Introduction to Machine Learning

Overview

You'll begin by using SageMaker Studio to perform exploratory data analysis. Know how and when to apply the basic concepts of machine learning to real world scenarios.  The Introduction to Machine Learning program is offered by Udacity.

Create machine learning workflows, starting with data cleaning and feature engineering, to evaluation and hyperparameter tuning. Finally, you'll build new ML workflows with highly sophisticated models such as XGBoost and AutoGluon.

Course Skills

• Introduction to Machine Learning

Feature engineering • Machine learning fluency • AI business context • Machine learning use cases • Data loading with sagemaker • Amazon s3 • Model training • Linear models • Xgboost • Autogluon • Pandas • Sagemaker studio notebooks • Model performance metrics • Hyperparameter tuning • Tree-based models • Sagemaker ground truth • Machine learning lifecycle • Dataset annotation • Sagemaker jumpstart • Machine learning dataset fundamentals • scikit-learn • Automated machine learning • Sagemaker data wrangler