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An 8-week online course introducing data science to working professionals with basic spreadsheet skills but no coding background. Cover Python fundamentals, data cleaning with pandas, visualization, and an intro to machine learning. Outcome: learners complete a capstone analyzing a real dataset.

Education Level

Professional

Duration

8 Weeks

Delivery

Online

Subject Area

Data Science

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Course Outline: Data Science for Professionals (8 Weeks, Online)

Week 1: Why data science + setting up Python and Jupyter.
Week 2: Python essentials - variables, lists, functions.
Week 3: Working with data using pandas.
Week 4: Cleaning messy real-world data.
Week 5: Visualization with matplotlib & seaborn.
Week 6: Intro to statistics for analysis.
Week 7: First machine learning model (regression).
Week 8: Capstone - analyze a dataset and present findings.
Each week: 1 lecture, 1 hands-on lab, 1 quiz.

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A semester-long undergraduate survey of modern world history from 1750 to the present. Students are first-years with general high-school history background. Emphasize causes and consequences of major events, primary-source analysis, and critical writing. Outcome: students write a researched argumentative essay.

Education Level

Undergraduate

Duration

Semester

Delivery

In-person

Subject Area

World History

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Course Outline: Modern World History, 1750-Present (Semester)

Unit 1 (Wks 1-3): Revolutions - Industrial, American, French.
Unit 2 (Wks 4-6): Imperialism and global empires.
Unit 3 (Wks 7-9): World Wars and their causes.
Midterm: source-analysis exam.
Unit 4 (Wks 10-12): Cold War and decolonization.
Unit 5 (Wks 13-15): Globalization and the contemporary world.
Final: researched argumentative essay (8-10 pages). Weekly primary-source seminars throughout.

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Course Info

A self-paced course teaching new freelancers how to launch and run a sustainable solo business. Audience has a marketable skill but no business experience. Cover positioning, pricing, finding clients, contracts, invoicing, and managing taxes. Outcome: students leave with a service offer and a client-outreach plan.

Education Level

Self-paced

Duration

4 Weeks

Delivery

Asynchronous

Subject Area

Freelancing & Business

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Course Outline: Launch Your Freelance Business (Self-Paced, ~4 Weeks)

Module 1: Define your niche and ideal client.
Module 2: Pricing that pays - hourly vs. value-based.
Module 3: Finding clients - portfolio, outreach, referrals.
Module 4: Contracts, scope, and avoiding scope creep.
Module 5: Invoicing, getting paid, and basic bookkeeping.
Module 6: Taxes 101 for the self-employed.
Final project: a polished service offer + a 30-day outreach plan.
Each module: video, worksheet, action step.