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Optimize Models with Optuna: Adaptive Hyperparameter Tuning | View in the Skills Network Catalog

Learn adaptive hyperparameter tuning with Optuna using PyTorch and scikit-learn to optimize machine learning models for better performance. In this guided project, you’ll explore how automated hyperparameter optimization improves a wide range of machine learning workflows. You’ll work hands-on with the Optuna framework to define search spaces, evaluate trials, and apply pruning to cut training time and computational costs. This project breaks down complex concepts into clear tasks, allowing you to focus on learning in a fully online environment without setup or configuration hassles.

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Scala 101 | View in the Skills Network Catalog

Scala is a very unique programming language. It is compatible with Java yet a bit different, as it supports two programming paradigms: object-oriented programming (OOP) and functional programming (FP). Scala is also being used in Big data space along with Apache Spark, which has further fueled its adoption by many Java developers interested in Big Data Space. Learning Scala will certainly make you more marketable. Many companies are using or migrating to Scala these days, including Twitter, LinkedIn, Foursquare, and Quora.