Enroll Course: https://www.coursera.org/learn/feature-engineering-es
Introduction
If you’re delving into the world of machine learning and want to enhance your model’s accuracy, understanding feature engineering is crucial. The ‘Feature Engineering en Español’ course on Coursera is an excellent resource for Spanish speakers looking to elevate their skills in this essential area.
Course Overview
This course focuses on Vertex AI Feature Store and walks you through the intricacies of transforming raw data into useful attributes. By examining what makes good and bad features, participants can gain insights into optimizing their models. The course combines theoretical knowledge with practical labs using state-of-the-art tools such as BigQuery ML, Keras, and TensorFlow.
Syllabus Breakdown
- Introducción: An overview of the course and its objectives.
- Introducción a Vertex AI Feature Store: Learn about the transformative power of Vertex AI Feature Store.
- De los datos sin procesar a los atributos: Delve into the challenging phase of attribute engineering and how to create functional attributes for machine learning algorithms.
- Ingeniería de atributos: Understand the differences between machine learning and statistics, focusing on attribute engineering using BigQuery ML and Keras.
- Procesamiento previo y creación de atributos: Discover Dataflow and Apache Beam for preprocessing and creating features.
- Combinaciones de atributos: TensorFlow Playground: Learn how modern machine learning methods utilize attribute combinations effectively.
- Introducción a TensorFlow Transform: Explore the tf.Transform library for preprocessing data with TensorFlow.
- Resumen: A recap of the whole course.
Why You Should Take This Course
Feature engineering can often be the most time-consuming and complex part of a machine learning project. Valuing the importance of good attributes cannot be overstated, as they can greatly influence the performance of your model. This course is not just about theoretical learning; the hands-on labs allow you to apply your knowledge using real-world tools, giving you a competitive edge in the data science field.
Final Thoughts
For anyone looking to broaden their understanding and skill set in feature engineering, ‘Feature Engineering en Español’ is a highly recommended course on Coursera. With its comprehensive syllabus and practical applications, you’ll leave with the necessary tools and knowledge to succeed in your machine learning projects.
Enroll Course: https://www.coursera.org/learn/feature-engineering-es