What is included in a typical deep learning course syllabus?

A deep learning course syllabus usually includes neural networks, CNNs, RNNs, deep neural networks, autoencoders, and practical applications like image recognition and NLP. Courses also cover hands-on projects for real-world experience.

What are some real-world applications of deep learning?

Deep learning is widely used in industries like healthcare (disease prediction), e-commerce (recommendation engines), finance (fraud detection), and automotive (self-driving cars). These applications are often taught in deep learning classes online.

Do I need a programming background to take a deep learning course online?

While not mandatory, a basic understanding of Python and machine learning subjects helps. Many deep learning courses online-like those on upGrad-offer beginner-friendly modules before diving into advanced concepts.

What are the commonly used algorithms in Deep Learning?

The most commonly used algorithms in Deep Learning are recurrent neural network (RNN), convolutional neural network (CNN), Deep belief network (DEB), Long Short-Term Memory networks (LSTM), stacked autoencoders, and Deep Boltzmann machine (DBM), etc.

Which universities offer deep learning programs with upGrad?

upGrad partners with top universities like IIIT Bangalore and Liverpool John Moores University (LJMU) to deliver advanced machine learning and deep learning courses with globally recognized credentials.

What kind of certification will I receive from upGrad's deep learning courses?

Upon successful completion, you’ll earn an industry-recognized deep learning certification, often co-branded with upGrad and its university partner, which boosts your LinkedIn profile and job prospects.

What tools and projects are included in upGrad’s deep learning syllabus?

Projects involve real datasets and tools like TensorFlow, Keras, PyTorch, and scikit-learn. upGrad’s deep learning course outline focuses on applied learning with use cases in image recognition, speech analysis, and NLP.

What is the cost of learning AI and deep learning with upGrad?

Short-term AI and deep learning courses can start around ₹20,000, while full-time programs like the Master’s in Machine Learning & AI can cost up to approx. ₹6 lakhs. upGrad also offers free deep learning courses with certificates.

Can I pay for my deep learning course in instalments?

Yes, upGrad offers EMI and flexible payment options starting at low monthly rates-making it easier to invest in a deep learning certification without financial stress.

Are there any refunds if I withdraw from the course midway?

Yes, upGrad has a clear refund policy. If you choose to withdraw early, the applicable terms will depend on the specific program and the time of withdrawal. It's recommended to review the refund policy at the time of enrollment to ensure clarity and avoid any misunderstandings.

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Deep Learning Courses

Deep learning is a specific type of machine learning that attains outstanding flexibility and power by learning to exemplify the world as an encapsulated grouping of concepts.

Overview of Learning Deep Learning Skill Courses with upGrad

Did You Know? Deep learning ranks in Forbes’ Top 10 AI Skills to Learn in 2025. At upGrad we teach you relevant skills in the domain of Deep Learning, such as neural networks, computer vision, and natural language processing (NLP), making you differentiate yourself from the competition in the tech world.

Learning deep learning skills at upGrad will enable you to acquire valuable hands-on skills that will:

Open doors to roles across domains: With almost all tech companies actively hiring professionals skilled in deep learning and AI, this skill set positions you for success in fields like data science, robotics, automation, and more.
High Salary Growth: Professionals with deep learning skills enjoy an average 27% global salary premium, and in India, upskilling through platforms like upGrad can lead to as much as 65% income growth, especially when transitioning into AI/ML roles.
Stand out in high-impact industries: Deep learning is transforming sectors such as healthcare, finance, and e-commerce, where it's utilized in image recognition, natural language processing (NLP), and predictive modeling. Having this expertise puts you at the forefront of innovation.
Explore expert-designed syllabi: upGrad deep learning course syllabi feature hands-on modules on neural networks, CNNs, RNNs, and more. These are core components in most machine learning course outlines, making them essential if you're serious about AI.

What Will You Learn in upGrad’s Deep Learning Skill Courses?

upGrad's deep learning courses offer a comprehensive and practical roadmap. The curriculum aligns with the latest industry demands, covering everything from neural networks to deployment strategies.

For example, programs like the Executive Diploma in Machine Learning & AI from IIIT Bangalore provide an in-depth understanding of machine learning and deep learning syllabus topics, while the Generative AI Foundations Certificate in Data Analysis helps you explore practical applications of deep learning in data analysis both designed for learners who want flexible, outcome-oriented education.

Here’s what you’ll typically learn:

Foundational concepts: Understand neural networks, CNNs, RNNs, and deep neural architectures, core topics in any deep learning course syllabus.
Industry-standard tools: Gain hands-on experience with TensorFlow, PyTorch, and Keras, part of most advanced deep learning classes.
Real-world projects: Apply your knowledge through case studies in computer vision, NLP, and anomaly detection, common applications of deep learning in today’s tech world.
End-to-end model training: Learn how to preprocess data, build models, evaluate performance, and deploy systems, skills taught in both machine learning and deep learning course outlines.
Integration with ML concepts: The curriculum blends well with broader machine learning subjects, ensuring you're not just learning in isolation but gaining a holistic AI skillset.

