My Courses

Machine Learning

ISM 6251

Fall 2025

This was an intensive, hands-on course in machine learning that really challenged me. We covered a wide range of ML algorithms like, decision trees, random forests, regression models, neural networks, support vector machines, k-nearest neighbors, and clustering techniques. The course emphasized practical implementation using Python with libraries like scikit-learn, PyTorch, and TensorFlow. Every week we had coding assignments where we applied these algorithms to real datasets, learning how to preprocess data, engineer features, train models, and evaluate their performance. We worked in groups on larger projects that required us to tackle real-world prediction problems from start to finish. The course taught me not just how the algorithms work mathematically, but how to choose the right approach for different problems and interpret what the models are telling us. It was demanding but incredibly rewarding, I came out of it confident in my ability to apply machine learning to business problems.

Advanced Database Management

ISM 6218

Fall 2025

This was probably my favorite course, it went deep into database design and management. We started with the fundamentals of relational databases and entity-relationship modeling, then moved into advanced SQL for complex queries, triggers, and views. I learned about database normalization to eliminate redundancy, indexing strategies to improve performance, and transaction management to ensure data integrity. We covered both traditional SQL databases and newer NoSQL alternatives, discussing when each approach makes sense. The course also introduced OLAP systems for business intelligence and data warehousing concepts. The hands-on labs were great, I got to design complete database systems from scratch, implement them in SQL Server, and optimize their performance. This course gave me the skills to not just use databases, but to design and manage them effectively.

Foundations of Business Statistics

QMB 6304

Fall 2025

This course provided the statistical foundation I needed for data analysis and business decision-making. We covered descriptive statistics, probability theory, hypothesis testing, confidence intervals, regression analysis, and ANOVA. I learned how to analyze datasets, test hypotheses about business problems, and interpret statistical results to make recommendations. The course emphasized practical application, we used statistical software to work with real business data and learned how to communicate our findings effectively. This class was essential for understanding the mathematical reasoning behind many data analytics and machine learning techniques. It taught me how to think critically about data, recognize patterns, understand variability, and make decisions based on evidence rather than intuition.

Managing Information Resources

ISM 4300

Spring 2025

This course was all about understanding how organizations manage their IT resources strategically. We covered IT governance, basically how companies make decisions about technology investments and align them with business goals. We discussed information security management, data governance strategies, and how to structure enterprise architecture. The course emphasized the business side of IT, looking at how technology can drive competitive advantage and support organizational strategy. I learned how to think about IT not just as a technical function, but as a strategic asset that needs careful management and planning.

Project Management for Business Majors

ISM 4314

Spring 2025

This course gave me a solid foundation in project management principles and practices. We learned about the Project Management Body of Knowledge (PMBOK) and covered the complete project lifecycle from initiation and planning through execution, monitoring, and closeout. The course taught both traditional Waterfall methodology and Agile approaches like Scrum and Kanban, helping me understand when to use each approach. We worked on real project plans using Microsoft Project, created work breakdown structures, managed schedules and budgets, and learned how to handle risks and stakeholder communications. The group projects gave me practical experience working on teams and dealing with the challenges that come up in real project environments. This course was incredibly practical and directly applicable to any role where you need to manage initiatives or work on cross-functional teams.

Business Data Communications

ISM 4220

Fall 2024

In this course, I learned about the network infrastructure and data communication technologies that businesses rely on every day. We covered how data moves across networks from local area networks (LANs) in offices to wide area networks (WANs) connecting different locations. The course explained network protocols like TCP/IP, wireless networking, cloud computing infrastructure, and network security concepts. I gained an understanding of how organizations design and manage their network architecture to support business operations reliably and securely. This course helped me appreciate the technical foundation that makes all our business applications and data systems work seamlessly.

Database Administration and Design

ISM 4212

Fall 2024

Introduction to database design and administration covering data modeling, ERD/EERD creation, normalization, relational schema design, and SQL implementation. Focus on creating normalized database designs, implementing physical databases with proper constraints and referential integrity, and developing SQL queries and programmable objects for real-world applications.