Learn Deep Learning Online: Free Course with AI Tutor & Certificate
This 6-hour, 30-lesson deep learning full course teaches you how to build and improve neural networks. You'll start with a Single Layer Perceptron and advance to CNNs, RNNs, and generative models. By the end, you can train complex models and apply representation learning to real-world datasets.
What you'll learn in this Deep Learning course
Five concrete outcomes you'll walk away with, each mapped to modules in the curriculum below.
Understand the fundamentals of deep learning and its applications.
Implement and work with various types of neural networks, including CNNs and RNNs.
Apply techniques to improve deep neural networks, such as gradient descent with momentum and regularization.
Gain knowledge of representation learning, AutoML, and transfer learning.
Develop skills in working with generative and deep generative models, including GANs and VAEs.
Deep Learning course syllabus
01 Intro to Deep learning - Part 1
- Single Layer Perceptron.
- MLP - Multi Layer Perceptron
- Back propagation
- Gradient Descent
02 Intro to Deep learning - Part 2
- What is a Deep Neural Network ?
- Types of Activation functions
- Convolutional Neural Networks
- Recurrent Neural Networks
- Long Short Term Memory Networks
- Implementation of RNN & LSTM.
- Applications
03 Techniques for Improving Deep Neural Networks
- Gradient Descent with Momentum.
- Techniques to escape Local Optima
- Learning Rate Decay
- Regularization
- Dropout
- Hyperparameters Tuning
04 Representation Learning and AutoML.
- About Representation Learning
- Distributed Representation
- AutoML
- Transfer learning
- Domain adaptation
05 Generative and Deep Generative Models.
- Probabilistic Generative Models
- RBM
- Encoder-Decoder
- Variational Autoencoder
- Generative Adversarial Network
- Deep Convolutional GAN
- Implementation of DC-GAN.
- Variants and Applications of GANs
Real-world projects you'll work on
Practice the exact kind of work Deep Learning professionals do on the job.
Skills you'll gain
Add these to your LinkedIn profile and resume the day you finish.
Who should take this Deep Learning course?
And exactly what you need before starting (spoiler: almost nothing).
This course is for
- Software engineers in India wanting to transition into artificial intelligence roles.
- Data analysts looking to upgrade their predictive modeling skills with neural networks.
- Computer science students needing a structured deep learning crash course to pass exams.
- Tech professionals aiming to master deep learning for computer vision or NLP applications.
Prerequisites
- A basic understanding of Python programming and linear algebra is recommended.
- Familiarity with foundational machine learning concepts will help you grasp neural networks faster.
How learning works on LearnTube
The structure of a bootcamp, the price of free.
AI curates your path
Our AI picks the top 1% of video content for each topic and arranges it into a structured, goal-based curriculum. No more tutorial roulette.
Learn, then get quizzed
After every lesson, your AI tutor asks you a question and gives personalised feedback on your answer, so gaps get fixed immediately.
Finish with proof
Complete the course, build the capstone project, and claim a certificate recognised by 900+ hiring partners.
A complete Deep Learning course: free, structured and job-focused
This comprehensive 6-hour program includes 30 video lessons designed to teach you how to build, train, and optimize neural networks. You'll begin with the basics in Intro to Deep learning - Part 1 and Intro to Deep learning - Part 2, where the very first lesson covers the Single Layer Perceptron. From there, you will move into Techniques for Improving Deep Neural Networks, learning practical methods like gradient descent with momentum and regularization to make your models more accurate.
As you progress, the curriculum covers advanced topics like Representation Learning and AutoML. You'll finally master Generative and Deep Generative Models, giving you hands-on exposure to GANs and VAEs. LearnTube makes this entire process highly interactive. We take the best deep learning tutorial videos from YouTube and structure them into a logical path. Our platform adds an AI tutor that generates a quick quiz after every single video, ensuring you actually understand the math and code before moving forward.
Learning on LearnTube is completely free. You can watch all 30 lessons, take every quiz, and master the deep learning syllabus without paying anything. If you want to prove your new skills to employers, you can choose to purchase an optional verified certificate at the end. This structure lets you master deep learning basics at your own pace while building a strong foundation for a career in artificial intelligence.
Jobs you can target after learning Deep Learning
Deep Learning is a gateway skill for some of the fastest-growing roles in tech.
Designs and trains complex neural networks for AI applications.
Builds smart applications using computer vision and natural language processing.
Analyzes large datasets and builds predictive models using deep learning techniques.
Deploys scalable machine learning models into production environments.
Typical entry-level salary ranges in India as of August 2026. Actual compensation varies by city, company and experience.
Earn a Deep Learning certificate employers recognise
Finish the course and claim a certificate you can share anywhere.
- Learn 100% free: every lesson, quiz and the AI tutor cost nothing
- Claim your certificate when you complete the course (an optional paid add-on)
- Recognised by 900+ hiring partners across India
- One click to share on LinkedIn and add to your resume
Why learners choose LearnTube
Real reviews from Google. You learn free, you get assessed free, and you pay only if you want the certificate.
Though I have 11 years of experience as an HRBP, the course helped me refresh my knowledge and gave me insights into new trends in the market. The modules were clear and easy to understand, and the quizzes were well designed. I have added the certificate to my LinkedIn profile.
I had a lot of doubts while learning, but the AI chatbot answered them in detail with simple summaries. The videos on the platform saved me a lot of time as I didn't have to search YouTube and watch random content.
Just earned my certificate in HR Management from LearnTube.ai! The platform is user-friendly and the assessment was a great way to validate my knowledge. Feeling proud of this accomplishment!
I enrolled in a LearnTube personalized course to get into a Data Analytics role. It helped me learn SQL in depth and gave me hands-on experience with Power BI. I attached the LearnTube certificate to my CV, it added credibility to my profile, and I'm currently in the interview process.
The interface is user-friendly and intuitive, making it easy to navigate the course. I encountered no errors during my time using the platform, which was a refreshing change from other online learning platforms.
Just cleared the Business Analyst assessment and got certified! Loved how the course simplifies big concepts like data-driven decision making into short, practical lessons. The automated quizzes kept me on track the whole time. Perfect boost for my resume!
The certificate gave me a real edge during my B.Tech. By the time I graduated, I had skills that set me apart from my peers, and the certification opened up more job opportunities. It gave me the confidence to stand out during interviews.
I manage many software projects as a General Manager and was looking for a good certification program to stay competitive. After researching many programs, I chose LearnTube and it was much better than I expected. The material is well-organized and practical, and what I liked most is the lifetime access.
Frequently asked questions
Everything learners ask before starting this Deep Learning course.
Is deep learning still in demand for tech jobs?
Yes. Companies across India actively hire professionals who understand neural networks and generative models. Mastering these skills opens doors to high-paying roles in artificial intelligence, computer vision, and natural language processing across multiple industries.
Is this deep learning course free?
Yes, the entire learning experience costs nothing. You can watch all 30 video lessons and take the AI-generated quizzes for free. We only charge a fee if you decide to buy the optional certificate upon completion.
How do I get the deep learning certification?
You earn the certificate by finishing all five modules and passing the AI quizzes. Once you complete the deep learning syllabus, you can purchase the official certificate to add to your resume or LinkedIn profile.
How is LearnTube different from watching YouTube tutorials?
We organize scattered YouTube videos into a structured deep learning bootcamp. Instead of guessing what to watch next, you follow a clear path. