Practical Machine Learning with Tensorflow

COURSE OUTLINE: This will be an applied Machine Learning Course jointly offered by Google and IIT Madras. We will cover the basics of Tensorflow and Machine Learning in the initial sessions and advanced topics in the latter part. After this course, the students will be able to build ML models using Tensorflow.

Lecture 1: Overview of Tensorflow.
Lecture 2: Machine Learning Refresher.
Lecture 3: Steps in Machine Learning Process.
Lecture 4: Loss Functions in Machine Learning.
Lecture 5: Gradient Descent.
Lecture 6: Gradient Descent Variations.
Lecture 7: Model Selection and Evaluation.
Lecture 8: Machine Learning Visualization.
Lecture 9: Deep Learning Refresher.
Lecture 10: Introduction to Tensors.