Post Graduate Certificate in Data Science & Machine Learning
Learn about the core concepts of data science and machine learning through the Post Graduate Certificate in Data Science & Machine Learning Course.
Online
6 Months
1,12,500 INR Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study, Virtual Classroom | Video and Text Based |
Course Overview
The Post Graduate Certificate in Data Science & Machine Learning Training Course is a 100% online course that explores the fundamental aspects of data science and machine learning. The course offered on the Coursera learning platform covers the foundation of data analytics and AI.
Post Graduate Certificate in Data Science & Machine Learning Live Course is provided by the experts at the Indian Institute of Technology Roorkee, one of the topmost technical institutes in India. The course can be accessed by anyone without prior programming knowledge.
After completion of the course through video lectures, projects and group assignments, learners will receive a professional. Post Graduate Certificate in Data Science & Machine Learning.
The Highlights
- Certificate of completion
- 100% online course
- Live online classes
- Industry oriented curriculum
- 6 months duration
- 6 to 8 weekly study hours
- Self-paced learning
- Faculty feedback
- Real world projects
- Group assignments
Programme Offerings
- Certificate of completion
- 6 months duration
- 6 to 8 Weekly Study
- Industry Oriented Curriculum
- live online classes
- Real World Case Studies
- Projects
- Group assignments
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | Coursera |
The Post Graduate Certificate in Data Science & Machine Learning Course total fee is $1,500 (Rs.1,12,862). You can explore different payment options while enrolling.
Post Graduate Certificate in Data Science & Machine Learning Course Fee Structure
Course | Amount in USD | Amount in INR |
Post Graduate Certificate in Data Science & Machine Learning | $1,500 | Rs. 1,12,500 |
Eligibility Criteria
- No prior coding experience is required for the course.
- Candidates are required to have basic knowledge of high school mathematics including linear algebra, calculus, and statistics.
- Experience in using spreadsheets is recommended.
What you will learn
After completing the Post Graduate Certificate in Data Science & Machine Learning Classes, you will gain knowledge about the following topics:
- Applications in ML and ML algorithms
- Vector spaces and subspaces
- Statistical techniques for data analysis
- Data analytics, Python and R
- Optimization algorithms in machine learning
- Testing of hypothesis
- Machine learning techniques for AI
Who it is for
The course can be opted by anyone interested in the field of data science and machine learning and aspires to become data scientists or data analysts.
Admission Details
Given below are the steps to enroll in the Post Graduate Certificate in Data Science & Machine Learning Training Course:
Step 1: Go to the official website by clicking on the URL given below -
https://www.coursera.org/certificates/data-science-machine-learning-iitr
Step 2: Click on the Enroll Now' option on the page.
Step 3: Enter your name, email id, and other credentials to proceed.
The Syllabus
- Creating visualization of various linear transformations
- Developing clear understanding of eigenvalues and eigenvectors with applications in ML
- How projection operators work to project data in various ML algorithms
- Special types of matrices with their important properties
- Vector spaces
- Vector subspaces
- Symmetric and orthogonal matrices
- Statistical techniques required to analyze data
- Statistical thinking needed for data analysis
- Techniques from multivariable calculus useful in data analytics and machine learning
- Optimization algorithms required in machine learning
- Gradient Calculus
- Testing of hypothesis
- Writing code using common Python & R functionality
- Writing code using Pandas and R to work with data and perform data exploration tasks
- Preparing, analyzing, and interpreting basic inferential statistics results
- Developing code to create insightful visualization using Matplotlib, Pandas, Seaborn, and R
- Machine learning concepts and lifecycle of an ML project
- Dimensionality reduction: Principal component analysis (PCA)
- Linear and logistic regressions
- Linear and kernel Support Vector Machines (SVM)
- Clustering: K-means
- Decision Trees
- Neural Networks
- Adjust to team work environments and gain industry-like experience in a machine learning project
- Familiarize oneself with the Kaggle platform and understand the objective of the analytics problem in the project
- Download data and produce first prototype of the ML model
- Experiment with their ML model to improve its performance
- Submit the project and share the learnings as a team
Instructors
IIT Roorkee Frequently Asked Questions (FAQ's)
No, prior experience in Python or R is not required to apply for the course.
Yes, all learners who complete the course will receive a certification by the Indian Institute of Technology, Roorkee.
No, the course is available only for those who pay the fee.
Yes, you have the option to seek a refund within 2 weeks after the programme starts.
The Post Graduate Certificate in Data Science & Machine Learning Online Course is available on the Coursera learning platform.