- 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
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- Machine Learning and AI
- Post Graduate Programme in Machine Learning & AI
Post Graduate Programme in Machine Learning & AI (Executive)
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.-
TypePG Certificate
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Start DateSeptember 30, 2024
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Duration13 Months
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- Advanced AI Lecture Series
- 85+ Countries Learner base
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Introduction To PGP In ML & AI From IIIT Bangalore
Course Snapshot
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600+
Hours of Learning
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15+
Industry Projects
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20+
Tools & Libraries
- 20+ Programming and Gen AI tools
- Up to date modules integrated with Generative AI
- Live sessions to cover ChatGPT, Dall-E, Whisper, Pinecone
- 6 Practical Hands-on Capstone Projects
- 1:1 Career Mentorship and High Performance Coaching
- Launch and deploy Generative AI apps
![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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Top Subjects You Will Learn
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Who Is This Program For?
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Career Paths
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Student Support
Program Benefits
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6 Practical Hands-on Capstone Projects
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Designed for Working Professionals
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Live Coding Classes & Profile Building Workshops
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Executive Post Graduate Program from IIIT Bangalore & Alumni Status
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Dedicated Student Support
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Creation of portfolio website on Github to boost the learners’ career persona
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Scaling & Productionising ML
Top Subjects You Will Learn
- Machine Learning
- Deep Learning, Computer Vision
- Natural Language Processing
- Transformers
- Cloud and MLOps
Who Is This Program For?
- Engineers
- Software and IT Professionals
- Data Professionals
The program prepares you for several in-demand data roles
- Machine Learning Engineer
- AI Engineer
- Software Developer
- Data Scientist
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)
![mm__1596715727980](https://prod-mphs.upgrad.com/hs-fs/hubfs/mm__1596715727980.png?width=241&height=81&name=mm__1596715727980.png)
![nn__1596715746396](https://prod-mphs.upgrad.com/hs-fs/hubfs/nn__1596715746396.png?width=241&height=81&name=nn__1596715746396.png)
![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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![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)
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PG Programme In ML & AI (Executive) Certification
Earn valuable Credentials & Recognition
Complete all the courses successfully to obtain this prestigious recognition from IIIT Bangalore.
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![1__1657267115960 (1)](https://prod-mphs.upgrad.com/hs-fs/hubfs/1__1657267115960%20(1).png?width=500&height=352&name=1__1657267115960%20(1).png)
Post Graduate Programme in Machine Learning & AI (Executive)
- 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
![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.
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Syllabus Of IIIT-B PG In ML & AI
What will you learn?
Experience 600+ hours of best-in-class content developed by leading faculty & industry leaders in the form of videos, case studies & projects
Course 1 - Stats and EDA
7 Weeks
Topics (7)
- Data Viz. using Python + Intro to Git & Github + Welcome
- EDA
- Basic SQL
- Advanced SQL
- 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)
Course 2 - Machine Learning I
7 Weeks
Topics (7)
- Linear Regression Module
- 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)
Course 3 - Machine Learning II
8 Weeks
Topics (8)
- Advanced Regression
- Tree Models
- Random Forests + Practical Considerations
- Boosting
- Unsupervised Clustering
- PCA
- Telecom Churn Case Study
- Buffer
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Course 4 - Deep Learning
8 Weeks
Topics (8)
- Introduction to Neural Networks - Part 1
- Introduction to Neural Networks - Part 2
- Convolutional Neural Networks
- Assignment: Convolutional Neural Networks
- Recurrent Neural Networks
- Gesture Recognition - Project
- Buffer
- Buffer
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Course 5 - National Language Processing
7 Weeks
Topics (7)
- NLP - Lexical Processing
- NLP - Syntactic Processing
- NLP Assignment - Syntactic Processing
- NLP - Semantic Processing
- NLP - Semantic Processing
- Ticket classification Project
- Buffer
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
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)
- Buffer
- Buffer
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close-read.png)
Generative AI Elective
17 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)
INSTRUCTORS
Whom will you learn from?
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4 Instructors
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6 Industry Experts
![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![Debabrat_Das__1626247875355](https://prod-mphs.upgrad.com/hs-fs/hubfs/Debabrat_Das__1626247875355.png?width=320&height=320&name=Debabrat_Das__1626247875355.png)
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 IIITB
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Dr. Debabrata Das is Director of IIITB. He has received his PhD from IIT-KGP. His main areas of research are IoT and Wireless Access Network.
