Reference Material for Advance Algorithm ( Clustering, Classification, Time series analysis)

classification
time_series
clustering

#1

I am a fresher in Analytics domain and want to go deeper in this domain and read about topics and algorithm specially Clustering, Classification, Time series analysis. Can you suggest some good book or online content to read about these. It would benefit me more if you guide me through contents having description while working on case studies.

Thanks,
Imran


#2

Hi Imran,

Coursera is running series of courses on data analysis using R - https://www.coursera.org/specialization/jhudatascience/1?utm_medium=courseDescripTop. You can jump into specific course like “Practical Machine Learning” if you are comfortable other topics.

Also look at - http://online.stanford.edu/course/statistical-learning-winter-2014

Online books:
http://statweb.stanford.edu/~tibs/ElemStatLearn/
http://www-bcf.usc.edu/~gareth/ISL/

Read articles from Analytic Vidhya. Also follow analytics blogs to understand pitfall and improvements happening different techniques and areas.