ug-header-logo-img

Post Graduate Certificate in Product Management

Duke CE

12 Months

ug-header-img

Post Graduate Certificate in Product Management

Duke CE

12 Months

ug-header-img

Post Graduate Certificate in Product Management

Duke CE

12 Months

ug-header-img

Post Graduate Certificate in Product Management

Duke CE

12 Months

ug-header-img

Post Graduate Certificate in Product Management

Duke CE

12 Months

ug-header-img

Master of Science in Machine Learning & AI

Fully revamped to provide the latest skills in Machine Learning and AI! Kick-start your journey with a Master's from Liverpool John Moores University, ranked in the top 1% of globally recognized universities. Learn in-demand skills such as Generative AI, Deep Learning, NLP, Reinforcement Learning & work on 15+ industry projects, multiple programming tools & a dissertation. 700+ learners from Singapore have already signed up for our programs.

In association with
APPLY NOW
  DOWNLOAD SYLLABUS

With Industry Experts From

flipkart_white (1) gramener_white actify_white

Fully Online

Format

700+

Learners from Singapore

15+

Industry Projects

Become a Generative AI Leader

Newly launched Elective in Gen AI

85+ Countries

Learner Base

20 months

Recommended 15 hrs/week

April 30, 2024

Program Start Date

Accredited from Institute of Analytics

Programme Overview

Key Highlights

Certification__1650889137940

AI Mastery: Advanced Techniques and Applications

assignments

Live sessions to cover ChatGPT, Open AI, Dall, Midjourney & more tools

mentorship

Get a WES (World Education Services) Recognised Masters degree

alumnistatus

Designed for Working Professionals

doubtresolution

6 Practical Hands-on Capstone Projects

studentmentor

15+ Case Studies and Assignments

llm_jgls_icon_faculty__1594368998373

Live Coding Classes & Profile Building Workshops

workingprofessional

Get LJMU Alumni Status

workingprofessional

Get access to LJMU Supervisors for guidance on Research & Dissertation

placement

Access to Global Job Opportunities with an M.Sc. from LJMU, UK

workingprofessional

Accredited by Institute of Analytics UK (IOA)

studentmentor

Dedicated Student Success Mentor & Career Mentor for 360 Degree Support

doubtresolution

Student Support is available 7 days a week, 24*7

hoursoflearning

750+ Hours of Learning

mentorship

Daily Doubt Resolution Sessions

Eligibility:-

  • 50% (or equivalent) Bachelor's Degree preferably in a Mathematical/ Statistical background.
  • Recommended 1 year of work experience in programming/ analytics. 

Syllabus

Experience 750+ hours of best-in-class content developed by leading faculty & industry leaders in the form of videos, case studies & projects

  DOWNLOAD SYLLABUS

20 Programming Languages, Tools & Libraries Covered

Generative AI tools covered

Master's Degree from LJMU
With a heritage that stretches back to 1823, Liverpool John Moores University, UK is now one of the largest and most well-established universities in the UK. It has been ranked in the Top 100 World Young Universities & Top 50 in the UK by Student Satisfaction.
With a heritage that stretches back to 1823, Liverpool John Moores University, UK is now one of the largest and most well-established universities in the UK. It has been ranked in the Top 100 World Young Universities & Top 50 in the UK by Student Satisfaction.
Click to zoom
  • Complete all courses to achieve this prestigious M.Sc. Degree from LJMU, UK to jump-start your career in ML & AI
  • Get access to the complete digital library of LJMU to research & write your dissertation
  • Earn a Master's degree which is recognized by WES, at 1/10th the cost of an offline program

Instructors

Learn from leading ML & AI faculty and industry leaders

Syllabus

Experience 750+ hours of best-in-class content developed by leading faculty & industry leaders in the form of videos, case studies & projects

  DOWNLOAD BROCHURE
  • 750+

    Hours of Content

  • 12+

    Case Study and Projects

  • 40+

    Live Sessions

  • 11

    Coding Assignments

  • 20

    Tools, Languages & Libraries

  • 6

    Capstone Projects to Choose From

  • EDA + Welcome
  • Intro to Git & Github
  • Lending club case study
  • Inferential Stats
  • Hypothesis Testing

  • Linear Regression Module
  • Linear Regression Assignment:Bike sharing company(demand regression)
  • Logistic Regression
  • Naive Bayes
  • Model Selection
  • Revision week - Skill test

  • Advanced Regression
  • Advance regression assignment + SVM (Optional)
  • Tree Models
  • Random Forests + Practical Considerations
  • Boosting - 1
  • Unsupervised Clustering
  • PCA
  • Telecom Churn Case Study
  • Buffer - Skill test

  • Introduction to Neural Networks - Part1
  • Introduction to Neural Networks - Part2
  • Convolutional Neural Networks
  • Assignment: Convolutional Neural Networks
  • CNN : Practical Considerations
  • Recurrent Neural Networks
  • Gesture Recognition - Project
  • Exam on Sunday End of the week
  • Revision week - Skill test (DL)

  • NLP - Lexical Processing
  • NLP - Syntactic Processing
  • NLP Assignment - Syntactic Processing
  • NLP - Semantic Processing
  • Ticket classification Project
  • Buffer - Skill test(NLP)

  • Pre-Requisite Module
  • Introduction to MLops
  • Designing Machine Learning Systems
  • Experimenting with Data and Model using MLflow
  • Automating and Orchestrating piepelines with Airflow
  • Building continuous learning infrastructure
  • MLOps Project
  • Advanced NLP - Introduction to Attention Mechanism
  • Advanced NLP - Introduction to Transformers
  • Advanced CV - Object Detection & Semantic Segmentation
  • MLOps + Deployment: DL (Theory)
  • MLOps + Deployment: DL (Case Study)
  • Exam on Sunday End of the week
  • Revision week - Skill test()

  • Advanced NLP - Introduction to Attention Mechanism
  • Advanced NLP - Introduction to Transformers
  • "Fundamentals of Generative AI, ChatGPT & Prompt Engineering using Non Reasoning, Chain of Thought & Advanced Techniques"
  • Product Development using OpenAI APIs, Fine Tuning using STaR technique in Python
  • Integrating speech using Whisper API and application deployment using Flask
  • Fundamentals of Multimodal LLMS like Stable Diffusion, Mid Journey
  • "Fundamentals of Design, Photography & Product Development using Stable Diffusion in Python & Applications of LLMs for Data Science problems like clustering, classification"
  • GenAI Project
  • Applications of LLMs to create Embeddings for Large Documents
  • Applications of Vectorstores like Pinecone to store and index embeddings of large documents
  • Understand the importance of LangChain and it's applications
  • Initialise the agents, tools and vectorstore for storage and retrieval
  • Connect the components using Chain and explore the power of tools in LangChain
  • Scale and Deploy Generative AI Apps using Azure OpenAI services
  • Future Developments in Generative AI

  • Capstone

  • Introduction to Research and Research Process
  • Research Design
  • Literature Reviewing
  • Research Project Management
  • Report Writing and Presentation Skills
  • Scientific Ethics

  • Investigate dietary patterns and metabolite fingerprints of takeaway (fast) food consumers using PCA and clustering methods Investigate a diagnosis of eye diseases using imaging ophthalmic data Structure medical images with information geometry Using Social media feed to place tweets regarding natural disasters on a map Preventing credit card fraud through pattern recognition Developing a recommender system for a Media giant Risk modelling for Financial activities and Investment Banking

Industry Projects

Learn through real-life industry projects sponsored by top companies across industries
 
  • Engage in collaborative projects with student-mentor interaction

  • Benefit by learning in-person with Expert Mentors

  • Personalized subjective feedback on your submissions to facilitate improvement

Benefits with upGrad

360 Degree Career Support services, Personalized Mentorship from Industry Experts, Hands-on Projects, Peer Networking opportunities & a whole lot more to help you master Machine Learning & AI.

upGradAdv__1624286908843
Cost Effective
  • Upgrade your career at 1/10 the cost of the same on campus program
Learn and Earn
  • Get world class credentials without leaving your job from the comfort of your home

Outcomes__1624340811145
Industry Driven
  • Learn through curriculum created by the industry for the industry
  • Learn and get coached by leading industry experts from around the globe
Flexible
  • Experience world class education on-demand through our proprietary app and website
Unparalleled Support
  • Work with a dedicated upGrad buddy who will handhold you throughout the program
  • Get expert verified resolutions for all your doubts within hours
  • Weekly live sessions with industry experts on doubts, career & communication

careeroutcomes__1624286779724
Career Preparation
  • Rigorous career preparation with resume feedback, personal branding on LinkedIn
  • Career booster content to help understand how to search for jobs, prepare for interviews, negotiate your salary etc.
  • Industry mentorship - Receive mentorship from industry leaders of the domain to help you reach your desired career goal
Networking
  • Opportunity to network with accomplished professionals, faculty and industry experts from 50+ countries
  • Part of 50K+ alumni base who are working in top companies like Amazon, ESPN, Visa, Microsoft, E&Y, Accenture.

Our Learners Work At

Top companies from all around the world have recruited upGrad alumni

Student Reviews

Admission Process

There are 3 simple steps in the Admission Process which is detailed below:

APPLY NOW
APPLY NOW

Program Fees: USD 6,500

referrals-image
Refer someone you know and receive cash reimbursements of up to $500!*
*More details under the referral policy under Support Section

What You Benefit from This Program

  • Master of Science in ML & AI Without Quitting Your Job
  • Cutting-Edge Curriculum Designed by Industry Experts & Experienced Faculty
  • Alumni Status from Liverpool John Moores University
  • Upskill yourself with 450+ learning hours

Empowering learners of tomorrow

Over 2,300 students have completed this course and started working at their dream job, whats stopping you?

START APPLICATION

Frequently Asked Questions

This program 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, and have spent at least 2 years as a working professional. You should also have some experience with R/Python/Scala.
Statistician: If you received formal education in statistics or mathematics and have at least 2 years of working experience.
Data Engineer/Big Data Engineer: If you have at least 2 years of 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 worked on creating and deploying software/apps for at least 4 years, you are comfortable with object-oriented programming and know C/C++/Java/Python or a similar language.

The program will benefit you in different ways depending on your prior experiences:
Data Scientist or Senior Data Analyst: The program 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 program 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 program 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 program 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.

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

 

This program 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 program demands consistent work and time commitment over the entire duration of 18 months.

 

This program is NOT intended to serve as an entry point to the field of Data Science. It is aimed at developing professionals who can be absorbed into Senior Data Scientist and Machine Learning/AI roles. Our Master's Degree in Machine Learning Program is aimed at facilitating the transition of professionals to the Machine Learning field.

 

Post completion of the program, a certificate in Executive PG Program in Machine Learning and AI will be granted from IIIT Bangalore and a Master's Degree from LJMU.

 

Please find the link to the LJMU Collaborative Provision Register, where students can verify validation of the award on the LJMU web pages.

Please find the link to the Program Specifications of the MSc ML & AI program on the LJMU website.

The content will be a mix of asynchronous lectures from industry leaders as well as world-class faculty. Additionally, the program comprises of some live lectures or hangout sessions dedicated to solving your academic queries and to reinforce learning.
 

upGrad, IIITB, LJMU, world-class faculty, and many industry leaders have committed a lot of time in conceptualising and creating this program to make sure that the candidates can receive the best possible learning experience. Hence, we want to make sure that the participants of this program also show a very high level of commitment and passion for Machine Learning and AI.

 

The applicants will have to take a selection test designed to check their mathematical and programming abilities. The applicants can skip the test if they meet the following criteria:

 

Minimum 1 year of work experience in a technical domain or a degree in mathematics or Statistics with programming experience.

Disclaimer:

1. upGrad does not grant credit; credits are granted, accepted or transferred at the sole discretion of an educational institution. upGrad does not make any representations regarding the recognition or equivalence of the credits or credentials awarded, unless otherwise expressly stated. If you intend to pursue a post graduate or doctorate degree upon completion of this course or apply for employment which requires specific credits, we advise you to enquire further regarding the suitability of this degree for your academic and/or professional requirements before enrolling.

**All telephone calls will be recorded for training and quality purposes.

**If we are unavailable to attend to your call, it is deemed that we have your consent to contact you in response.

upGrad Learner Support

Call us now
OR
 
Write to us at query@upgrad.com
Monday - Friday | 9:30 am to 7:30 pm SGT.
 
*All telephone calls will be recorded for training and quality purposes.
*If we are unavailable to attend to your call, it is deemed that we have your consent to contact you in response.