The Penn LPS AI Boot Camp curriculum covers critical topics such as Python coding, external APIs, data modeling and forecasting, neural network models, deep learning, ethics, and AI.
Earners of this certificate:
-Demonstrated proficiency in numerous technologies to help meet that growing demand, including Python, unsupervised and supervised machine learning, generative AI, natural language processing, artificial intelligence, and chatbots.
-Displayed ability to collaborate with diverse teams on work in AI, create Python-based scripts, interact with APIs using Python Requests and JSON parsing techniques, and utilize data-driven programming languages and libraries.
-Exhibited skills necessary to learn new technologies and resolve issues independently
-Built an impressive professional portfolio of work that solves data, machine learning, and artificial intelligence problems
The curriculum covered the foundational skills for AI, including:
Programming for Artificial Intelligence
Fundamental Python syntax
Python coding logic & reasoning
Python script & dictionary creation
Making Predictions with Data
Data modeling
Data forecasting
Time series data
Machine Learning Optimization
Evaluating model performance
Imbalanced data
Model selection for success metrics
Limitations of traditional models
AI Ethics
Deep Learning
Natural Language Processing
Emerging Topics
