Executive PG Programme in Machine Learning & AI - Profcyma Career Solutions LLP

Executive PG Programme in Machine Learning & AI

The best selling program with a 4.5 star rating. Learn in-demand skills such as Deep Learning, NLP, MLOps, AI strategy building, work on 15+ industry projects & multiple programming tools.

2+ Million

Learners

India's #1

Technical University (Private)

Source – India Today, 2021

13 Months

Recommended 15 hrs/week

Jan 31, 2022

Start Date

5 out of 6 Learners

Get Positive Career Growth

Program Overview

Key Highlights

Designed for Working Professionals

15+ Case Studies and Assignments

Live Coding Classes & Profile Building Workshops

600+ Hours of Learning

No Cost EMI Option

No Cost EMI Option

Dedicated Student Success Mentor

3 Electives to customise your learning path

Career Mentorship Sessions(1:1)

High Performance Coaching(1:1)

Just-in-Time Interviews

Industry Readiness Assessments

Exclusive Job opportunities Portal

AI Powered Profile Builder

Personalised Industry Session

Career Bootcamp

Top Subjects You Will Learn

Machine Learning, Deep Learning, Computer Vision, Natural Language Processing, Transformers, Cloud and MLOps

Target Audience

Engineers, Software and IT Professionals, Data Professionals

Job Opportunity

Data Engineer, Data Scientist, Machine Learning Engineer, MLOps Engineer

Minimum Eligibility

Bachelor’s Degree with 50% or equivalent passing marks. Minimum 1 year of work experience in a technical domain or a degree in mathematics or Statistics with programming experience

Programming Languages and Tools Covered

Executive PG Programme from IIIT Bangalore

Complete all the courses successfully to obtain this prestigious recognition from IIITB with a specialization in any of the following: Natural Language Processing, Deep Learning, Business Intelligence/ Data Analytics, Business Analytics, Data Engineering

 

  • Gain IIITB Alumni status & connect with a global network of accomplished IIITB alumni
  • Build a strong network for life with opportunities to connect to Machine Learning Industry experts & your experienced fellow learners

Syllabus

Best-in-class content by leading faculty and industry leaders in the form of videos, cases and projects, assignments and live sessions.
  • Introduction to Python
  • Python for Data Science
  • Data Visualisation in Python
  • Data Analysis Using SQL (Optional)
  • Advanced SQL and Best Practices (Optional)
  • Data Analysis in Excel
  • Analytics Problem Solving
    • Exploratory Data Analysis
    • Cloud Essentials: Intro to Git & Github
    • Inferential Statistics
    • Hypothesis Testing
    • Lending Club Case Study
    • Linear Regression
    • Linear Regression Assignment
    • Logistic Regression
    • Naive Bayes
    • Model Selection
    • Advanced Regression
    • Advanced Regression Assignment
    • Support Vector Machine (Optional)
    • Tree Models
    • Model Selection – Practical Considerations
    • Boosting
    • Unsupervised learning: Clustering
    • Unsupervised Learning: Principal Component Analysis
    • Telecom Churn Case Study
    • Data Modelling
    • SQL Best Practices
    • SQL Assignment: IMDb Movies
      Advanced Excel
    • NoSQL Databases and Best Practices
    • Introduction to Big Data and Cloud
    • Hive and Querying
    • Hive Case Study
    • Visualisation using Tableau
    • Sports Analytics – IPL Visualisation Assignment
    • Visualization using PowerBI
    • Visualization using Plotly
    • Data Storytelling
    • Plotly Case Study
    • Capstone Project
    • Inferential Statistics and Hypothesis
    • Testing
    • Linear Regression – I
    • Linear Regression – II
    • Logistic Regression
    • Assignment
    • Decision Trees
    • Random Forest Trees
    • Assignment
    • Principal Component Analysis + Linear Algebra
    • Clustering
    • Introduction to Neural Nets with TensorFlow
    • Convolution Neural Networks
    • Melanoma Detection Assignment
      Recurrent Neural Networks
    • Lexical Processing
    • Syntactical Processing
    • Syntactic Processing – Assignment
    • Semantic Processing
    • Case Study: Classifying Customer Complaint Tickets
    • Cloud Essentials: Intro to AWS
    • Working with AWS: case study
    • MLOps: Introduction
    • MLOps: Data Lifecycle
    • MLOps: Model Lifecycle
    • MLops Assignment
    • Advanced CV
    • Advanced CV
    • MLOps + Deployment: DL (Theory)
    • MLOps + Deployment: DL (assignment)

    Cloud Essentials: Intro to AWS

    Working with AWS: case study

    MLOps: Introduction

    MLOps: Data Lifecycle

    MLOps: Model Lifecycle

    MLops Assignment

    Advanced NLP

    MLOps + Deployment: NLP (Theory)

    MLOps + Deployment: NLP (assignment)

    • Cloud Essentials: Intro to AWS
    • Working with AWS: case study
    • MLOps: Introduction
    • MLOps: Data Lifecycle
    • MLOps: Model Lifecycle
    • MLops Assignment
    • AI Strategy Framework, Structured Problem Solving/ Data Storytelling
    • Mapping ML with Data architecture strategy
    • Executing AI Strategy
    • AI strategy: Assignment
    • Classical Reinforcement Learning
    • Assignment -Classical Reinforcement Learning
    • Deep Reinforcement Learning
    • Reinforcement Learning Project

    The upGrad Advantage

    Strong hand-holding with dedicated support to help you master Data Science

    Job Opportunities

    More Info

    Career Assistance

    More Info

    Practical Learning and Networking

    More Info

    Admission Process

    Online Eligibility Test

    Fill out an application and take a short 45 mins Online test with 8 questions.

