Course description

Instructor

Ajay Nayak

Lead Instructor and CTO at UI5CN

Ajay Nayak is the Lead Instructor and CTO of UI5CN and has about 15 years of experience with Enterprise Technologies and Innovation. Previously he has worked with some of the reputed names like SAP®, Capgemini®, Skybuffer and Statoil® as a developer, consultant, architect and subject matter expert respectively. An Interesting fact about Ajay is, that he started development at a very early age of 15 and according to him, learning should be interactive and engaging. And keeping an element of fun in it can make even difficult concepts simple to understand.
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Machine learning and the world of artificial intelligence (AI) are no longer science fiction. They’re here!
Get started with the new breed of software that is able to learn without being explicitly programmed, machine learning can access, analyze, and find patterns in Big Data in a way that is beyond human capabilities. The business advantages are huge, and the market is expected to be worth $47 billion and more by 2020.
In this course, you will implement your own custom algorithm on top of SAP®'s HANA® Database, which is an In-Memory database capable of Performing huge calculation over a large set of Data. We are going to use Native SQL to write the algorithm of Naive Bayes.  Naive Bayes is a classical ML algorithm, which is capable of providing a surprising result, it is based out of the probabilistic model and can outperform even complex ML algorithm.

In this course, we are going to start from the basics and move slowly to the implementation of the ML algorithm. We are not using any third party libraries but will be writing the steps in the Native SQL, so our code can take advantage of HANA® DB in-memory capabilities to run faster even when Data Set grows large.

What knowledge & tools are required?

  • Basic Understanding of SAP® Ecosystem

Who should take this course?

  • Associate Software Consultant
  • Software Consultant
  • Senior Consultant
  • Architect and Solution Architect


What will students achieve or be able to do after taking your course?

  • Learn Basics of Machine Learning in Enterprise World
  • Learn SAP® HANA XSJS and Use it for Machine Learning(ML) Algorithm Implementation
  • Learn HANA® SQL Scripting in Details and Implement ML Algo
  • Learn Theory and Practical of Implementing Custom ML Algorithm
  • Build Simple End-to-End ML App with SAP® HANA® 

Course curriculum

  • Introduction to The Course

      Duration: 2 min

    • Introduction to Machine Learning

  • Machine Learning With SAP® HANA®

      Duration: 72 min

    • Why Machine Learning and Problem Solving Techniques

    • Problem solving techniques in ML and Intro to Naive Bayes

    • A Basic Approach to Solving Sentiment Analysis Using Naive Bayes Part-1

    • A Basic Approach to Solving Sentiment Analysis Using Naive Bayes Part-2

    • Language Used for Implementing NB Algorithm

    • All development Code and Repositories:

    • Creating the Procedure

    • Extracting Words From Test String

    • Calculating Posterior Probability Using NB Part-1

    • Calculating Posterior Probability Using NB Part-2