Macro Topics
Module 1: INTRODUCTION TO PYTHON FOR AI.
- Goal: To provide the basics of the Python programming language for AI applications.
- Program:
- Introduction to Python
- Basic concepts of Python
- Data structures and file management
- Libraries for Artificial Intelligence.
Module 2: COMPUTER VISION AND ARTIFICIAL INTELLIGENCE.
- Goal: To lay the foundation for understanding the operation and potential of neural networks used in the field of computer vision, and to give the tools for designing and testing these systems in the real world.
- Program:
- Introduction
- Neural Networks
- Cost function and training
- Computer Vision
- Tasks in Computer Vision
- Feature extraction
- Convolutional Neural Networks (CNNs)
- Architecture
- Convolutional layers
- Trigger functions and hyperparameters
- Exercises
- Object Detection with YOLO
- Training on custom dataset
Module 3: ARTIFICIAL INTELLIGENCE FOR DATA ANALYSIS.
- Aim: To apply machine learning and deep learning techniques to data analysis and Natural Language Processing (NLP) to extract information, predictions, and insights from structured and unstructured data.
- Program:
- Data Analysis in Python
- Data management and manipulation
- Data visualization
- Example: price of gasoline in Italy
- Introduction to data analysis with AI
- Supervised and unsupervised learning algorithms
- Linear Regression and K-Nearest Neighbors
- Decision trees and clustering
- NLP
- Deep Learning
- Artificial neural networks and deep learning
- Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM)
- Generative Adversarial Networks (GAN)
- Practical exercise: predicting a stock price based on historical data
Trainee’s Profile
Technicians from companies that want to work with AI.
Pre-Requirements
Prerequisites Module 1: Programming basics or none;
Prerequisites Modules 2 and 3: Basic knowledge of Python programming and theoretical knowledge of AI;
Objectives
The course aims to practice Artificial Intelligence concepts, from Classical Machine Learning to Deep Learning, in order to build applications by leveraging existing libraries and frameworks.
More info
English language available upon request.
The subscription must be carried out within the fifth working day preceding the course starting date.
