Machine learning and artificial intelligence have become critical tools for dealing with global pandemics like COVID-19 by helping health organizations respond to emergencies. Machine learning is also widely used in industries like financial services, oil and gas, government, retail, and transportation. While machine learning algorithms have existed for some time, recent developments allow them to automatically perform complex calculations on large datasets. Common examples of machine learning applications include self-driving cars, online recommendations, sentiment analysis on social media, and fraud detection. Effective machine learning systems require data preparation, algorithms, automation, scalability, and ensemble modeling. The document advertises machine learning training bootcamps and courses that cover concepts, principles, techniques, and the application of machine learning