Note: This class will take place online via the video conference platform ZOOM - US Central Time (CST/CDT).
Description: Data is at the heart of our digital economy and Data Science has been ranked as the hottest profession of the 21st century.
In this course, you will learn 1) Introduction to data science; 2) How to use Python and Jupyter notebooks; 3) An applied understanding of how to manipulate and analyze uncurated datasets; 4) Basic statistical analysis and machine learning methods, and 5) How to programmatically visualize data. You will become proficient in using the most common Python data science packages including Numpy, Pandas, Matplotlib, Seaborn & Plotly. In the end, you will apply your knowledge of Data Science and Machine Learning by completing a project involving a real-life business problem.
| Lesson 1: Data Science and Anaconda | Lesson 2: Project - Dice Roll Game |
| Lesson 3: Project - Brain Teasers | Lesson 4: Project - Occupation Case Study |
| Lesson 5: Project - Chipotle Case Study | Lesson 6: Project - US Crime Case Study |
| Lesson 7: Project - Realtime COVID-19 Analysis | Lesson 8: Project - Random Walks Game |
| Lesson 9: Project - American Gun Deaths Analysis | Lesson 10: Final Exam |
Prerequisites: Grade 6+. Finish course 2400 - Python for Beginners or Python basics.
Programming Language: Python
Books:
01/15/2025, 01/22/2025, 01/29/2025, 02/05/2025, 02/12/2025, 02/19/2025, 02/26/2025, 03/05/2025, 03/12/2025, 03/19/2025
Participants must currently be in grades 6 to adult.
Minimum: 6
Maximum: 18
Registration starts on 12/09/2024 and ends on 01/22/2025.
Room: Home
Please contact AMERIDUO - Teach Students Robotics & Artificial Intelligence if you have any questions.