DSA251 - MBA in Data Science and Analytics - 1st semester 2025.
1st The Best University in Latin America and the Caribbean (2023).
Activities and societies: Teachers - PhD. Luiz Paulo Fávero, PhD Marcos R. Luppe and others.
Activities and societies: MBA Experience 2025/2026, ADEALQ and Alumni.
Research area: "New technologies of Industry 4.0 / Part II"
Total Course Hours: 425 class hours.
Executive Program:
• Fundamentals of Statistics I, II and III
• Introduction to Programming with Python I, II and III
Module - Data Science and Big Data in the Business Environment
• Agile Methodologies
• Business Intelligence and Data Visualization
• Data Engineering
• Social Network Analysis
• Cloud Computing
• Mathematical Modeling and Structuring of Complex Problems
• Analysis of the Economic Situation in Scenarios of Disruptive Technologies
• Analytics and Risk Management
• Legislation in the Digital Environment
• Special Topics in Business Technology
Module – Supervised and unsupervised Machine Learning Models
• Unsupervised Machine Learning: Clustering
• Unsupervised Machine Learning: Factor Analysis and PCA
• Unsupervised Machine Learning: Simple and Multiple Correspondence Analysis
• Unsupervised Machine Learning: Applied Exercises
• Supervised Machine Learning: Simple and Multiple Regression Analysis
• Supervised Machine Learning: Binary and Multinomial Logistic Models
• Supervised Machine Learning: Models for Count Data
• Supervised Machine Learning: Multilevel Modeling
• Time Series
• Big Data and Model Deployment
Module – Trends in Data Science and Analytics
• Data Wrangling
• Spatial Statistical Analysis
• Trees, Networks and Ensemble models
• Introduction to Deep Learning
• Deep Learning
• Data Collection: Crawlers and Web Scraping
• Text Mining and Sentiment Analysis
• Operational Research and Optimization and Simulation Models
• Change Management in the Digital Age
Universidade de São Paulo (USP) - www.usp.br
Escola Superior de Agricultura Luiz de Queiroz (ESALQ) - www.esalq.usp.br