Best AI & Machine Learning Courses

Programs From Top Universities

Our AI and ML courses offers exploration of the cutting-edge technology. Our curriculum, considered among the best ML courses online and best AI courses, covers foundational to advanced concepts. The AI and ML certification courses are perfect for anyone looking to start or advance their career.

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AI & ML Course Instructors

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Learn AI and Machine Learning from expert instructors in the field, and get insights from the forefront of AI & ML research.

Instructors

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Prof. Paulo Lisboa

Head of Dept - Applied Mathematics, LJMU - Retired

Studied mathematical physics at LU and was the chairman of Industrial Mathematics at KMJU in 1996 and Head of Graduate School in 2002

LJMU Profile

Prof. Dhiya Al-Jumeily

Faculty: Faculty of Engineering and Technology

A senior member of the IEEE and a chartered IT Professional, he is a fellow of the UK Higher Education ACademy

LJMU Profile

Chandrashekar Ramanathan

Dean Academics, IIITB

Prof. Chandrashekar has a PhD from Mississippi State University and experience of over 10 years in several multinational organisations.

IIITB Profile

Debabrata Das

Director, IIITB

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

IIITB Profile

Dr. Gabriela Czanner

Faculty - Engineering and Technology, LJMU

A Senior lecturer at Department of Applied Mathematics at LJMU. Her research focus is advanced statistics for decision support

LJMU Profile

Prof. G. Srinivasaraghavan

Professor, IIITB

Prof. Srinivasaraghavan has a PhD in Computer Science from IIT-K and 18 years of experience with Infosys and several other MNCs.

IIITB Profile

Tricha Anjali

Ex-Associate Dean, IIITB

Prof. Anjali has a PhD from Georgia Institute of Technology as well as an integrated MTech (EE) from IIT Bombay.

LinkedIn Profile

Dr. Atif Waraich

Faculty - Computer Science, LJMU

A Senior faculty of Engineering and Technology at LJMU who has multiple publications in the health care domain

LJMU Profile

AI & ML Projects

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Engage in real-world AI/ML projects and apply your learning to practical scenarios in our AI and Machine Learning online learning classes.

17+

Projects

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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… Know More

Model Selection Case Study -Telecom Churn

Telecom companies often face the problem of churning customers due to the competitive nature of the industry. Help a telecom company identify customer… Know More

Face Mask Detection

Create a custom object detector using the YOLO algorithm to detect the presence of face masks in the images of different people.

Machine Translation System

You will build an attention based neural machine translation model translating from one language to another.

Style Transfer using GAN's

Build a Model for converting MRI images from one type (T1) into other (T2) and vice versa. CycleGAN model is used for producing T2 type MRI images gi… Know More

Sales Forecasting

Predict the sales for a european pharma giant using a host of different types of variables. Apply VAR and VARMAX models to build the appropriate mode… Know More

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… Know More

Eye for the Blind

Build a model that can help any visually impaired person in understanding image present before them.

Custom Entity detection in Healthcare data

You will build a custom NER to get the list of diseases and their treatment from a medical healthcare dataset.

Maximising profit of cab driver using RL

Learners will use the Markov Decision Process & Q-Learning to build an RL agent that learns to choose the best request so as to maximise the total pro… Know More

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 platfo… Know More

Gesture Recognition

Make a Smart TV system which can control the TV with user’s hand gestures as the remote control

Melanoma Detection Assignment

Build a neural network from scratch in Tensorflow to identify the type of skin cancer from image.

Train an agent to play Tic Tac Toe

Learners will apply Q-Learning to train an RL agent to play the game of numerical Tic Tac Toe.

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

Customer Churn prediction

To create an ML system that can predict the propensity of customers cancelling the subscription plan. The aim of the project is to provide the market… Know More

Advanced Regression

Build a regularised regression model to understand the most important variables to predict.

Airbnb Case Study

Understand the factors that drive the Airbnb business and help the team leads tackle problems and bottlenecks through extensive data analysis on UI to… Know More

Career Paths After Completing a Deep Learning Skill Course

By taking a Deep Learning course, you will be getting the latest skill set used for some of the top jobs in the AI-powered world. Driving, facial recognition, fraud detection, analysis of medical images, and deep learning applications are driving innovation across industries.

Below are some of the key job roles in the field of deep learning

Deep Learning Engineer: ₹6 - ₹15 LPA
AI Engineer: ₹6 - ₹18 LPA
Machine Learning Engineer: ₹7 - ₹20 LPA
Data Scientist: ₹9 - ₹20 LPA
Natural Language Processing (NLP) Engineer: ₹5 - ₹12 LPA
Computer Vision Engineer: ₹5 - ₹10 LPA
Business Intelligence Analyst: ₹6 - ₹12 LPA
AI Product Manager: ₹17 - ₹37 LPA

Source: Glassdoor

Placements in AI & Machine Learning Courses

Our Placement Numbers

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51%

Average Salary Hike

₹1.23 Cr

Highest Salary Offered

3000+

Career Transitions

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Start your AI/ML journey with our free online Machine Learning and AI courses and build your foundational knowledge for advanced learning.

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Free Certificate

ChatGPT for Developers

Learn to harness the power of ChatGPT! Improve your productivity by making ChatGPT your personal coding assistant. Automate repetitive tasks like testing, other maintenance tasks and learn how to use ChatGPT APIs.

2 Hours

Free Certificate

Introduction to Generative AI

What is Generative AI? Why has it recently become a buzzword? Dive deeper into the Generative AI landscape, its evolution over the years, its potential impact on industries, jobs, use cases and the skills you need to develop to succeed in the Generative AI era.

2 Hours

Free Certificate

Advanced Prompt Engineering with ChatGPT

Ever wondered how AI-powered chatbots understand and respond to your questions? Join our course on Advanced Prompt Engineering with ChatGPT to craft effective prompts that enable ChatGPT to provide accurate and helpful responses. Discover the art of optimizing prompts, mastering conversational flow, and empowering ChatGPT to engage in meaningful and natural conversations, opening doors to enhanced customer support, virtual assistants, and more.

2 Hours

Free Certificate

How ChatGPT Understands You: Introduction to Natural Language Processing

This course on Artificial Intelligence will help in taking your first step towards learning the interactions between human language and computers i.e., NLP. The course covers the basics of NLP, and other topics such as RegEx for building tools for Spell Correction, Phonetic Hashing, and Spam Detection

11 Hours

Free Certificate

Fundamentals of Deep Learning of Neural Networks

Harness the power of ChatGPT and improve your productivity by making ChatGPT your personal coding assistant who can Automate repetitive tasks.

28 Hours

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How Will upGrad Supports You

Industry Mentors

Receive unparalleled guidance from industry mentors, teaching assistants, and graders

Receive one-on-one feedback from our seasoned faculty on submissions and personalized feedback to improvement

Our Syllabus is designed to provide you with ample of industry relevant knowledge with examples

Why Choose upGrad for the Deep Learning Course?

At upGrad, your deep learning journey is powered by structured mentorship, career guidance, and immersive hands-on experience. If you are looking for a deep learning course online, a machine learning certification in India, or a deep learning course for working professionals, upGrad ensures you gain industry-relevant skills that matter.

Feature	upGrad Deep Learning Courses	Typical Online Deep Learning Courses
Curriculum	Industry-vetted deep learning curriculum with cutting-edge models like CNNs, RNNs, GANs	Outdated content lacking focus on modern architectures and industry applications
Certifications	Recognized deep learning certification from top institutions like IIITB & LJMU	Generic or non-accredited certificates
Learning Format	100% online with live doubt-clearing sessions, hands-on projects & expert-led modules	Mostly pre-recorded video lectures with little interactivity
Career Support	1:1 career mentorship and resume preparation	No structured placement support or mentorship
Tools & Projects	Real-world projects using TensorFlow, PyTorch, Keras, NumPy, OpenCV, etc.	Limited tool exposure and mostly academic assignments
Global Recognition	Learn deep learning from globally recognized institutions like IIIT Bangalore and LJMU	Courses offered by lesser-known or unranked platforms
Flexibility	Customizable deep learning programs suited for working professionals and students	Rigid learning paths with limited flexibility

Frequently Asked Questions on Deep Learning

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1.The above statistics depend on various factors and individual results may vary. Past performance is no guarantee of future results.

2.The student assumes full responsibility for all expenses associated with visas, travel, & related costs. upGrad does not provide any a.

Deep Learning Courses

Overview of Learning Deep Learning Skill Courses with upGrad

What Will You Learn in upGrad’s Deep Learning Skill Courses?

Best AI & Machine Learning Courses

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AI & ML Course Instructors

AI & ML Projects

Career Paths After Completing a Deep Learning Skill Course

Placements in AI & Machine Learning Courses

Top Recruiters

Success Stories

AI & ML Free Courses

ChatGPT for Developers

Introduction to Generative AI

Advanced Prompt Engineering with ChatGPT

How ChatGPT Understands You: Introduction to Natural Language Processing

Fundamentals of Deep Learning of Neural Networks

AI & ML Videos

AI & ML Blogs

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Industry Mentors

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Why Choose upGrad for the Deep Learning Course?

Frequently Asked Questions on Deep Learning

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