Dr. Debabrata Das is Director of IIITB. He has received his PhD from IIT-KGP. His main areas of research are IoT and Wireless Access Network.
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![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
![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.
Read More
![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)
![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)
Ex-Associate Dean
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Prof. Anjali has a PhD from Georgia Institute of Technology as well as an integrated MTech (EE) from IIT Bombay.
Prof. Anjali has a PhD from Georgia Institute of Technology as well as an integrated MTech (EE) from IIT Bombay.
Read More
![](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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https://in.linkedin.com/in/tricha-anjali
https://in.linkedin.com/in/tricha-anjali
Read More
![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)
![s-anand-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/s-anand-1.png?width=120&height=120&name=s-anand-1.png)
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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![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)
![SME_MirzaRahim_LinkedIn__1681380582426](https://prod-mphs.upgrad.com/hs-fs/hubfs/Imported%20sitepage%20images/SME_MirzaRahim_LinkedIn__1681380582426.png?width=120&height=120&name=SME_MirzaRahim_LinkedIn__1681380582426.png)
Mirza Rahim Baig
![zalando_logo_240X80__1642425883606](https://prod-mphs.upgrad.com/hs-fs/hubfs/zalando_logo_240X80__1642425883606.png?width=240&height=80&name=zalando_logo_240X80__1642425883606.png)
Lead Analyst
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He is a veteran professional with 10+ years of experience in applications of data science, machine learning in e-commerce and healthcare.
He is a veteran professional with 10+ years of experience in applications of data science, machine learning in e-commerce and healthcare.
Read More
![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__1653462855137](https://prod-mphs.upgrad.com/hs-fs/hubfs/SAjank__1653462855137.png?width=120&height=120&name=SAjank__1653462855137.png)
Sajan Kedia
![Myntra2__1576576383942](https://prod-mphs.upgrad.com/hs-fs/hubfs/NF%20upGrad%20Assets/University%20Logos%20and%20Images/University%20Images/LJMU/Myntra2__1576576383942.png?width=128&height=43&name=Myntra2__1576576383942.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.
Read More
![](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.
Read More
![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.
Read More
![linkedin-squire-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/linkedin-squire-1.png?width=24&height=24&name=linkedin-squire-1.png)
PG In AI & ML Related Projects
Learn by Doing
Gain industry exposure with relevant projects taught by leading faculty from IIIT Bangalore AI ML department and industry leaders.
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15+ Industry Projects
Credit EDA Assignment
In this PG Diploma in AI project, you will work for a consumer finance company that specialises in lending various types of loans to urban customers and use EDA to analyse the patterns in the data. This will ensure that the applicants are capable of repaying the loan and are not rejected.
In this PG Diploma in AI project, you will work for a consumer finance company that specialises in lending various types of loans to urban customers and use EDA to analyse the patterns 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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
AI Mastery Syllabus
Dive into the latest trends like ChatGPT, Dall E, and Explainable AI (XAI) through this series by renowned experts in the field.
The GPT-3 Revolution
- Introduction to ChatGPT: The world of AI is constantly evolving, and staying up to date with the latest advancements can be challenging. This session will introduce you to the power and potential of GPT-3.
- Objective: To comprehensively understand GPT-3, its capabilities like Natural Language Understanding(NLU) & Context Recognition, and how it can be used in their work or business.
Be 10x productive with Prompt Engineering
- Prompt engineering is a powerful technique that can help content creators, freelancers, and businesses generate high-quality text quickly and efficiently. This session will introduce you to the concept of prompt engineering and its applications.
- Objective: The objective of this session is to provide learners with a comprehensive understanding of prompt engineering and how it can be used with different AI tools like ChatGPT3, Midjourney & Stable Diffusion.
- By the end of the session, learners will be able to use prompt engineering techniques to generate high-quality text for a variety of applications.
From Black Box to Glass Box: An Introduction to Explainable AI
- With the increasing adoption of AI, there is a growing need to ensure that AI models can be understood and trusted. This session will introduce you to the concept of Explainable AI and Model Interpretability.
