Inteligência Artificial para a Gestão com Python

The Artificial Intelligence for Management with Python course aims for trainees to acquire knowledge and skills about Artificial Intelligence, which allows them to identify and understand models and algorithms that promote the extraction of valuable insights, using the Python programming language, and enable an efficient decision making in business management.

Trainees will gain knowledge of the most common Artificial Intelligence for Management with Python Techniques, applied to management cases, measuring their performance and understanding their potential and limitations, applying the concepts learned in their organizations.

1. Introducing AI and Management

• Problem Solving with Artificial Intelligence
• AI, Machine Learning, Deep Learning and Generative AI
• Ethical and Responsible AI

2. Python Fundamentals for Data Analysis

• Introduction to Pandas and NumPy libraries
• ETL (Extract, transform and load data)

3. Data Analysis and Visualization Techniques

• Introduction to Matplotlib e Seaborn libraries
• Exploratory Data Analysis (EDA) – Types and Tools
• Statistical analysis, missing values and outliers

4. Decision-making supported by Artificial Intelligence

• An introduction to Machine Learning

4.1. Learning types

• Machine Learning categories
• Supervised and unsupervised learning

4.2. Machine Learning algorithms

• Descriptive and Predictive modelling
• Clustering, Regression and Classification
• Model training

4.3. Evaluation Metrics

• Important Model Evaluation Metrics

5. Artificial Intelligence and Automation

• Business benefits
• Task automation examples with AI (NLP, Sentiment Analysis)

NAO