Artificial Intelligence Bootcamp

Curriculum

Industry-approved curriculum to support your journey into AI

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AI Essentials - 9 weeks

Introduction to Python - 3 weeks

• Apply the basics of programming language methodologies to real world scenarios
• Demonstrate foundational skills for scripting with Python programming language

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Cloud Computing, Generative AI, & Dashboards - 3 weeks

• Create a dashboard using data science methodologies with industry standard tool(s)
• Model exploratory data analysis with tools for multiple data sets. (SQL and SQL table relations)
• Utilize programming techniques to process large data samples with (PySpark and Big Data)

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Introduction to Machine Learning - 3 weeks

• Utilize foundational machine learning modeling like decision trees and supervised learning
• Prepare data for machine learning modeling with preprocessing (feature extraction) and normalization
• Utilize mathematics, statistics, & probability for data science methodologies to derive insights

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AI Foundations - 12 weeks

Machine Learning with Scikit-Learn - 3 weeks

• Utilize foundational machine learning modeling like decision trees and supervised learning
• Prepare data for machine learning modeling with preprocessing (feature extraction) and normalization
• Integrate mathematics, statistics, & probability for data science methodologies to derive insights 

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Large Language Models - 3 weeks

• Develop insights from language, time, and image data using neural networks and Natural Language Processing (NLP)
• Integrate mathematics, statistics, & probability for data science methodologies to derive insights

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Natural Language Processing, Time Series & Neural Networks - 3 weeks

• Develop insights from language, time, and image data using neural networks and Natural Language Processing (NLP)
• Integrate mathematics, statistics, & probability for data science methodologies to derive insights

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‍Neural Networks & Similar Models - 3 weeks

• Create an advanced neural network application
• Integrate mathematics, statistics, & probability for data science methodologies to derive insights

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Capstone

Artificial Intelligence Capstone - 15 weeks

• Integrate data science process using at least one method of regression
• Integrate data science process using at least one method of non-regression supervised learning
• Integrate data science process at least one method of non-regression unsupervised learning