- Objective: To gain a comprehensive understanding of the importance of XAI (Explainable Artificial Intelligence) and model interpretability, and learn how to build and interpret an interpretable machine learning model using LIME & SHAP techniques
Is AI racist and biased?
- As AI is increasingly used in various domains, it is important to consider the ethical implications and potential biases that can arise. This session will introduce learners to the concepts of ethics and bias in AI and provide real-world examples.
- Objective: To understand the ethical and bias considerations in AI and how to identify and mitigate potential issues. Learn through case studies in healthcare, finance, autonomous vehicles, recruitment among others.
From Data to Dialogue: Diving into ChatGPT's Architecture and Functionality
- This session will provide an overview of GPT models and their architecture, along with advanced techniques like RLHF and InstructGPT.
- Objective: The objective of this session is to introduce learners to one of the variant of the Transformer - the GPT model, specifically the Davinci variant. They will gain knowledge about the architecture of GPT models and advanced techniques such as Reinforcement Learning from Human Feedback (RLHF), one-shot & few shot learning. They will also learn how to fine-tune GPT models with prompts and evaluate their performance through hands-on exercises.
ChatGPT-Based Ticket Classifier: A Game-Changer for Support Teams
- Using transfer learning with GPT-3 eliminates the need to train NLP models from scratch, and provides access to state-of-the-art language models on various NLP tasks. This session will help you perform 'Ticket Classification Using ChatGPT'
- Objective: To build a product that can automatically classify support tickets into different categories based on their topics using the fine-tuned ChatGPT model. This will help companies and organizations to improve their support ticket handling efficiency and reduce the workload of their support teams.
Build an Image generator using Stable Diffusion
- Using transfer learning with GPT-3 eliminates the need to train NLP models from scratch, and provides access to state-of-the-art language models on various NLP tasks. This session will help you 'Build an image generator using stable diffusion'
- Objective: The objective of this session is to teach learners how to build an image generator using Stable Diffusion and the Hugging Face library. They will learn how to prepare data, build and train a Stable Diffusion model, evaluate its performance, and build a Streamlit dashboard to showcase the model's output.
The World of Graph Networks
- This session aims to simplify the process and provide learners with a comprehensive understanding of Graph Neural Networks (GNNs) and how to build a simple GNN model.
- Objective: The objective of this session is to introduce learners to the components of a GNN, its working mechanism, and how to build a simple GNN model for a given problem statement. By the end of the session, learners will be able to apply their knowledge to solve problems related to graph data.
Advanced Graph Networks
- With the limitations of simple GNNs, there is a need to explore advanced GNN architectures. This session aims to provide an in-depth understanding of advanced graph networks.
- Objective: By the end of this session, learners should be able to comprehend the drawbacks of simple GNNs. Additionally, learners should be able to compare and evaluate the performance of advanced GNNs like Graph Convolutional Networks(GATs) & Graph Attention Networks(GANs) to simple GNNs
State of Art (STOA) architectures in Computer vision
- In this session, we will introduce learners to the concept of landmark and feature detection, and enable them to build a simple landmark detection system.
- Objective: By the end of the session, learners will be able to understand the fundamentals of landmark detection, popular feature detection algorithms such as SIFT and SURF, and build a landmark detection system using feature detection algorithms.
State of Art(STOA) architectures in generative modelling
- Keeping up with the latest advancements in generative modeling can be challenging. This session aims to provide an overview of the state-of-the-art (STOA) architectures in generative modeling and their applications.
- Objective: By the end of the session, learners should have an understanding of the STOA architectures in generative modeling and be able to read research papers on topics such as image-to-text models (Vision Transformers), text-to-image models(CoCA, CLIP), and multimodality(Pathways).
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.
High Performance Coaching (1:1)
- Get a dedicated career coach after the program to help track your career goals, coach you on your profile, and support you during your career transition journey
AI Powered Profile Builder
- Obtain specific, AI powered inputs on your resume and Linkedin structure along with content on real time basis
Interview Preparation
- Get access to Industry Experts and discuss any queries before your interview
- Career bootcamps to refresh your technical concepts and improve your soft skills
Class Profile Of PG In ML & AI
Who've enrolled for this course?
IIIT Bangalore's PG Diploma caters to professionals from diverse backgrounds, creating a vibrant environment with enriching interactions
By Industry
By Work Experience
By Highest Qualification
By Degree Type
By Age
By Gender
Career Impact
![interviewPreparation-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/interviewPreparation-1.webp?width=48&height=48&name=interviewPreparation-1.webp)
Personalised Industry Session
Sessions by an industry expert for a small group of 10-12 learners with similar profiles to discuss real life applications of concepts and personalised coaching.
![career-counselling-2](https://prod-mphs.upgrad.com/hs-fs/hubfs/career-counselling-2.png?width=48&height=48&name=career-counselling-2.png)
High Performance Coaching (1:1)
Get a dedicated career coach to help you stay on track to achieve your career goals, coach you on your profile, and support you in your career journey.
![jobPlacement-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/jobPlacement-1.webp?width=48&height=48&name=jobPlacement-1.webp)
Interview Preparation
Support in polishing your hard skills and soft skills for interview preparation.
![interviewPreparation-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/interviewPreparation-1.webp?width=48&height=48&name=interviewPreparation-1.webp)
Personalised Industry Session
![career-counselling-2](https://prod-mphs.upgrad.com/hs-fs/hubfs/career-counselling-2.png?width=48&height=48&name=career-counselling-2.png)
High Performance Coaching (1:1)
![jobPlacement-1](https://prod-mphs.upgrad.com/hs-fs/hubfs/jobPlacement-1.webp?width=48&height=48&name=jobPlacement-1.webp)
Interview Preparation
GGU DBA Alumni Careers
Our Learners upGrad alumni Work At
Success stories
What Our Learners Say
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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)
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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
Eligibility Of PG In AI And ML Course
How to Apply
The Executive PG Diploma in Machine Learning & Artificial Intelligence admissions process is easy and can be done entirely online.
![Apply Icon](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/apply-icon.png)
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
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![complete-icon](https://prod-mphs.upgrad.com/hs-fs/hubfs/complete-icon.png?width=60&height=54&name=complete-icon.png)
Submit your application
Fill out an application giving your basic profile details
Fill out an application giving your basic profile details
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Give a selection test
Give a short 17-minute aptitude test and get shortlisted.
Give a short 17-minute aptitude test and get shortlisted.
Read More![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
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Review & Shortlisting of Suitable Candidates
Our faculty will review all applications, considering the educational & professional background of an applicant, review the test scores where applicable. Following this, Offer Letters will be rolled out so you are assured a great peer group to learn & network with.
Our faculty will review all applications, considering the educational & professional background of an applicant, review the test scores where applicable. Following this, Offer Letters will be rolled out so you are assured a great peer group to learn & network with.
Read More![](https://prod-mphs.upgrad.com/hubfs/raw_assets/public/upGrad-New-2024/upGradTheme2024/images/close.png)
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Enrollment for Access to Prep 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.
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.
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Program Fees: SGD 6,999
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Refer someone you know and receive cash reimbursements of up to $500!*
!*
*More details under the referral policy under Support Section
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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, 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 in creating and deploying software/apps, 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, 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 in creating and deploying software/apps, 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 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.
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.
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 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 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?
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?
STEP-1: Online Eligibility Test
Fill out an application and take a quick 40-minute online test with 18 questions to assess your aptitude.10 questions from mathematics, aptitude & reasoning & 8 questions from programming.
STEP-2: Review and Shortlisting of Suitable Candidates
Our faculty will review all applications, considering the educational and professional background of an applicant and review the test scores where applicable. Following this, Offer Letters will be rolled out so you are assured a great peer group to learn and network with.
STEP-3: Enrollment for Access to Prep 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.
STEP-1: Online Eligibility Test
Fill out an application and take a quick 40-minute online test with 18 questions to assess your aptitude.10 questions from mathematics, aptitude & reasoning & 8 questions from programming.
STEP-2: Review and Shortlisting of Suitable Candidates
Our faculty will review all applications, considering the educational and professional background of an applicant and review the test scores where applicable. Following this, Offer Letters will be rolled out so you are assured a great peer group to learn and network with.
STEP-3: Enrollment for Access to Prep 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.
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.
upGrad Learner Support
Monday - Friday | 7:30 AM to 9:30 PM SGT
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