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Online Course

Practical Machine Learning with Tensorflow

Google , NPTEL and Indian Institute of Technology Madras via Swayam

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

Taught by

Prof. Ashish Tendulkar and Prof. Balaraman Ravindran

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