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Python Programming for AI

Cross-cutting
Digital Skills

IA Academy

Duration

10 a.m.

PRESENTATION

The Python Programming Course for AI offers comprehensive training to learn how to Programming in Python with a focus on artificial intelligence and machine learning. Through these learning units, students will master everything from the Python Basics, the data manipulation and visualization until the AI model development and training using libraries such as NumPy, Pandas, Matplotlib, Scikit-learn, and TensorFlow/Keras.

Objectives

  • Learn about the Python Syntax and Basic Structures to develop efficient scripts.

  • Handling and Processing Data with Pandas and NumPy for AI applications.

  • View information using Matplotlib and Seaborn for exploratory analysis.

  • Understanding the Fundamentals of Machine Learning and its main algorithms.

  • Create, train, and evaluate classification, regression, and clustering models.

  • Getting started with the neural network development and practical applications in image and text recognition.

  • Apply best practices in programming and data preprocessing for AI projects.

Syllabus

TEACHING UNIT 1. PYTHON FUNDAMENTALS FOR AI Python: Syntax and Basic Structures Data Types and Control Structures Functions, Modules, and Packages Error Handling and Debugging Using Essential Libraries: NumPy and Pandas Reading and Processing Data (CSV, JSON, etc.) TEACHING UNIT 2. SCIENTIFIC PROGRAMMING AND DATA MANIPULATION Advanced Data Manipulation with Pandas Visualization with Matplotlib and Seaborn Linear Algebra and Matrix Operations with NumPy Data Preprocessing for AI Introduction to Scikit-learn and ML Workflows Splitting Data: Training, Validation, and Testing LEARNING UNIT 3. INTRODUCTION TO AI WITH PYTHON Fundamentals of Machine Learning Classification, Regression, and Clustering with Scikit-learn Introduction to Neural Networks with TensorFlow/Keras Creating and Training Basic Models Model Evaluation: Metrics and Cross-Validation Practical Applications: Image and Text Recognition
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Are the Educa PHAROS courses eligible for credit?

Many courses can be credited toward the master's programs at Structuralia.
Specialized Courses Catalog

Facts about our area

+ 1.483

Hours

+88.999

Minutes

264

Courses

Educa PHAROS is a next-generation training model that places a company’s human capital at the forefront. Through a platform that adapts to each company’s corporate identity and offers a total of more than 900 courses, it provides tailored training for each organization. The unlimited flat-rate plan provides each company with the number of courses that best suits its needs, as well as the ability to determine which employees will have access.
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