Certification Program in
Artificial Intelligence and Machine Learning
With Industry Experts From
Case Studies
10+Hiring Partners
300+Recommended 2 hrs/day
8 MonthsFrom Rs. 7212/month
EMI OptionsAug 24, 2023
Admissions Closing onProgram Overview
Key Highlights
Syllabus
Best-in-class AIML course content taught by leading faculty and industry leaders in the form of online classes, recorded video lectures, case studies and live projects.
Top Skills You Will Learn
Job Opportunities
Who Is This Program For?
Minimum Eligibility
AI and Machine Learning Tools & Platforms Covered
Level up your AI and Machine Learning game by using ChatGPT
Get comfortable with Large Language Models like ChatGPT, the hottest tool in the market
Learn how to engineer ChatGPT prompts and build cutting-edge AI powered products
Master deployment, prompting, and fine-tuning techniques to enhance your AI creations
- Your know-how of tools and platforms
- Hands-on experience in projects
- A stand-out portfolio
Explore our Learning Platform
Instructors
Hindol Basu
S. Anand
Mirza Rahim Baig
Ujjayini Mitra
Ankit Jain
Syllabus
Best-in-class AI and Machine Learning course content taught by leading faculty and industry leaders in the form of online classes, recorded video lectures, case studies and live projects.
Problem Solving Skills
- Introduction to Problem Solving
- Approach to Problem Solving
- Aids to Business Problem Solving
- Data Toolkit
- Introduction to Python Programming
- Data Cleaning in Python
- Introduction to Kaggle
- Python for Data Analysis - Numpy, Pandas
- Python for Data Visualisation - Matplotlib, Seaborn
- Introduction to SQL
- Database Design and Data Warehouse
- Data Modelling
- SQL Querying
- Joins and Set Operations
- Business problem-solving using Data Modelling
Data Visualization (Optional)
- Introduction to Data Analysis
- Creating and Formatting Charts
- Creating a Pivot Table
- Analysing Data in a Pivot Table
- Getting Started with Tableau
- Charts, Plots, Hierarchies
- Grouping and Tree-Maps
- Dashboard Creation
- Storytelling
Exploratory Data Analysis and Statistics
- Inferential Statistics
- Hypothesis Testing
- Data Sourcing
- Data Cleaning
- Univariate Analysis
- Bivariate Analysis
- Derived Metrics
Machine Learning
- Maths Essentials for ML (Optional)
- Linear Regression
- Logistic Regression
- Decision Trees
- Clustering
Business Understanding
- Data Storytelling and Effective Communication
- Business Problem Solving
Capstone Project-1
- Build a Machine Learning model to predict whether a lead would be successfully converted or not.
- Part-2 Artificial Intelligence and Machine Learning
Advanced Machine Learning
- Support Vector Machines
- Maximal Margin Classifier
- Soft Margin Classifier
- Kernels
- Decision Trees and Random Forests
- Algorithms for Decision Tree Construction
Natural Language Processing Fundamentals
- Introduction of NLP
- Industry Applications of NLP
- Regular Expressions
- Basic Lexical Processing
- Text Encoding
- Tokenization
- Stemming and Lemmatization
Deep Learning
- Structure of Neural Networks
- Backpropagation in Neural Networks
- Hyperparameter Tuning in Neural Networks
- Introduction to Convolutional Neural Networks
- Building CNNs with Python and Keras
Advanced AI using ChatGPT
- Evolution of Language Models
- Recurrent Neural Networks
- Large Language Models
- Transformers and Pre-training
- Generative Models
- ChatGPT & Prompt Engineering
Capstone Project -2
- Implement a Multiclass Classification Model on Skin cancer dataset using a custom model in TensorFlow
Industry Projects
Movies Dataset
In this assignment, you will try to find some interesting insights into a few movies released between 1916 and 2016 using Python.
RSVP Movies New Project
In this Assignment you have to use SQL to analyse the given data and give recommendations to RSVP Movies based on the insights as the production company wants to plan their every move analytically based on data and have approached you for help with this new project.
Car Rate Prediction
This assignment you have to build a model that will allow the management to understand the pricing dynamics of a new market.
HELP International NGO
Your job is to categorise the countries using some socio-economic and health factors that determine the overall development of the country. Then you need to suggest the countries which the CEO needs to focus on the most.
Lead Scoring
Help the Sales team of your company identify which leads are worth pursuing through this Project.
Telecom Churn
In this project, you will analyse customer-level data of a leading telecom firm, build predictive models to identify customers at high risk of churn and identify the main indicators of churn.
Melanoma Detection
In this assignment, you will build a multiclass classification model which can accurately detect melanoma. Melanoma is a type of cancer that can be deadly if not detected early. It accounts for 75% of skin cancer deaths. A solution that can evaluate images and alert dermatologists about the presence of melanoma has the potential to reduce a lot of manual effort needed in diagnosis.
The upGrad Advantage
Learning Support
- Receive unparalleled guidance from industry mentors, teaching assistants and graders
- Receive one-on-one feedback on submissions and personalised feedback on improvement
- Student support is available 7 days a week, 24*7.
- You can write to us via studentsupport@upgrad.com or for urgent queries use the " Talk to Us" option on the learn platform.
Doubt Resolution
- Timely doubt resolution by industry experts and peers
- 100% expert verified responses to ensure quality learning
- Personalised expert feedback on assignments and projects
- Regular live sessions by experts to clarify concept-related doubts
Networking
- Live sessions by experts on various industry topics
- One-on-one discussion and feedback sessions with industry mentors
Our Hiring Partners
Admissions Process
Please find below the detailed steps to be followed as a part of the admission process.
Step 1
Fill the application form
Enter your basic information in the application form.
Step 2
Talk to our Learning Consultants
They will contact you and check for program eligibility and other criteria.
Step 3
Block your seat
Pay the admission fee to secure your seat and start learning!
Program Fee
Starting at Rs.7212/month
Empowering learners of tomorrow
Over 2,300 students have completed this course and started working at their dream job, whats stopping you?
Frequently Asked Questions
Certification
Why take up a AIML course from upGrad Campus?
Artificial Intelligence and Machine learning is one of the most in-demand job roles for all companies today. There are over 70,000+ job openings for various roles in the fields of Artificial Intelligence and Machine Learning. And what recruiters really want are skills. But being a relatively new field, it’s important that you take up the best AI/ML course, among all the other AI and ML courses available online, that is as beginner-friendly as it is industry-relevant. That is where upGrad Campus’s Artificial Intelligence and Machine Learning certification course comes in. Best part? We’ve partnered with Golden Gate University, California to bring you a dual certification program that covers everything from SQL to Python and its libraries.
What kind of projects will I be expected to complete in a AIML course for beginners?
To make Artificial Intelligence and Machine Learning for beginners easy to understand, this course covers multiple projects that give you hands-on experience. These projects include an SQL query project, a Melanoma detection project where you will use Machine Learning to detect cancer cells, and an EDA project to name a few. Each of these projects is based on a real-world scenario. These projects will be Live and will give you the opportunity to apply your skills even as you take your first step into the industry
How long will I be able to access the AIML course content?
The learning content will be available to access for 3 years post-completion of your course.
Admission Criteria & Process
What is the eligibility criteria to join upGrad Campus’s AIML Certification course?
A deep appreciation for data and problem-solving is the first set of criteria to take up our AI ML certification course. This program is especially designed to teach AI ML for beginners and covers everything starting from the very basics, including programming with Python. So a coding background is not compulsory (although knowing a coding language like Java, Python or C/C++ is an added bonus).
What is the admission process to join upGrad Campus’s AIML Certification course?
Click on the Apply Now button to enroll in the upcoming batch. Our Learning Consultants will reach out to you and will counsel you accordingly. Further, you can pay the admissions fee and block your seat to enroll in the program.
Do I need any particular software or laptop to learn AIML online?
Due to the nature of your AI and Ml training, you will require a laptop to complete your projects.
Timings
When will live classes be held for the course?
Keeping your college workload in mind, the Live classes to learn AIML are scheduled every Saturday, and Sunday from 7 pm to 9 pm.
How much time will I spend each week on a AIML course for beginners?
The learning content will be available to access for 3 years post-completion of your course.
Student Support
Can I expect any one-to-one support in this course?
At the start of the AI ML course, you will be assigned a mentor. The role of your mentor is to help you through your course and assess your progress along the way. Mentors are there to guide you through any queries or issues you may have during the course.
In addition, you will also be guided by Subject Matter Experts who will conduct the Live sessions and by Teaching Assistants who will help resolve your doubts.
How will my doubts get solved?
We provide an extensive range of resources for you to dip into. Every weekend, you will have doubt-clearing sessions, where you can get answers to your queries in a one-on-one manner from Teaching Assistants and Subject Matter Experts. Furthermore, you can also connect with other students in the forum and get any peer support you need
Placements
Is placement assistance provided after I complete my AIML training?
Yes, upGrad Campus offers Placement Plus and Internship Plus – specially-curated programs where our dedicated Mentors will guide and train you for getting placed in your dream company.
These programs help you get interview-ready via profile building, resumé proofing and updation, employability tests, group discussions, mock interviews, and more.
And the best part? You get 3 assured internship/job opportunities upon signing up for these programs.
What kind of career opportunities can I expect after getting a certification in AIML?
The Artificial Intelligence Certification Program will help you get positions as an Applied Machine Learning Engineer, Robotics Scientist, AI Engineer and more with specialisations in Python, Advanced Machine Learning, SQL, etc. Due to the vast nature of this field, our course will also help you branch out comfortably into any other role of your preference.