Big Data Analytics and Optimization (CPEE)

Dakshinamurthy Kolluru, Dr. Sreerama K. Murthy

Course Description

CPEE - Big Data Analytics and Optimization

is for students interested in all aspects of Analytics including working with Big Data using Hadoop. The course is fast paced to suit the needs of students, working professionals and employers. Each week, students spend 16 hours in the classroom. Most students spend another 20-40 hours on self-study, assignments, quizzes and project work during week days. Programming Expertise: R, Hadoop and its Ecosystem
Topical Expertise: Statistical Modeling, Data Analytics, Machine Learning, Text Mining and Optimization Techniques: Regression, Time Series, Decision Trees, Clustering, Association Rules, K-Nearest Neighbors, Neural Nets, SVM, Genetic Algorithms, Monte Carlo Simulations, Linear Programming, Quadratic Programming, etc.

Video Lectures

CPEE (CSE 7302c) Analytics - Forecasting and Prediction

on Dec 19, 2013
Rating:
5
Votes: 5
Views: 976
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Sentiment Analysis (Part 1) - Why Opinion Mining

by Dr. Sreerama K. Murthy
on Dec 19, 2013
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0
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Views: 983
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CPEE (CSE 7206c) - Sentiment Analysis (Part 2) - Feature-Based Sentiment Analysis

by Dr. Sreerama K. Murthy
on Dec 19, 2013
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0
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Views: 758
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CPEE (CSE 7206c) - Sentiment Analysis (Part 3) - Building Sophisticated Sentiment Extraction System

by Dr. Sreerama K. Murthy
on Dec 19, 2013
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0
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Views: 801
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CPEE (CSE 7304c) Big Data - Page Rank and Map Reduce

by Dr. Sreerama K. Murthy
on Dec 19, 2013
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0
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Views: 768
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CPEE (CSE 7302c) Big Data - Naive Bayes Models : Multivariate Bernoulli & Multinomial

by Dr. Sreerama K. Murthy
on Dec 19, 2013
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0
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Views: 606
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CPEE (CSE 7302c) - Central Limit Theorem in Analytics

by Dr. Abhinanda Sarkar
on Dec 19, 2013
Rating:
5
Votes: 5
Views: 610
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CPEE (CSE 7305c) - How to construct a Decision Tree?

by Dr. Sreerama K. Murthy
on Dec 19, 2013
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0
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Views: 538
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CPEE (CSE 7302c) - Expectation Calculation in Analytics

by Dr. Abhinanda Sarkar
on Dec 19, 2013
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0
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Views: 532
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CPEE (CSE 7304c) - Hadoop & MapReduce - Ecosystems

by Dr. Sreerama K. Murthy
on Dec 19, 2013
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0
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Views: 630
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