    Review & Shortlisting of Suitable Candidates

    Our faculty will review all applications. Following this, a virtual interview will be conducted before offer letters will be rolled out so you are assured a great peer group to learn and network with.

    Content

    Make a quick block payment with assistance from our loan partners where required, receive immediate access to the prep content and begin your upGrad journey.

    Programme Fee – Indian Residents

    INR 2,99,000 (incl. taxes)
    Starting at INR 7,992/month. No Cost EMI options available.

    Student Reviews

    After just 6 months of starting my AI and ML journey, I have been rewarded with a Data Scientist position in Tech Mahindra with a very hefty package and this is just after going halfway through the program.

    Saurav Kant Kumar

    upGrad learner, 15 Years Experience

    According to me this particular program is pretty useful and adds value because of its structured approach, strict schedule, deadlines and the discipline in learning that the overall process brings along.

    Amarpal Sing

    Analyst,, Nice

    I appreciate the platform upGrad has provided and how they have arranged modules and assignments. Modules are locked until you complete the previous one, so it feels like clearing a semester and going to the next one.

    Anshu Srivastava

    Research Assistant,, Nice

    Frequently Asked Questions

    How do I know if this programme is for me?

    This programme is for you if you are a:

    Data Scientist or Senior Data Analyst: If you are comfortable with data wrangling, have implemented statistical or machine learning models in the past, or if you have any prior experience as a working professional. You should also have some experience with R/Python/Scala.

    Statistician: If you received formal education in statistics or mathematics or if you have any prior working experience. 

    Data Engineer/Big Data Engineer: If you have any prior experience in creating data pipelines/handling data warehouses and you have created ETL procedures. In addition, you should be familiar with various frameworks and tools like Hadoop and Spark.

    Software Developer: If you have prior experience on creating and deploying software/apps, you are comfortable with object-oriented programming and know C/C++/Java/Python or a similar language.

    How will this programme benefit me?

    The programme will benefit you in different ways depending on your prior experiences:

    Data Scientist or Senior Data Analyst: The programme will familiarise you with the advancements in ML and AI. It will also help you understand the mathematics behind algorithms and how you can modify them to suit your needs so that you can transition to a Senior Data Science or Machine Learning role.

    Statistician/Mathematician: Apart from familiarising you with the advancements in ML and AI, the programme will help you understand how to define a structured approach to solve a business problem, and equip you with the right tools so that you can transition to a Machine Learning or Data Science role.

    Data Engineer/Big Data Engineer: The programme will set up a solid foundation of Statistics, Machine Learning, and AI along with problem-solving skills so that you can solve enterprise-level problems. It will build upon your existing knowledge of various tools to make you a Full-Stack Machine Learning or Data Science professional.

    Software Developer: The programme will help you create a strong foundation of Statistics, Machine Learning, and Business Understanding. It will leverage your existing knowledge of programming and expand the technologies you are familiar with so that you can become a well-rounded Machine Learning professional.

    What is this programme intended to do?

    This programme intends to produce extremely well-rounded data scientists and AI professionals with deep knowledge of mathematics, expertise in relevant tools/languages, and understanding of cutting-edge algorithms and applications.

    What can I expect out of this programme?

    This programme is designed for working professionals looking to pick up skills in advanced concepts like Reinforcement Learning, Graphical Models, NLP, Deep Learning along with a solid foundation of Statistics. This programme demands consistent work and time commitment over the entire duration of 13 months.

    Is there any certification at the end of the programme?

    Post completion of the programme, an Advanced Certification in Machine Learning and Cloud will be granted from IIT Madras & a M.Sc. degree from Liverpool John Moores University.

    About WES Recognition

    Please note that the WES approval status of the Executive Post Graduate Program (EPGP-DS/MLAI/SD) shall be known by early 2022. We would like to inform you that this program (under an earlier name) was approved by WES and accorded 1 year diploma equivalency status. While the name of the program has changed to reposition the program in the market, the program curriculum, delivery and learning outcomes remain the same and as such we are cautiously optimistic that the WES approval status shall remain unchanged. We will inform you about WES approval status by early 2022 or alternatively to know the status, you may apply to WES with requisite information and documents on your successful completion of the program. upGrad and IIITB in no way take responsibility in case WES does not recognise the program.

    For queries, feedback & assistance

    upGrad Learner Support

    Disclaimer:

    upGrad is India’s largest online higher education company, as per monthly visit data and total visits data for the last 28 days received from similarweb, as on April 13, 2020. Deakin University CRICOS Provider Code 00113B.