Practical Machine Learning with Tensorflow

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Free Online Course: Practical Machine Learning with Tensorflow provided by Swayam is a comprehensive online course, which lasts for 8 weeks long. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from Swayam. Practical Machine Learning with Tensorflow is taught by Prof. Ashish Tendulkar and Prof. Balaraman Ravindran.

Overview
  • 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. INTENDED AUDIENCE: Any Interested Candidates PREREQUISITES: Programming in Python, Data Mining or Machine Learning or Data Science

Syllabus
  • COURSE LAYOUT

    Week 1: Getting started with TensorflowWeek 2: Overview of Machine Learning (Process and Techniques, Demonstration of ML concepts with Deep Playground)
    Week 3: Data Input and Preprocessing with Tensorflow
    Week 4: Machine Learning Model Building
    Week 5: Prediction with Tensorflow
    Week 6: Monitoring and evaluating models using TensorboardWeek 7: Advance Tensorflow (Building custom models - CNNs, Scaling up for large datasets)
    Week 8: Distributed training with hardware accelerators