Learn how to use Google BigQuery to enhance your data engineering and machine learning skills in this practical, instructor-led course. Taught by experienced cloud architect and author Dan Sullivan, you’ll work with BigQuery’s serverless architecture, advanced SQL, and data warehousing features to efficiently manage and analyze large datasets. This course is suitable for both … [Read more...] about Google BigQuery for Data and ML Engineers
Machine Learning
Machine Learning – Anomaly Detection via PyCaret
In this 2 hour long project-based course you will learn how to perform anomaly detection, its importance in machine learning, set up PyCaret anomaly detection, create, visualize & compare anomaly detection algorithms all this with just a few lines of code. … [Read more...] about Machine Learning – Anomaly Detection via PyCaret
Introduction Course to Autoencoders, VAEs, and GANs
This deep learning course provides a comprehensive introduction to Autoencoders, Variational Autoencoders (VAE), and Generative Adversarial Networks (GANs). Begin by exploring how autoencoders compress and reconstruct data, and discover how VAEs add probabilistic modeling to enhance generative capabilities. Learn the VAE training process and implement a VAE using TensorFlow for … [Read more...] about Introduction Course to Autoencoders, VAEs, and GANs
Building a Machine Learning Solution
Welcome to Building a Machine Learning Solution, where you'll journey through the complete lifecycle of a machine learning project. This capstone course covers critical steps from problem definition to deployment and maintenance. You'll learn to define clear problem statements, collect and preprocess data, perform exploratory data analysis (EDA), and engineer features to … [Read more...] about Building a Machine Learning Solution
SPSS: Apply & Evaluate Cluster Analysis Techniques
This foundational course equips learners with the conceptual knowledge and practical skills needed to perform cluster analysis—an essential unsupervised machine learning technique—using SPSS. Through a blend of theoretical exploration and hands-on implementation, learners will define, differentiate, apply, and evaluate key clustering methodologies, including hierarchical … [Read more...] about SPSS: Apply & Evaluate Cluster Analysis Techniques