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Feature Engineering

  • up to 14 hours
  • Intermediate

Explore the benefits of using Vertex AI Feature Store and learn how to enhance model accuracy through effective feature engineering. This course includes hands-on labs with BigQuery ML, Keras, and TensorFlow, empowering you to showcase your cloud skills.

  • Feature engineering
  • Model accuracy improvement
  • Data attribute analysis

Overview

In this comprehensive course, you will delve into the intricacies of feature engineering, focusing on the Vertex AI Feature Store. Learn to identify key data attributes that enhance model performance and gain hands-on experience with tools like BigQuery ML, Keras, and TensorFlow. This course is designed to boost your cloud career by equipping you with the skills to process and explore data attributes effectively.

  • Web Streamline Icon: https://streamlinehq.com
    Online
    course location
  • Layers 1 Streamline Icon: https://streamlinehq.com
    Spanish
    course language
  • Professional Certification
    upon course completion
  • Self-paced
    course format
  • Pre-recorded classes
    delivered online

Who is this course for?

Data Scientists

Professionals looking to enhance their skills in feature engineering and model accuracy.

Machine Learning Engineers

Engineers aiming to improve their understanding of data attributes and their impact on AI models.

Cloud Professionals

Individuals working in cloud environments who want to leverage Vertex AI Feature Store for better data management.

Unlock the potential of your data with advanced feature engineering techniques. This course covers essential tools and concepts for data scientists and machine learning engineers, helping you enhance model accuracy and advance your cloud career.

Pre-Requisites

1 / 3

  • Knowledge of Python or another programming language

  • Basic understanding of machine learning concepts

  • Familiarity with cloud computing platforms

What will you learn?

Introduction to Vertex AI Feature Store
Learn about the benefits and functionalities of Vertex AI Feature Store in managing data attributes.
Feature Engineering with BigQuery ML
Explore how to perform feature engineering using BigQuery ML to improve model accuracy.
Hands-on with Keras and TensorFlow
Gain practical experience in feature engineering using Keras and TensorFlow.
Data Processing with Dataflow and Dataprep
Understand how to preprocess and explore data attributes using Dataflow and Dataprep.
Advanced Techniques with tf.Transform
Learn to use tf.Transform for advanced data transformation and feature engineering.

Upcoming cohorts

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