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I am 6 months into learning ML. This is hands down the best book on getting upto speed and getting completely acquainted to most of the ML programming needs for early learners. Just give it a go and pick up the laptop along. You will learn almost everything. Best to learn python first with courses on Coursera and dive into this.
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems