- 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
- Home
- Machine Learning and AI
- Master of Science in Machine AI
Master of Science in Machine Learning & AI
Kick-start your journey with a Master's from Liverpool John Moores University! Learn in-demand skills such as Generative AI, Deep Learning, NLP, and Reinforcement Learning. Work on 15+ industry projects, multiple programming tools & a dissertation.-
TypeMasters Degree
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Start DateSeptember 30, 2024
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Duration18-20 months
![program page hero image desktop-6](https://prod-mphs.upgrad.com/hs-fs/hubfs/program%20page%20hero%20image%20desktop-6.png?width=550&height=575&name=program%20page%20hero%20image%20desktop-6.png)
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- Recognised Masters Degree by WES |
- Institute of Analytics (IOA)
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Introduction To Master's In AI And ML From LJMU
Course Snapshot
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15+
Industry Projects
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85+ Countries
Learner Base
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20+
Tools & Libraries
- WES Recognized Degree
- LJMU Alumni Status
- AI Powered Profile Builder
- Generative AI integrated modules, tools, and projects
- Live and Pre-recorded sessions with Top LJMU, IIIT-B faculty, and industry experts
![img36](https://prod-mphs.upgrad.com/hs-fs/hubfs/img36.png?width=298&height=391&name=img36.png)
Key Highlights Of Masters In AI & ML
What is this course about?
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Program Benefits
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Career Paths
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Practical Learning and Networking
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Student Support
Program Benefits
- AI Mastery: Advanced Techniques and Applications
- Live sessions to cover ChatGPT, Open AI, Dall, Midjourney & more tools
- On-demand Mock Interviews for when you need to prepare for a hiring process
- Get a WES (World Education Services) Recognised Masters degree
- Resume Building tools
- Designed for Working Professionals
- 6 Practical Hands-on Capstone Projects
- Live Coding Classes & Profile Building Workshops
- Get access to LJMU Supervisors for guidance on Research & Dissertation
- Dedicated Student Success Mentor & Career Mentor for 360 Degree Support
- 750+ Hours of Learning
- Daily Doubt Resolution Sessions
The program prepares you for several in-demand data roles
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Machine Learning Engineer
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AI Engineer
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Software Developer
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Data Scientist
We provide a blended peer to peer learning and networking experience
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Live discussion forum for peer-to-peer doubt resolution
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Great networking opportunities with a pool of 10,000+ Alumni
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Insightful lab walkthroughs of industry-driven projects
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Improve with weekly real-time doubt clearing sessions
Student Support
- A dedicated program coordinator
- 24/7 support to answer all your queries! intstudentsupport@upgrad.com
- Centralised WhatsApp channels for queries
20 Programming Languages, Tools & Libraries Covered
![pandas (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/pandas%20(1).png?width=179&height=60&name=pandas%20(1).png)
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![nltk (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/nltk%20(1).png?width=180&height=60&name=nltk%20(1).png)
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![scikit__1576069294139-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/scikit__1576069294139-1.png?width=251&height=84&name=scikit__1576069294139-1.png)
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![cvvvv__1594805777099](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU%20-%20Master%20of%20Science%20in%20Machine%20Learning%20and%20AI/cvvvv__1594805777099.png?width=120&height=120&name=cvvvv__1594805777099.png)
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![vb__1596715650220](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU%20-%20Master%20of%20Science%20in%20Machine%20Learning%20and%20AI/vb__1596715650220.png?width=241&height=81&name=vb__1596715650220.png)
![fl__1596715668744](https://prod-mphs.upgrad.com/hs-fs/hubfs/fl__1596715668744.png?width=241&height=81&name=fl__1596715668744.png)
![bnb__1596715634782](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU%20-%20Master%20of%20Science%20in%20Machine%20Learning%20and%20AI/bnb__1596715634782.png?width=241&height=81&name=bnb__1596715634782.png)
![h__1596715687940](https://prod-mphs.upgrad.com/hs-fs/hubfs/h__1596715687940.png?width=241&height=81&name=h__1596715687940.png)
![excel (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/excel%20(1).png?width=180&height=60&name=excel%20(1).png)
![tensorflow-3](https://prod-mphs.upgrad.com/hs-fs/hubfs/tensorflow-3.png?width=250&height=84&name=tensorflow-3.png)
![?url=httpsik.imagekit.ioupgrad1marketing-platform-assetsspritesimagesKeras__1576589462707.png&w=128&q=75](https://prod-mphs.upgrad.com/hs-fs/hubfs/Imported%20images/%3Furl=httpsik.imagekit.ioupgrad1marketing-platform-assetsspritesimagesKeras__1576589462707.png%26w=128%26q=75.png?width=128&height=43&name=%3Furl=httpsik.imagekit.ioupgrad1marketing-platform-assetsspritesimagesKeras__1576589462707.png%26w=128%26q=75.png)
![?url=httpsik.imagekit.ioupgrad1marketing-platform-assetsspritesimagesmysql.png&w=128&q=75](https://prod-mphs.upgrad.com/hs-fs/hubfs/Imported%20images/%3Furl=httpsik.imagekit.ioupgrad1marketing-platform-assetsspritesimagesmysql.png%26w=128%26q=75.png?width=128&height=43&name=%3Furl=httpsik.imagekit.ioupgrad1marketing-platform-assetsspritesimagesmysql.png%26w=128%26q=75.png)
![python (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/python%20(1).png?width=179&height=60&name=python%20(1).png)
![spacy_logo_240X80__1623066819788-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/spacy_logo_240X80__1623066819788-1.png?width=240&height=80&name=spacy_logo_240X80__1623066819788-1.png)
Generative AI tools covered
![MID_Journey__1678681523172 (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/MID_Journey__1678681523172%20(1).png?width=180&height=60&name=MID_Journey__1678681523172%20(1).png)
![ChatGPT_logo__1678681640765 (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/ChatGPT_logo__1678681640765%20(1).png?width=180&height=60&name=ChatGPT_logo__1678681640765%20(1).png)
![stabilityAI__1678683093769 (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/stabilityAI__1678683093769%20(1).png?width=180&height=60&name=stabilityAI__1678683093769%20(1).png)
![HuggingFace__1678681783952 (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/HuggingFace__1678681783952%20(1).png?width=180&height=60&name=HuggingFace__1678681783952%20(1).png)
![dall-E-2__1678683027948 (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/dall-E-2__1678683027948%20(1).png?width=180&height=60&name=dall-E-2__1678683027948%20(1).png)
Masters In AI And ML Certification
Earn valuable Credentials & Recognition
Complete all the courses successfully to obtain this prestigious recognition from Liverpool John Moores University .
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![certificate-masters-in-ml-ai-ljmu-max](https://prod-mphs.upgrad.com/hs-fs/hubfs/certificate-masters-in-ml-ai-ljmu-max.jpeg?width=1500&height=1891&name=certificate-masters-in-ml-ai-ljmu-max.jpeg)
Master's Degree from LJMU
- 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
![screen1](https://prod-mphs.upgrad.com/hs-fs/hubfs/screen1.png?width=204&height=272&name=screen1.png)
Explore Our Learning Platform
Learn on an AI-powered & personalised platform with best-in-class
content, live sessions & mentoring from leading industry experts.
![screen2](https://prod-mphs.upgrad.com/hs-fs/hubfs/screen2.png?width=260&height=154&name=screen2.png)
LJMU Masters In AI And ML Syllabus
What will you learn?
Experience 750+ hours of best-in-class content developed by leading faculty & industry leaders in the form of videos, case studies & projects
Stats and EDA
5 Weeks
Topics (5)
- EDA + Welcome
- Intro to Git & Github
- Lending club case study
- Inferential Stats
- Hypothesis Testing
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Machine Learning - I
7 Weeks
Topics (6)
- Linear Regression Module
- Linear Regression Assignment:Bike sharing company(demand regression)
- Logistic Regression
- Naive Bayes
- Model Selection
- Revision week - Skill test
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Machine Learning - II
7 Weeks
Topics (9)
- 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
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Deep Learning
9 Weeks
Topics (9)
- 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)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Natural Language Processing
7 Weeks
Topics (6)
- NLP - Lexical Processing
- NLP - Syntactic Processing
- NLP Assignment - Syntactic Processing
- NLP - Semantic Processing
- Ticket classification Project
- Buffer - Skill test(NLP)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
ELective : MLops Elective
17 Weeks
Topics (14)
- 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
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Elective : Generative AI Elective
15 Weeks
Topics (15)
- 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
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Research Methodologies
10 Weeks
Topics (6)
- Introduction to Research and Research Process
- Research Design
- Literature Reviewing
- Research Project Management
- Report Writing and Presentation Skills
- Scientific Ethics
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Master's Dissertation
16 weeks
Topics (7)
- 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
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
INSTRUCTORS
Whom will you learn from?
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6 Instructors
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6 Industry Experts
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![gabriela-czanner](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/Master%20of%20Business%20Administration%20(MBA)%20Liverpool%20Business%20School%20-%20LBS/gabriela-czanner.jpeg?width=96&height=96&name=gabriela-czanner.jpeg)
Dr. Gabriela Czanner
![Untitled design-162](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-162.png?width=128&height=43&name=Untitled%20design-162.png)
Senior Lecturer in Statistics and Data Science at the Department of Applied Mathematics
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Dr. Gabriela Czanner is a Senior Lecturer in Statistics and Data Science at the Department of Applied Mathematics at Liverpool John Moores University (LJMU). Her expertise lies in the field of advanced statistics for decision support, particularly its applications in the rapidly evolving of artificial intelligence and machine learning masters (AI/ML). Dr. Czanner's passion for AI/ML extends beyond research. She is a dedicated educator who is committed to inspiring the next generation of data scientists. She teaches a variety of courses on AI/ML at LJMU, including the highly-regarded Masters in AI and Machine Learning program. Through her research, teaching, and commitment to industry collaboration, Dr. Gabriela Czanner is a leading figure in the field of AI/ML. Her work is helping to shape the future of this transformative technology.
Dr. Gabriela Czanner is a Senior Lecturer in Statistics and Data Science at the Department of Applied Mathematics at Liverpool John Moores University (LJMU). Her expertise lies in the field of advanced statistics for decision support, particularly its applications in the rapidly evolving of artificial intelligence and machine learning masters (AI/ML). Dr. Czanner's passion for AI/ML extends beyond research. She is a dedicated educator who is committed to inspiring the next generation of data scientists. She teaches a variety of courses on AI/ML at LJMU, including the highly-regarded Masters in AI and Machine Learning program. Through her research, teaching, and commitment to industry collaboration, Dr. Gabriela Czanner is a leading figure in the field of AI/ML. Her work is helping to shape the future of this transformative technology.
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![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![dhiya-al-jumeily](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/Master%20of%20Business%20Administration%20(MBA)%20Liverpool%20Business%20School%20-%20LBS/dhiya-al-jumeily.jpeg?width=96&height=96&name=dhiya-al-jumeily.jpeg)
Prof. Dhiya Al-Jumeily
![Untitled design-162](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-162.png?width=128&height=43&name=Untitled%20design-162.png)
Professor at the Faculty of Engineering and Technology
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Professor Dhiya Al-Jumeily, OBE, is a distinguished figure in the field of Artificial Intelligence (AI) and Machine Learning (ML). He holds a prominent position as a professor at the Faculty of Engineering and Technology, where he dedicates himself to teaching and inspiring the next generation of MS in AI and ML. Professor Al-Jumeily's dedication and achievements have earned him international recognition. He is a highly respected figure in the field, and his work has significantly impacted the advancement of Masters in ML and AI.
Professor Dhiya Al-Jumeily, OBE, is a distinguished figure in the field of Artificial Intelligence (AI) and Machine Learning (ML). He holds a prominent position as a professor at the Faculty of Engineering and Technology, where he dedicates himself to teaching and inspiring the next generation of MS in AI and ML. Professor Al-Jumeily's dedication and achievements have earned him international recognition. He is a highly respected figure in the field, and his work has significantly impacted the advancement of Masters in ML and AI.
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![Debabrat_Das__1626247875355](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU/Debabrat_Das__1626247875355.jpeg?width=96&height=96&name=Debabrat_Das__1626247875355.jpeg)
Dr. Debabrata Das
![Untitled design-154](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-154.png?width=128&height=43&name=Untitled%20design-154.png)
Director of IIIT Bangalore
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Dr. Debabrata Das, the esteemed Director of IIIT Bangalore, is a renowned expert in the rapidly evolving fields of Artificial Intelligence and Machine Learning Master. Having received his Ph.D. from the prestigious Indian Institute of Technology Kharagpur, his research interests lie primarily in the intersection of these cutting-edge technologies and their application in the domain of IoT and Wireless Access Networks.
Dr. Debabrata Das, the esteemed Director of IIIT Bangalore, is a renowned expert in the rapidly evolving fields of Artificial Intelligence and Machine Learning Master. Having received his Ph.D. from the prestigious Indian Institute of Technology Kharagpur, his research interests lie primarily in the intersection of these cutting-edge technologies and their application in the domain of IoT and Wireless Access Networks.
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![chandrashekar-ramanathan](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU%20-%20Master%20of%20Science%20in%20Machine%20Learning%20and%20AI/chandrashekar-ramanathan.jpeg?width=96&height=96&name=chandrashekar-ramanathan.jpeg)
Prof. Chandrashekar Ramanathan
![Untitled design-154](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-154.png?width=128&height=43&name=Untitled%20design-154.png)
Dean - Academics
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Prof. Chandrashekar has a Ph.D. from Mississippi State University and experience of over 10 years in several multinational organizations.
Prof. Chandrashekar has a Ph.D. from Mississippi State University and experience of over 10 years in several multinational organizations.
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![tricha-anjali](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU/tricha-anjali.jpeg?width=96&height=96&name=tricha-anjali.jpeg)
Prof. Tricha Anjali
![Untitled design-154](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-154.png?width=128&height=43&name=Untitled%20design-154.png)
Professor
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Prof. Anjali has a Ph.D. from Georgia Tech as well as an integrated M.Tech. (EE) from IIT Bombay.
Prof. Anjali has a Ph.D. from Georgia Tech as well as an integrated M.Tech. (EE) from IIT Bombay.
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![linkedin-squire-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/linkedin-squire-1.png?width=24&height=24&name=linkedin-squire-1.png)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![g-srinivasraghavan](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU/g-srinivasraghavan.jpeg?width=96&height=96&name=g-srinivasraghavan.jpeg)
Prof. G. Srinivasaraghavan
![Untitled design-154](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-154.png?width=128&height=43&name=Untitled%20design-154.png)
Professor
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Prof. Srinivasaraghavan has a Ph.D. in Computer Science from IIT Kanpur and 18 years of experience with Infosys and several other MNCs.
Prof. Srinivasaraghavan has a Ph.D. in Computer Science from IIT Kanpur and 18 years of experience with Infosys and several other MNCs.
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![linkedin-squire-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/linkedin-squire-1.png?width=24&height=24&name=linkedin-squire-1.png)
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![s-anand](https://prod-mphs.upgrad.com/hs-fs/hubfs/Imported%20sitepage%20images/s-anand.jpg?width=120&height=120&name=s-anand.jpg)
S. Anand
![gramener](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU/gramener.png?width=128&height=43&name=gramener.png)
CEO
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A gold medallist from IIM Bangalore, an alumnus of IIT Madras and London Business School, Anand is among the top 10 data scientists in India with 20 years of experience.
A gold medallist from IIM Bangalore, an alumnus of IIT Madras and London Business School, Anand is among the top 10 data scientists in India with 20 years of experience.
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![](https://prod-mphs.upgrad.com/hs-fs/hubfs/linkedin-squire-1.png?width=24&height=24&name=linkedin-squire-1.png)
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![mirza-rahim-baig](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU%20-%20Master%20of%20Science%20in%20Machine%20Learning%20and%20AI/mirza-rahim-baig.jpeg?width=96&height=96&name=mirza-rahim-baig.jpeg)
Mirza Rahim Baig
![8-Mar-27-2024-10-17-55-8889-AM](https://prod-mphs.upgrad.com/hs-fs/hubfs/8-Mar-27-2024-10-17-55-8889-AM.png?width=128&height=43&name=8-Mar-27-2024-10-17-55-8889-AM.png)
Lead | Business Analytics
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Advanced analytics professional with 8+ years of experience as a consultant in the e-commerce and healthcare domains.
Advanced analytics professional with 8+ years of experience as a consultant in the e-commerce and healthcare domains.
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![linkedin-squire-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/linkedin-squire-1.png?width=24&height=24&name=linkedin-squire-1.png)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![SajanK__1576576550562](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU/SajanK__1576576550562.jpeg?width=96&height=96&name=SajanK__1576576550562.jpeg)
Sajan Kedia
![myntra](https://prod-mphs.upgrad.com/hs-fs/hubfs/Website%20Page%20Assets/extras/alumni/myntra.png?width=240&height=81&name=myntra.png)
Ex- Data Science Lead
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He is graduated from IIT, BHU and has tons of experience in Data Science, Big Data, Spark, Machine Learning and Natural Language Processing.
He is graduated from IIT, BHU and has tons of experience in Data Science, Big Data, Spark, Machine Learning and Natural Language Processing.
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![linkedin-squire-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/linkedin-squire-1.png?width=24&height=24&name=linkedin-squire-1.png)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![rajeshsabapathy__1625819212942-1885c175203d4a1dacca93e19872c3dc](https://prod-mphs.upgrad.com/hs-fs/hubfs/rajeshsabapathy__1625819212942-1885c175203d4a1dacca93e19872c3dc.jpeg?width=120&height=120&name=rajeshsabapathy__1625819212942-1885c175203d4a1dacca93e19872c3dc.jpeg)
Rajesh Sabhapaty
![unitedhealthgroup-0975e5b9fa2247c882cb454bd7ff5b32](https://prod-mphs.upgrad.com/hs-fs/hubfs/unitedhealthgroup-0975e5b9fa2247c882cb454bd7ff5b32.png?width=128&height=43&name=unitedhealthgroup-0975e5b9fa2247c882cb454bd7ff5b32.png)
Sr Director, Data Science
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He has 10+ years of experience leading Data Science teams in various domains solving complex problems using Deep Learning & ML technique.
He has 10+ years of experience leading Data Science teams in various domains solving complex problems using Deep Learning & ML technique.
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![linkedin-squire-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/linkedin-squire-1.png?width=24&height=24&name=linkedin-squire-1.png)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![ujjayini-mitra](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU/ujjayini-mitra.jpeg?width=96&height=96&name=ujjayini-mitra.jpeg)
Ujjyaini Mitra
![Instructor_Company_Logo_Cube Ai-2de2f5abcbd64f05bc719db1d9e04b99](https://prod-mphs.upgrad.com/hs-fs/hubfs/Instructor_Company_Logo_Cube%20Ai-2de2f5abcbd64f05bc719db1d9e04b99.jpeg?width=73&height=25&name=Instructor_Company_Logo_Cube%20Ai-2de2f5abcbd64f05bc719db1d9e04b99.jpeg)
Head of Analytics
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An alumnus of McKinsey and Co., Flipkart, and Bharti Airtel with over 11 years of experience.
An alumnus of McKinsey and Co., Flipkart, and Bharti Airtel with over 11 years of experience.
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![linkedin-squire-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/linkedin-squire-1.png?width=24&height=24&name=linkedin-squire-1.png)
MS In AI And ML - Projects
Learn by Doing
Learn through real-life industry projects sponsored by top companies across industries
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Engage in collaborative projects with student-mentor interaction
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Benefit by learning in-person with Expert Mentors
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Personalized subjective feedback on your submissions to facilitate improvement
![Untitled design (30)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(30).png?width=150&height=40&name=Untitled%20design%20(30).png)
Credit EDA Assignment
In this assignment, you will work for a consumer finance company which specialises in lending various types of loans to urban customers and use EDA to analyse the patterns present in the data. This will ensure that the MSc in machine learning and AI applicants are capable of repaying the loan and are not rejected.
In this assignment, you will work for a consumer finance company which specialises in lending various types of loans to urban customers and use EDA to analyse the patterns present in the data. This will ensure that the MSc in machine learning and AI applicants are capable of repaying the loan and are not rejected.
Skills learned
- Data Cleaning
- Data Visualisation
- Data Analysis
- Data Interpretation
- MS in AI and ML
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design (32)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(32).png?width=150&height=40&name=Untitled%20design%20(32).png)
Model Selection Case Study -Telecom Churn
As a business analyst, I've been tasked with helping a telecom company combat customer churn, a major pain point in the competitive telecom industry. To achieve this, I propose a data-driven approach that leverages the power of Masters in Artificial Intelligence and Machine Learning.
As a business analyst, I've been tasked with helping a telecom company combat customer churn, a major pain point in the competitive telecom industry. To achieve this, I propose a data-driven approach that leverages the power of Masters in Artificial Intelligence and Machine Learning.
Skills learned
- Logistic Regression
- Tree Models
- Model Selection
- Feature Engineering
- Classification
- MSc Artificial Intelligence and Machine Learning
- Model Evaluation
- Business Problem Solving
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design (29)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(29).png?width=150&height=40&name=Untitled%20design%20(29).png)
Advanced ML Case Study - Telecom Churn
Telecom companies operate in a fiercely competitive landscape like artificial intelligence and machine learning masters, constantly grappling with the challenge of customer churn. A data scientist can play a critical role in identifying churn-prone customers and devising data-driven strategies to retain them, ultimately boosting customer lifetime value and improving profitability.
Telecom companies operate in a fiercely competitive landscape like artificial intelligence and machine learning masters, constantly grappling with the challenge of customer churn. A data scientist can play a critical role in identifying churn-prone customers and devising data-driven strategies to retain them, ultimately boosting customer lifetime value and improving profitability.
Skills learned
- Logistic Regression
- Tree Models
- Boosting
- Model Selection
- Regularization
- Feature Engineering
- Classification
- MS in Machine Learning and Artificial Intelligence
- Model Evaluation
- Business Problem Solving
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design (27)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(27).png?width=150&height=40&name=Untitled%20design%20(27).png)
Lending Club Case Study
In this assignment, you will work for a consumer finance company which specialises in lending various types of loans to urban customers and use EDA to analyse the patterns present in the data. This will ensure that the applicants are capable of repaying the loan and are not rejected.
In this assignment, you will work for a consumer finance company which specialises in lending various types of loans to urban customers and use EDA to analyse the patterns present in the data. This will ensure that the applicants are capable of repaying the loan and are not rejected.
Skills learned
- Data Cleaning
- Data Visualisation
- Data Analysis
- Data Interpretation
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design (35)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(35).png?width=150&height=40&name=Untitled%20design%20(35).png)
Bike Sharing Assignment
Build a regression model to understand the factors on which the demand for bike sharing systems vary on and help a company optimise its revenue.
Build a regression model to understand the factors on which the demand for bike sharing systems vary on and help a company optimise its revenue.
Skills learned
- Data Cleaning
- Data Visualisation
- Data Analysis
- Data Interpretation
- Linear Regression
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design (31)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(31).png?width=150&height=40&name=Untitled%20design%20(31).png)
Advanced Regression Assignment
Build a regularized regression model to understand the most important variables to predict housing prices in a US market
Build a regularized regression model to understand the most important variables to predict housing prices in a US market
Skills learned
- Data Cleaning
- Data Visualisation
- Data Analysis
- Data Interpretation
- Generalized Linear Regression
- Regularization
- Hyperparameter Tuning
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design-170-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-170-1.png?width=150&height=40&name=Untitled%20design-170-1.png)
Melanoma Detection Assignment
Build a custom convolutional neural network neural network from scratch in Tensorflow to identify the type of skin cancer from image.
Build a custom convolutional neural network neural network from scratch in Tensorflow to identify the type of skin cancer from image.
Skills learned
- Data Understanding
- Data Visualization
- Convolutional Neural Network
- Model Building and Training
- Data Augmentation
- Class Imbalance
- Model Evaluation
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design (33)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(33).png?width=150&height=40&name=Untitled%20design%20(33).png)
Gesture Recognition Project
Make a Smart TV system which can control the TV with user’s hand gestures as the remote control.
Make a Smart TV system which can control the TV with user’s hand gestures as the remote control.
Skills learned
- Data Understanding
- 3D Convs
- CNN-RNN
- Generator Functions
- Model Building and Training
- Model Tuning
- Model Evaluation
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design-175](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-175.png?width=150&height=40&name=Untitled%20design-175.png)
Custom Entity detection in Healthcare data
Build a custom NER to get the list of diseases and their treatment from a medical healthcare dataset.
Build a custom NER to get the list of diseases and their treatment from a medical healthcare dataset.
Skills learned
- Regular expressions
- Text cleaning
- Bag-of-Words model
- TF-IDF
- Model building
- PoS tagging
- Parsing
- NER
- Custom NER and CRF
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design (36)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(36).png?width=150&height=40&name=Untitled%20design%20(36).png)
Classification of customer complaints
Create a solution that will help in identifying the type of complaint ticket raised by the customers of a multinational bank
Create a solution that will help in identifying the type of complaint ticket raised by the customers of a multinational bank
Skills learned
- Data Cleaning
- Data Preprocessing
- Data Visualisation
- Feature Extraction
- Topic Modelling
- Model Building
- Model Inference
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design-176](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-176.png?width=150&height=40&name=Untitled%20design-176.png)
Lead Scoring
Build an end-to-end MLOps pipeline for an edtech company to identify customers most likely to convert and streamline the overall lead conversion process
Build an end-to-end MLOps pipeline for an edtech company to identify customers most likely to convert and streamline the overall lead conversion process
Skills learned
- Pycaret
- MLflow
- Data Ingestion Pipeline
- Model Training Pipeline
- Model Inference Pipeline
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![9-Apr-05-2024-12-22-56-7693-PM](https://prod-mphs.upgrad.com/hs-fs/hubfs/9-Apr-05-2024-12-22-56-7693-PM.png?width=150&height=40&name=9-Apr-05-2024-12-22-56-7693-PM.png)
Style Transfer using GAN's
Build a Model for converting MRI images from one type (T1) into other (T2) and vice versa.
Build a Model for converting MRI images from one type (T1) into other (T2) and vice versa.
Skills learned
- Custom model building
- Model tuning
- Data cleaning and wrangling
- EDA and visualisation
- Generative Adversarial Network (GAN)
- CycleGAN
- ML Modelling
- Model Evaluation
- Business Problem Solving
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![2-Apr-05-2024-12-22-56-6735-PM](https://prod-mphs.upgrad.com/hs-fs/hubfs/2-Apr-05-2024-12-22-56-6735-PM.png?width=150&height=40&name=2-Apr-05-2024-12-22-56-6735-PM.png)
Sales Forecasting
Help an European pharma giant accurately forecast sales at their individual stores
Help an European pharma giant accurately forecast sales at their individual stores
Skills learned
- Data Understanding
- Data Preparation
- Time Series Analysis - ARIMA, SARIMA, VAR, VARMAX
- Model evaluation
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![4-Apr-05-2024-12-22-56-8247-PM](https://prod-mphs.upgrad.com/hs-fs/hubfs/4-Apr-05-2024-12-22-56-8247-PM.png?width=150&height=40&name=4-Apr-05-2024-12-22-56-8247-PM.png)
Eye for the Blind
Build a model that can help any visually impaired person in understanding image present before them.
Build a model that can help any visually impaired person in understanding image present before them.
Skills learned
- Computer vision
- Image captioning
- Text to speech
- CNN-RNN based architecture
- Attention model
- Custom model building using Tensorflow
- Data preparation using Tensorflow
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design-173](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design-173.png?width=150&height=40&name=Untitled%20design-173.png)
Sentiment analysis based Product Recommender system
Build a sentiment analysis based product recommendation system to recommend the similar products to the users. Sentiment analysis is used to fine tune the product recommendation system.
Build a sentiment analysis based product recommendation system to recommend the similar products to the users. Sentiment analysis is used to fine tune the product recommendation system.
Skills learned
- Data preparation
- Lexical Processing
- ML Model building
- Recommender System
- Model evaluation
- Model deployment
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
![Untitled design (25)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Untitled%20design%20(25).png?width=150&height=40&name=Untitled%20design%20(25).png)
News Recommender System
Build a model to using the concepts of natural language processing and recommender systems to recommend news stories to users on a popular news platform.
Build a model to using the concepts of natural language processing and recommender systems to recommend news stories to users on a popular news platform.
Skills learned
- Data Preparation
- Collaborative Filtering
- Content-based Filtering
- Hybrid Recommender System
- Exploratory data analysis
- Machine learning
- Model building
- Model evaluation
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Machine Learning Masters Programs Class Profile
Who've enrolled for this course?
The program is designed for people from various sectors. The variety of students enriches class discussions and
interactions.
By Industry
By Work Experience
By Highest Qualification
By Degree Type
By Age
By Gender
How will upGrad support you?
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.
Industry Driven
- Learn through curriculum created by the industry for the industry
- Learn and get coached by leading industry experts from around the glob
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
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.
GGU DBA Alumni Careers
Our Learners upGrad alumni Work At
Success stories
What Our Learners Say
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/quotes.png)
Updated with the latest industry practices and trends
My transformative journey with upGrad has been nothing short of remarkable. The program provided me with a comprehensive learning experience that equipped me with the latest tools and skills used in the industry. From design to publishing, I learned how to navigate through every stage of a project efficiently.One aspect that particularly impressed me was the platform itself. It's user-friendly and constantly evolving based on student feedback, ensuring that we have access to the best resources and learning materials available. The live classes conducted by industry professionals were invaluable, keeping me updated with the latest industry practices and trends.Overall, I am extremely satisfied with what I've learned through upGrad. It's not just about acquiring knowledge but also about connecting with professionals and building a network that will be beneficial for my career growth. I am truly grateful for the opportunity to be a part of this transformative journey with upGrad.
My transformative journey with upGrad has been nothing short of remarkable. The program provided me with a comprehensive learning experience that equipped me with the latest tools and skills used in the industry. From design to publishing, I learned how to navigate through every stage of a project efficiently.One aspect that particularly impressed me was the platform itself. It's user-friendly and constantly evolving based on student feedback, ensuring that we have access to the best resources and learning materials available. The live classes conducted by industry professionals were invaluable, keeping me updated with the latest industry practices and trends.Overall, I am extremely satisfied with what I've learned through upGrad. It's not just about acquiring knowledge but also about connecting with professionals and building a network that will be beneficial for my career growth. I am truly grateful for the opportunity to be a part of this transformative journey with upGrad.
Read More![Machine Learning Cassandra Pratt Romero](https://prod-mphs.upgrad.com/hs-fs/hubfs/Machine%20Learning%20Cassandra%20Pratt%20Romero.png?width=90&height=90&name=Machine%20Learning%20Cassandra%20Pratt%20Romero.png)
Cassandra Pratt Romero
Software Engineer at Microsoft
6 Years of Experience
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/quotes.png)
The urge to upskill myself led me to join this program
The urge to upskill myself led me to join this program. The program has been really great and has instilled a sense of confidence in me. The idea that i am part of something that is going to bring a revolution in near future is incredible. Post upGrad, i plan to continue my journey into the vast ocean of Artifical Intelligence and make a good name for myself.
The urge to upskill myself led me to join this program. The program has been really great and has instilled a sense of confidence in me. The idea that i am part of something that is going to bring a revolution in near future is incredible. Post upGrad, i plan to continue my journey into the vast ocean of Artifical Intelligence and make a good name for myself.
Read More![Machine Learning Atul Chauhan](https://prod-mphs.upgrad.com/hs-fs/hubfs/Machine%20Learning%20Atul%20Chauhan.png?width=90&height=90&name=Machine%20Learning%20Atul%20Chauhan.png)
Atul Chauhan
Applied Controls Engineer at Daikin
8 Years of Experience
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/quotes.png)
The progress in AI and ML in the last decade sparked my curiosity about this topic
The progress in AI and ML in the last decade sparked my curiosity about this topic. The UpGrad program looked well planned and built, with a reasonable price. The offline mode of education allowed me to study and learn while working at my job. During my learning journey with upGrad, I reinforced and learned new concepts I plan to use in my daily life and professional career. In the future, I will continue working and learning about these topics and applying them to my jobs.
The progress in AI and ML in the last decade sparked my curiosity about this topic. The UpGrad program looked well planned and built, with a reasonable price. The offline mode of education allowed me to study and learn while working at my job. During my learning journey with upGrad, I reinforced and learned new concepts I plan to use in my daily life and professional career. In the future, I will continue working and learning about these topics and applying them to my jobs.
Read More![Machine Learning Jheser Guzman Illanes](https://prod-mphs.upgrad.com/hs-fs/hubfs/Machine%20Learning%20Jheser%20Guzman%20Illanes.png?width=90&height=90&name=Machine%20Learning%20Jheser%20Guzman%20Illanes.png)
Jheser Guzman Illanes
Vice President of Software Engineering at JPMorgan Chase & Co.
18 Years of Experience
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/quotes.png)
It was a fantastic journey so far with the support of UpGrad team
I wanted to get into the ML\AI space for some time and decided to enroll in UpGrad after being inspired by a friend. It was a fantastic journey so far with the support of UpGrad team (special kudos to Karen for the excellent job) and I never imagined that I can make this far as I am a pretty occupied individual personally as well as professionally. I am looking forward to complete my masters and pursue PhD in near future. The foundation provided was fabulous and has enabled me to do design some innovative solutions at work. Thanks to UpGrad for making it happen.
I wanted to get into the ML\AI space for some time and decided to enroll in UpGrad after being inspired by a friend. It was a fantastic journey so far with the support of UpGrad team (special kudos to Karen for the excellent job) and I never imagined that I can make this far as I am a pretty occupied individual personally as well as professionally. I am looking forward to complete my masters and pursue PhD in near future. The foundation provided was fabulous and has enabled me to do design some innovative solutions at work. Thanks to UpGrad for making it happen.
Read More![Machine Learning VSMY NARESH KUMAR KUPPILI](https://prod-mphs.upgrad.com/hs-fs/hubfs/Machine%20Learning%20VSMY%20NARESH%20KUMAR%20KUPPILI.png?width=90&height=90&name=Machine%20Learning%20VSMY%20NARESH%20KUMAR%20KUPPILI.png)
Vsmy Naresh Kumar Kuppili
Solution Architect at Image Access Corp
11 Years of Experience
![reward-img-2](https://prod-mphs.upgrad.com/hs-fs/hubfs/reward-img-2.png?width=267&height=238&name=reward-img-2.png)
Program Fees: AED 34,900
MSc In AI And Machine Learning- Admissions
How To Apply
The admissions process for Liverpool John Moore University's MS in Machine Learning & AI is very easy and can be done completely online
![Apply Icon](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/apply-icon.png)
50% (or equivalent) Bachelor's Degree preferably in a Mathematical/ Statistical background. Recommended 1 year of work experience in programming/ analytics.
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![complete-icon](https://prod-mphs.upgrad.com/hs-fs/hubfs/complete-icon.png?width=60&height=54&name=complete-icon.png)
Complete Application
Fill out an application giving your basic profile details.
Fill out an application giving your basic profile details.
Read More![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![selection-icon-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/selection-icon-1.png?width=60&height=54&name=selection-icon-1.png)
Selection Test
Give a short aptitude test and get shortlisted.
Give a short aptitude test and get shortlisted.
Read More![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![Shortlisted-icon (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/Shortlisted-icon%20(1).png?width=60&height=60&name=Shortlisted-icon%20(1).png)
Get shortlisted & receive your offer letter
Our Admissions Committee will review your test score & profile. Upon qualifying, an offer letter will be sent to you confirming your admission in Master's in Machine Learning & Artificial Intelligence.
Our Admissions Committee will review your test score & profile. Upon qualifying, an offer letter will be sent to you confirming your admission in Master's in Machine Learning & Artificial Intelligence.
Read More![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
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Confirm your seat & begin with your prep - course
Confirm your seat by enrolling into the program and making the initial caution payment. Begin your preparatory course & start your career in Machine learning & AI.
Confirm your seat by enrolling into the program and making the initial caution payment. Begin your preparatory course & start your career in Machine learning & AI.
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Frequently Asked Questions
1. How do I know if this program is for me?
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.
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.
2. How will this program benefit me?
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.
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.
3. What is this program intended to do?
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 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.
4. What can I expect out of this program?
5. What should I NOT expect from this program?
6. Is there any certification at the end of the program?
7. What online resource does LJMU provide for students to confirm the validation of awards and what information can be found there regarding their collaborative partnerships?
8. Where can one access comprehensive details about the MSc ML & AI program at LJMU, including its structure and specific program requirements?
1. What type of learning should I expect?
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.
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.
1. What is the selection process for this program?
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.
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.
1. Is there any deferral or refund policy for this program?
Refund Policy:
1. You can claim a refund for the amount paid towards the Program at any time, before the Program Start Date, by visiting www.upgrad.com and submitting your refund form via the "My Application" section under your profile. You can request your Admissions Counsellor to help you in applying and withdrawing for a refund by sending them an email with reasons listed. There shall be no refund applicable once the program has started. This is applicable even for those students who could not complete their payment, and could not be enrolled in the batch opted for. However, the student can avail pre-deferral as per the policy defined below for the same.
2. Student must pay the full fee within seven (7) days of payment of the deposit amount or Batch Start Date, whichever is earlier; otherwise, the admission letter will be rescinded.
3. Request for refund as per point no. 1 of the refund policy must be sent via email in the prescribed refund request form. The refund will be processed within 30 working days of submitting the duly signed refund form, after being duly approved by the Academic Committee.
Refund Policy:
1. You can claim a refund for the amount paid towards the Program at any time, before the Program Start Date, by visiting www.upgrad.com and submitting your refund form via the "My Application" section under your profile. You can request your Admissions Counsellor to help you in applying and withdrawing for a refund by sending them an email with reasons listed. There shall be no refund applicable once the program has started. This is applicable even for those students who could not complete their payment, and could not be enrolled in the batch opted for. However, the student can avail pre-deferral as per the policy defined below for the same.
2. Student must pay the full fee within seven (7) days of payment of the deposit amount or Batch Start Date, whichever is earlier; otherwise, the admission letter will be rescinded.
3. Request for refund as per point no. 1 of the refund policy must be sent via email in the prescribed refund request form. The refund will be processed within 30 working days of submitting the duly signed refund form, after being duly approved by the Academic Committee.
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