Enroll Course: https://www.coursera.org/learn/feature-engineering-br
In the ever-evolving world of machine learning, understanding how to extract and engineer features from raw data is crucial for building accurate models. The course ‘Feature Engineering em Português Brasileiro’ on Coursera provides an excellent foundation for anyone looking to deepen their knowledge in this essential aspect of machine learning.
**Course Overview**
This course dives into the Vertex AI Feature Store, teaching participants how to improve the accuracy of their machine learning models by utilizing relevant data columns effectively. It covers both theoretical and practical aspects of feature engineering, enabling learners to engage hands-on with tools like BigQuery ML, Keras, and TensorFlow.
**Syllabus Breakdown**
– **Introdução ao curso**: This introductory module outlines the course objectives, setting the stage for what learners will achieve.
– **Introdução ao Feature Store da Vertex AI**: Gain insights into the power of the Vertex AI Feature Store, a game changer for managing and optimizing features for ML models.
– **De dados brutos a atributos**: Here, participants discover how to transform raw data into effective attributes, focusing on their characteristics and how they contribute to algorithm performance.
– **Engenharia de atributos**: This module explores the practical execution of attribute engineering using BigQuery ML and Keras, highlighting the differences between machine learning and statistics.
– **Pré-processamento e criação de atributos**: Learn about Dataflow and its role in pre-processing and feature engineering, crucial for preparing data for machine learning.
– **Cruzamentos de atributos – TensorFlow Playground**: Understand the importance of attribute crossings in modern machine learning, which can significantly enhance model performance.
– **Introdução ao TensorFlow Transform**: This part introduces TensorFlow Transform, a key library for data preprocessing that addresses complex transformations.
– **Resumo**: The course concludes with a summary, reinforcing the key concepts covered.
**Why You Should Take This Course**
Whether you’re a novice in machine learning or an experienced professional looking to refresh your skills, this course is designed to cater to all levels. The mix of theory and practical exercises allows participants to not only understand concepts but also apply them in real-world scenarios. Learning from the modules will equip you with the necessary skills to effectively handle feature engineering in your projects, thereby enhancing the performance and accuracy of your machine learning models.
The comprehensive curriculum, combined with the experienced instructors and interactive format, makes ‘Feature Engineering em Português Brasileiro’ a must-take for anyone serious about advancing their career in machine learning. The knowledge gained from this course will undeniably benefit your future projects and enhance your understanding of predictive modeling.
Start your journey into the depths of feature engineering by enrolling today on Coursera!
Enroll Course: https://www.coursera.org/learn/feature-engineering-br