "options": [{"label": "Yes", "value": "Yes"}, {"label": "No", "value": "No"}, {"label": "Registered but not taken", "value": "Registered but not taken"}]}}, {"hidden": false, "label": "How many years of programming experience do you have?", "mountPoint": 1, "name": "years_of_programming_experience", "required": true, "type": 3, "value": {"defaultOption": "", "options": [{"label": "0", "value": "0"}, {"label": "1", "value": "1"}, {"label": "2", "value": "2"}, {"label": "3", "value": "3"}, {"label": "4", "value": "4"}, {"label": "5", "value": "5"}, {"label": "6", "value": "6"}, {"label": "7", "value": "7"}, {"label": "8", "value": "8"}, {"label": "9", "value": "9"}, {"label": "10+", "value": "10+"}]}}, {"conditionallyRendered": true, "hidden": false, "label": "Why are you interested in the Master of Information and Data Science?", "mountPoint": 1, "name": "why_are_you_interested_in_earning_a_mids", "required": true, "type": 3, "value": {"defaultOption": "", "options": [{"label": "Advance my career", "value": "Advance my career"}, {"label": "Switch to a new career", "value": "Switch to a new career"}]}}, {"hidden": false, "label": "Country of Citizenship", "mountPoint": 1, "name": "country_of_citizenship", "required": true, "type": 6, "value": {}}, {"conditionallyRendered": true, "hidden": false, "label": "Phone", "mountPoint": 1, "name": "phone", "required": true, "type": 0, "value": {"text": ""}}, {"conditionallyRendered": true, "hidden": false, "label": "US Marketing Consent \u00f0\u009f\u0087\u00ba\u00f0\u009f\u0087\u00b8 - CYB", "mountPoint": 1, "name": "lead_share_opt_in", "required": true, "type": 11, "value": {"checkboxText": "Please contact me about these educational programs.", "defaultChecked": true, "defaultRadio": "none", "disclaimer": "cybersecurity@berkeley\u0027s technology partner, 2U, Inc., and its family of companies, work with multiple universities to offer educational programs in cybersecurity and other fields.", "format": "checkbox", "optInValue": "UCB-CYB Marketing", "smsHiddenConsent": false}}, {"conditionallyRendered": true, "hidden": false, "label": "GDPR Marketing Consent \u00f0\u009f\u0087\u00aa\u00f0\u009f\u0087\u00ba - CYB", "mountPoint": 1, "name": "lead_share_opt_in", "required": true, "type": 8, "value": {"disclaimer": "This personal data is collected and processed by [--link:https://2u.com/ target:blank]2U, Inc.[link--], cybersecurity@berkeley\u0027s technology partner.", "leadShareOptIn": {"email": "Please email me about these educational programs.", "leadShareValue": "UCB-CYB Marketing", "phone": "", "sms": "", "text": "cybersecurity@berkeley\u0027s technology partner, [--link:https://2u.com/ target:blank]2U, Inc., and its family of companies[link--], work with multiple universities to offer educational programs in cybersecurity and other fields."}, "retailOptIn": {"email": "Email", "phone": "Phone", "sms": "", "text": "Yes, I want to receive additional information about cybersecurity@berkeley. Please contact me via:"}}}, {"hidden": true, "label": "", "name": "no_klondike_gdpr_only_consent", "required": true, "type": 9, "value": {"gdprOnly": "false"}}, {"hidden": false, "mountPoint": 2, "name": "", "type": 7, "value": {"text": "Your personal data will be used as described in our [--link:https://ischoolonline.berkeley.edu/legal/privacy-policy/ target:blank]privacy policy[link--]. You may opt out of receiving communications at any time."}}], "grouping": "ucb-umt", "id": 893, "inferredFields": {}, "programsOfStudy": "5deaba1d-5f98-4636-abf0-c35d936afdd2, 5deaba1e-2939-4e8d-9ce6-7345e67fa31e", "screens": [{"allFields": [8, 22], "conditional": {}, "out": {"1": ["$next", [{"data": "$valid"}]]}}, {"allFields": [9, 10, 11, 12, 13, 14, 15, 16, 17], "conditional": {"10": [1, "", [{"data": "state.degree"}, {"data": "CYB"}, {"op": 0}]], "13": [1, "", [{"data": "state.degree"}, {"data": "MIDS"}, {"op": 0}]], "14": [1, "", [{"data": "state.degree"}, {"data": "CYB"}, {"op": 0}]], "17": [1, "", [{"data": "state.degree"}, {"data": "MIDS"}, {"op": 0}]], "9": [1, "", [{"data": "state.degree"}, {"data": "MIDS"}, {"op": 0}]]}, "out": {"2": ["$next", [{"data": "$valid"}]]}}, {"allFields": [0, 1, 2], "conditional": {}, "out": {"3": ["$next", [{"data": "$valid"}]]}}, {"allFields": [5, 6, 7, 18, 19, 3, 20, 4, 21, 23], "conditional": {"19": [3, "", [{"data": "state.no_klondike_gdpr_only_consent"}, {"data": "true"}, {"op": 0}, {"data": "state.no_klondike_carmen_sandiego_region"}, {"data": "eu"}, {"op": 0}, {"op": 8}]], "20": [1, "", [{"data": "state.no_klondike_gdpr_only_consent"}, {"data": "true"}, {"op": 1}, {"data": "state.no_klondike_carmen_sandiego_region"}, {"data": "eu"}, {"op": 1}, {"data": "state.degree"}, {"data": "CYB"}, {"op": 0}, {"op": 7}, {"op": 7}]], "21": [1, "", [{"data": "state.no_klondike_gdpr_only_consent"}, {"data": "true"}, {"op": 0}, {"data": "state.degree"}, {"data": "CYB"}, {"op": 0}, {"op": 7}, {"data": "state.no_klondike_carmen_sandiego_region"}, {"data": "eu"}, {"op": 0}, {"data": "state.degree"}, {"data": "CYB"}, {"op": 0}, {"op": 7}, {"op": 8}]], "3": [1, "", [{"data": "state.no_klondike_gdpr_only_consent"}, {"data": "true"}, {"op": 1}, {"data": "state.no_klondike_carmen_sandiego_region"}, {"data": "eu"}, {"op": 1}, {"data": "state.degree"}, {"data": "MIDS"}, {"op": 0}, {"op": 7}, {"op": 7}]], "4": [1, "", [{"data": "state.no_klondike_gdpr_only_consent"}, {"data": "true"}, {"op": 0}, {"data": "state.degree"}, {"data": "MIDS"}, {"op": 0}, {"op": 7}, {"data": "state.no_klondike_carmen_sandiego_region"}, {"data": "eu"}, {"op": 0}, {"data": "state.degree"}, {"data": "MIDS"}, {"op": 0}, {"op": 7}, {"op": 8}]]}, "out": {"-1": ["$next", [{"data": "$valid"}]]}}], "version": "1.0.1"}