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CIS 211 — SECURITY+ CERTIFICATION PREPARATION . . . . . . . . . . . 3

CAREER AND ACADEMIC PATHWAYS Data Science Certificate of Achievement Major Units: 22 (State Code: 42225D ; TOP Code: 070200; Academic Plan: C042225D) The Data Science certificate of achievement provides students with foundational and practical knowledge and training to prepare them for entry-level careers in Data Science or Data Analytics. The pro - gram touches on both the Mathematical and Computational areas of the subject matter including Descriptive and Inferential Statis - tics, Programming & Analysis Tools such as Python and R, and existing AWS Cloud Services such as Data Lake, Athena, Glue, and Redshift. The program also helps prepare students with an appro - priate background for the Data Analytics specialty certification from AWS. Topics include Data Exploration and Visualization with Jupyter, Regression Analysis, and other Data Science tools such as numpy, scipy, pandas, matplotlib, seaborn, statsmodels, scikit- learn, keras, and TensorFlow. Possible Jobs: Data Scientist, Associate Data Scientist, Junior Data Scientist, Data Analyst, Business Analytics Specialist, Data Visual - ization Developer, Operations Research Analyst, Market Research Analyst, Modeling and Simulation Analyst, and Big Data Analyst. PROGRAM STUDENT LEARNING OUTCOMES Upon successful completion of this program, students will be able to: 1. Use Jupyter notebooks for interactive data exploration and visualization. 2. Use various Python libraries such as numpy, scipy, pandas, matplotlib, seaborn, sta

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