Data Science-Corporate Program

Overview

Manipal Global Academy of Data Science offers corporate programs for organizations interested in assessing new hires and upskilling existing employees in the field of data science. The programs are delivered by veteran industry experts from the data science field. The cloud-hosted digital content ensures seamless learning. “Hands on” programming environment and group projects are offered to provide the learners a feel of the “corporate” work culture. 

Data Science Assessment platform

We understand every organisation is different and the expectation from every job role is unique. We conduct pre joining assessment for new hires. We conduct assessments for charting out training interventions which are role based programs.  

The academy offers corporate programs such as Boot Camps, Advanced Programs and Customised solutions. 

Boot Camps

Intensive courses are offered to introduce new joinees to the basics of data science, familiarise them with analytics technologies, and top it up with  a relevant domain, and get them ready to be productive from day one in an analytics role.

Advanced Programs

Machine Learning

  • Introduction to Data Analysis
  • Data Cleansing and Transformation
  • Introduction to Machine Learning and Data Science
  • Regression 
  • Classification
  • Clustering
  • Recommendation System
  • Case Study / Labs

Statistical Analysis

  • Introduction to Statistics and Probability
  • Sampling and Sampling Distributions
  • Testing of Hypothesis
  • Introduction to Data Science
  • Data Analysis
  • Statistical Methods Applications for Dimension Reduction
  • Statistical methods applications using Regression
  • Statistical methods applications using Clustering
  • Case Study / Labs

Advanced Machine Learning

  • Advanced Regression Techniques
  • Advanced Clustering Techniques
  • Ensemble Methods including Random Forest
  • Support Vector Machines
  • Gradient Descent Techniques
  • Naïve Bayes
  • Time Series Models and Forecasting
  • Artificial Intelligence
  • Neural Networks
  • Deep Learning Methods
  • Case Study / Labs

IOT Analytics

  • Characteristics of IOT data
  • Overview of Streaming data analysis
  • Streaming Clustering Algorithms
  • Anomaly Detection Algorithms
  • Walkthrough of MOA Package
  • Complex Event Processing
  • Case Study / Labs

Programming of Data Science or Data Science with R/Python

  • Introduction to Software, and Operating Systems (OS)
  • Introduction to Programming
  • Control Structures
  • Functions and Algorithms, Complexity
  • Data Manipulations and transformations
  • Simple Data Analysis
  • File Operations
  • Basic Visualisation 
  • Case Study / Labs

Customer Analytics

  • Introduction to Business Analytics
  • Customer Life cycle
  • Customer Life Time Value
  • Power of Customer data:  Collection Methods, Patterns in Browsing or Buying
  • Understanding Customers through  Descriptive Analytics
  • Predicting what customers will do through  Predictive Analytics
  • Case study  / Labs

Big Data Technologies

  • Big Data Concept
  • Big Data Programming Models
  • Getting started with Hadoop and components of Hadoop
  • Analysing Data with Pig
  • Analysing Data with Hive
  • Understanding Spark Capabilities
  • Case Study / Labs

Social Network Analysis

  • Network Analysis Introduction
  • Graph Techniques to Model Networks
  • Metrics in the Social Network Context
  • Network Analytics techniques
  • Tools for Network Analysis Techniques
  • Sentiment Analysis
  • Text Analytics on Social Media Text
  • Case Study of Social Network Analytics

*Other modules can be created on request, basis a viable learning group size. 

Customised Solutions

For companies in BFSI, IT, Retail, Healthcare domains as well as start-ups, specific training solutions in Data Science and analytics can be created.