PG Certificate Program in Data Science and Machine Learning

Get Life-time alumni status at Manipal Prolearn with Curated Jobs & Networking Opportunities

Course Snapshot
  • FeeINR 1,00,000
  • Work Experience0 - 30 Years
  • Delivery MethodOnline
Course Detail

About the Program:

India needs nearly 200,000 analytics professionals in the next two-three years. To address the dearth of data scientists in India, Manipal Academy of Higher Education (erstwhile Manipal University) has put together an industry relevant course, in collaboration with the industry leader in Data Science - Gramener.

This Post Graduate Certificate Program in Data Science and Machine Learning is designed to provide you with a broad understanding of concepts like statistical analysis, exploratory data analysis, data visualization, and machine learning. For programmers & non-programmers alike, this course is designed to help learners enter the field of Data Science.

Learning Outcomes:

- Perform data analysis, modelling, predictive analysis, and story-telling through data visualization which is crucial to business decision-making
- Understand and use Big Data technologies as enablers to deploy enterprise information management and solve business problems.
- Start your career as AI Developer, AI Engineer, Data Scientist.Apply the methods, tools and techniques to real-world problems by leveraging technologies such as Python, R, Excel, SQL, Machine Learning, Tableau, Hadoop, Pig, Hive, Apache Spark and Storm, and other open source and proprietary products as well.
- Communicate analytics problems, methods, and findings effectively orally, visually, and in writing post this online data science & machine learning course.
- Help companies make critical decisions through analysis, modelling, visualization to make informed business decisions.

Manipal ProLearn Career Leap Assurance:

- At least 3 case studies or hackathons during each course
- At least one industry project and one capstone project (at the end of the course)
- Industry exposure through participation in at least 2 meetups during the tenure. Access to industry expert sessions delivered online for non-Bangalore learners
- One career networking event, designed to provide learners the opportunity to interact with prospective hirers
- One Career Leap session, to provide mentoring on key industry job trends and tips on preparation for these jobs
- Life-time alumni status at Manipal ProLearn (access to curated jobs & networking opportunities)

Course Benefits:

- Networking session with hiring companies
- Exposure to 3 real industry projects
- Lifetime Alumni Privileges

Course Modules

Module 1: Data Analysis and Visualization
- Introduction to Statistics
- Probability
- Sampling and Sampling Distributions
- Testing of Hypothesis
- Simple Correlation
- Regression
- Essentials of Exploratory Data Analysis
- Foundational Concepts of Business Statistics
- Foundational Concepts of Data Handling
- Data Analysis Techniques
- Visual Communication Elements
- Visualizing Structured Data and Big Data
- Storytelling with Data

Module 2: Artificial Intelligence and Machine Learning
- Introduction to AI
- Applications of AI
- AI, ML and DL
- Introduction to ML
- ML Techniques
- ML with SCIKIT-LEARN
- ML Algorithms
- Training and Deploying Models
- Text Analytics
- Natural Language Processing

Module 3: Big Data Analytics
- Introduction to Big Data and Hadoop
- HDFS Architecture
- HDFS Operations
- Architecture of MAP-Reduce
- MAP-Reduce Job Execution
- Apache Pig
- Apache Hive
- Apache SQOOP, OOZIE AND HUE
- Apache HBASE
- Hadoop Serialization and Compression
- APACHE SPARK & SCALA
- Streaming
- Real Time Deployment and Distribution
- Capstone Project for Data Science & Machine Learning