PML-Lecture1.pdf - PRACTICAL MACHINE LEARNING SHREENIDHI...

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PRACTICAL MACHINE LEARNING SHREENIDHI BHARADWAJ
PRACTICAL MACHINE LEARNING SHREENIDHI BHARADWAJ| ALL RIGHTS RESERVED | DO NOT DISTRIBUTE Welcome Introductions, Syllabus Review INTRODUCTION TO MACHINE LEARNING 2 1/8/2019
PRACTICAL MACHINE LEARNING SHREENIDHI BHARADWAJ| ALL RIGHTS RESERVED | DO NOT DISTRIBUTE About 1/8/2019 INTRODUCTION TO MACHINE LEARNING 3 Shreenidhi Bharadwaj Email : [email protected] LinkedIn : Twitter : @reachshree Bio Data Enthusiast, Analytics Practitioner Professional Practice Lead, M&A, WMP VP, Data & Analytics, Syndigo Director, Emerging Products, IRI Adjunct Faculty, University of Chicago, MS Analytics Program, Certificate Program Adjunct Faculty, Northwestern University, MS Data Science Program Other West Loop Cricket Association, Chicago AI & Data Engineering Chicago Arch Angels
PRACTICAL MACHINE LEARNING SHREENIDHI BHARADWAJ| ALL RIGHTS RESERVED | DO NOT DISTRIBUTE About 1/8/2019 INTRODUCTION TO MACHINE LEARNING 4 Christopher Fiore Email : [email protected] LinkedIn : Bio Data Enthusiast, Analytics Practitioner Professional SVP, Advanced Analytics, Bank of America Education MS in Predictive Analytics from Northwestern University BS in Economics from Merrimack College in Andover MA
PRACTICAL MACHINE LEARNING SHREENIDHI BHARADWAJ| ALL RIGHTS RESERVED | DO NOT DISTRIBUTE 1/8/2019 INTRODUCTION TO MACHINE LEARNING 5 Module 1 Introduction to Machine Learning Module 2 Supervised Learning for Regression Module 3 Supervised Learning for Classification Module 4 Trees & Random Forests Module 5 Unsupervised Learning Syllabus
PRACTICAL MACHINE LEARNING SHREENIDHI BHARADWAJ| ALL RIGHTS RESERVED | DO NOT DISTRIBUTE 1/8/2019 INTRODUCTION TO MACHINE LEARNING 6 Module 6 Neural Networks Module 7 Deep Learning for Computer Vision Module 8 Deep Learning (RNNs) for NLP Module 9 Neural Network Autoencoders Module 10 Final Exams Syllabus
PRACTICAL MACHINE LEARNING SHREENIDHI BHARADWAJ| ALL RIGHTS RESERVED | DO NOT DISTRIBUTE Textbooks Hands-On Machine Learning with Scikit-Learn & TensorFlow, 2 nd Edition - Aurélien Géron The Elements of Statistical Learning - Trevor Hastie, Robert Tibshirani, Jerome Friedman An Introduction to Statistical Learning 1/8/2019 INTRODUCTION TO MACHINE LEARNING 7
PRACTICAL MACHINE LEARNING SHREENIDHI BHARADWAJ| ALL RIGHTS RESERVED | DO NOT DISTRIBUTE Datasets - datasets/ - sets-data-science-project/ INTRODUCTION TO MACHINE LEARNING 8 1/8/2019

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