Machine Learning for Data Science
Course Description:
This course is an introduction to the interdisciplinary and emerging field of data science. The course will introduce the concept of Data Science especially in the Big Data era. The students will learn the process of data science, which starting from data understanding, data preparations, data engineering, predictive analytics and data visualization. The course covers a range of Hadoop technologies, machine learning techniques in large scale manner, model evaluation and deployment. In addition, Machine Learning tools such as Spark MLlib and Google Cloud Platform will be covered in this course.
Some Examples of Course Material: https://goo.gl/rSBJRE
Online Registration >> HERE
Duration : 3 Days (9:00 - 16:30)
Fee : 12,900 Baht exclude VAT ( 10,900 Baht exclude VAT with your own computer )
(Fee includes Course Material + Coffee Break and Lunch)
Training Venue: Skulthai Surawong Tower 8th floor (Near MRT Sam Yan Exit 1) >> See Map
Training Schedule
- 13 - 15 February 2018
- 20 - 22 June 2018
- 17 - 19 October 2018
Instructor:
Mr. Aekanun Thongtae (See Profile >> Here)
- Big Data Consultant at IMC Institute
- Former Manager of Architecture and Prototype at EGA
- Guest Lecturer in Many University, Courses of Data Mining and Information Security
- Former Director of Relations Network at Student Loan Fund
Associate Professor Dr. Thanachart Numnonda (See Profile >> Here)
Executive Director, IMC Institute
- Ex-Director, Software Park Thailand
- Certified Sun Java Instructor
- Lead Instructor for Mini Master of Java Technology KMITL
- Instructor for many universities and public organizations
Who Should Attend
This course is designed for individual, who are interested in Data Science. Moreover, it is a fundamental course to individual who plan to become Data Scientist or to work in the data science career.
Prerequisite
- Strong interested in Data Science, Basic knowledge of computer programming and statistics.
- Familiarity with Hadoop and knowledge of Python (recommended not mandatory).
Benefits
- Understand the Data Science, several Machine Learning Techniques , and Big Data Technologies for Data Science
- Gain experiences of Spark MLlib and ML Pipeline and other tools on cloud.
- Being able to utilize and apply the Data Science processes to Big Data problem.
- Obtain knowledges of implementing Predictive Analytics with real world cases, such as Prediction of Loan Payment and Clustering of Network Interactions.
Course Outline
Day 1:
- Introduction to Data Science and Methodology.
- Introduction to Machine Learning.
- Classification
- Clustering
- Recommendation
- Introduction to Big Data and Hadoop Ecosystem for Data Science Process.
- Hands-on: Jupyter for Data Science.
Day 2
- Basic Programming using Spark Core and Spark SQL.
- Basic Programming using Spark MLlib and ML pipeline.
- Hands-on: Python and Spark for Classification.
- Hands-on: Python and Spark for Clustering.
Day 3
- Data Science with Jupyter on Google Dataproc/ Google Datalab.
- Hands-on: Prediction of Loan Payment.
- Hands-on: Clustering of Network Interaction.
Online Registration >> HERE
Payment Condition
Payment may be paid in full or 50% deposit at least 7 days prior to the start of the course. The payment could be paid by the following methods
- Account transfer to "IMC Institute" Saving account no. 616-2-07327-1 , Kasikorn Bank, Sathorn Square Branch.
or
- Cheque should be made payable to "IMC Institute"
Notes: In case you choose to pay 50% deposit, we would request the remaining 50% to be paid at the registration desk before the beginning of the course.
Contact Person
For more information, contact our course coordinator on:
Ms.Kwanhathai Thavornpong / Ms.Sunisa Kamhangwaratit
Mobile: 087-593-7974, 088-192-7975
Tel: 02-233-4732
E-mail: kwanhathai@imcinstitute.com / sunisa@imcinstitute.com /contact@imcinstitute.com