Machine Learning With Mahout

This course will introduce you to the fundamentals of machine learning, and where Mahout fits in the Hadoop ecosystem. The course will provide a blend of Machine Learning Techniques, recommendation system, and Mahout on Hadoop and Amazon EMR.

Course Objectives

After the completion of Apache Mahout Course at Spectramind, you should be able to:

• Gain an insight into the Machine Learning techniques.
• Understand various Machine Learning Techniques and how to implement these using 'Apache Mahout'.
• Understand the recommendation system.
• Learn Collaborative filtering, Clustering and Categorization.
• Overview of recommendation platform.
• Analyse Big Data using Hadoop and Mahout.
• Implementing a recommender using MapReduce.

Who should go for this course?

This course is designed for all those who are interested in learning Big Data technologies and write intelligent applications using Apache Mahout.

Pre-requisites

Some of the prerequisites for learning Apache Mahout are familiarity with Hadoop framework and other ecosystem components . Also, having a mathematical background with Beginner level Java development knowledge will be an added advantage. The basic Java and Hadoop knowledge is recommended and not mandatory as these concepts will also be covered during the course.

Why Learn Apache Mahout?

In the modern information age of exponential data growth, the success of companies and enterprises depends on how quickly and efficiently they turn vast amounts of data into actionable information. Whether it's for processing hundreds or thousands of personal e-mail messages a day or driving user intent from petabytes of weblogs, the need for tools that can organize and enhance data has never been greater. Therein lies the premise and the promise of the field of machine learning and Apache Mahout.

Module 1
Introduction to Machine Learning and Apache Mahout
Learning Objectives - This module will give you an insight about what 'Machine Learning' is and How Apache Mahout algorithms are used in building intelligent applications.
Topics - Machine Learning Fundamentals, Apache Mahout Basics, History of Mahout, Supervised and Unsupervised Learning techniques, Mahout and Hadoop, Introduction to Clustering, Classification.

Module 2
Mahout and Hadoop
Learning Objectives - In this module you will learn how to set up Mahout on Apache Hadoop. You will also get an understanding of Myrrix Machine Learning Platform.
Topics__ - Mahout on Apache Hadoop setup, Mahout and Myrrix. .

Module 3
Recommendation Engine
Learning Objectives - In this module you will get an understanding of the recommendation system in Mahout and different filtering methods.
Topics - Recommendations using Mahout, Introduction to Recommendation systems, Content Based (Collaborative filtering, User based, Nearest N Users, Threshold, Item based), Mahout Optimizations.

Module 4
Implementing a recommender and recommendation platform
Learning Objectives - In this module you will learn about the Recommendation platforms and implement a Recommender using MapReduce.
Topics - User based recommendation, User Neighbourhood, Item based Recommendation, Implementing a Recommender using MapReduce, Platforms: Similarity Measures, Manhattan Distance, Euclidean Distance, Cosine Similarity, Pearson's Correlation Similarity, Loglikihood Similarity, Tanimoto, Evaluating Recommendation Engines (Online and Offline), Recommendors in Production.

Module 5
Clustering
Learning Objectives - This module will help you in understanding 'Clustering' in Mahout and also give an overview of common Clustering Algorithms.
Topics - Clustering, Common Clustering Algorithms, K-means, Canopy Clustering, Fuzzy K-means and Mean Shift etc., Representing Data, Feature Selection, Vectorization, Representing Vectors, Clustering documents through example, TF-IDF, Implementing clustering in Hadoop, Classification.

Module 6
Classification
Learning Objectives - In this module you will get a clear understanding of Classifier and the common Classifier Algorithms.
Topics - Examples, Basics, Predictor variables and Target variables, Common Algorithms, SGD, SVM, Navie Bayes, Random Forests, Training and evaluating a Classifier, Developing a Classifier.

Module 7
Mahout and Amazon EMR
Learning Objectives - At the end of this module, you will get an understanding of how Mahout can be used on Amazon EMR Hadoop distribution.
Topics - Mahout on Amazon EMR, Mahout Vs R, Introduction to tools like Weka, Octave, Matlab, SAS.

Module 8
Project Discussion
Learning Objectives - In this module you will develop an intelligent application using Mahout on Hadoop.
Topics - A complete recommendation engine built on application logs and transactions.

 Registration Details

Course Fee:
Single Nomination:
Training Fees : INR 15,000 (Inclusive of +12.36% service tax).

Avail Special Discounts Avail Special Discounts Avail Special Discounts Avail Special Discounts
5% Discount for Early Bird Registrations (15 Days in advance to the program date) 5% Discount on Task force of 4 to 7 10% Discount on task Force of 8 and above 10% discount applicable to BA/PMP/CSBA/IREB/CSTE / CSQA/CISSP/CFPS/CSPM/CAPM /CISA/ Qualified Professionals, IIBA/PMI /SEG /CII/SPIN /CSI and NASSCOM Members

NOTE: Only one discount option is applicable at any time

 Course Dates, Venue & Timings:

Sl.No. State City Batch1-Date Batch1-Date Batch2-Date Batch2-Date Batch3-Date Batch3-Date Batch4-Date Batch4-Date Venue Contact
01 AP Hyderabad 14-Oct’13 15-Oct’13 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14 Flat 617,Annapurna block, Aditya enclave, Ameerpet, Hyderabad-500016 Jason-91-40-64568797
02 AP Hyderabad 14-Oct’13 15-Oct’13 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14   Software Units layout , inside side of Raheja Mind Space , back of  Inorbit mall ,  Hightech City ,  Hyderabad-500081 Jason-91-40-64568797
03 Karnataka Bangalore - - 2-Nov’13 3-Nov'13 7-Dec’13 8-Dec’13 4-JAN’14 5-JAN’14 DBS center , Cunningham road , Bangalore Sundar Raju
04 Tamilnadu  Chennai - - 9-Nov’13 10-Nov’13 14-Dec’13 15-Dec’13 11-JAN’14 12-JAN’14 CHENNAI, CitiCentre , Level 6, 10/11 Dr.Radhakrishna Salai,Chennai,Tamil Nadu,600 004,India Mr.Balaji : 0 87545 11800
05 Maharashtra Mumbai 19-oct'13 20-Oct'13 9-Nov’13 10-Nov’13 14-Dec’13 15-Dec’13 18-JAN’14 19-JAN’14 DBS Heritage,Prescot Road,Opp. Cathedral Sr. School,Fort, Mumbai 400001. DBS Heritage (From Airport instruct the car / cab driver to drive to Fort, Fashion Street. It’s near Siddharth College, Budha Bhavan. Also there are schools like J. P. Pettit School & Cathedral Sr. School Mr.Vasudev
06 Delhi Delhi/Gurgaon/Noida 26-Oct'13 27-Oct'13 23-Nov'13 24-Nov'13 28-Dec’13 29-Dec’13 25-JAN’14 26-JAN’14 Paharpur Business Centre, 21, Nehru Place Greens, New Delhi - 110019   Arun
07 Maharashtra Pune - 9-Nov’13 10-Nov’13 9-Dec’13 10-Dec’13 9-JAN’14 10-JAN’14 Panchasheel tech park,Yerwada, Pune Mr.Manish
08 Westbengal Kolkata 19-Oct’13 20-Oct’13 19-Nov’13 20-Nov’13 19-Dec’13 20-Dec’13 20-JAN’14 21-JAN’14   Constantia, 6/F,Constantia, Dr. U. N. Brahmachari Marg, Kolkata Mr.Hamid : 9088159989
09 Gujarat    Ahmedabad 23-OCT’13 24-OCT’13 23-NOV'13 24-NOV'13 23-DEC'13 24-DEC'13 24-JAN’13 25-JAN’13  Aakruti Complex,Nr. Stadium Cross Road, Navrangpura,Ahmedabad-380009, Gujarat, INDIA Mr.Alok
10 AP Vishakhapatnam - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14 DBS center Vijay -94400 89341
11 Bihar Patna - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14  DBS Center, Patna Jason
12 Chhattisgarh Raipur - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14  DBS center ,Raipur Jason
13 Madhya Pradesh Indore - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14 Indore Arun :9755598333
14 Haryana Chandigarh - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14 Spectramind, 1708/1,  Sector – 39-B, Chandigarh- 160 036 Kavita
15 Kerala     Cochin   - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14 ThomasMount ,ICTA Building,Changampuzha Nagar P.O.,Cochin- 682 033 Mr.Manoj: 9995881093
16 Kerala Trivandrum - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14  Hotel Classic Avenue, Thampanoor, Trivandrum, Kerala. Mr.Manoj
17 Orissa Bhubaneshwar - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14 Vani Vihar, Bhubaneshwar Mr. Satya Deep : 95811 98770
18 Rajasthan Jaipur - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14  DBS center,Jaipur Mr.Manish
19 Tamilnadu    Coimbatore - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14  DBS Center Mr.Balaji
20 Uttar Pradesh Lucknow - - 4-Nov’13 8-Nov’13 2-Dec’13 6-Dec’13 6-JAN’14 10-JAN’14  DBS center,Lucknow Mr.Sandeep

Call/SMS :vijay :0-9440089341 ; Email : moc.snoitulosdnimartceps|ofni#moc.snoitulosdnimartceps|ofni

Pls send us your query , will answer back within 24Hrs: Thanks in advance for contacting us

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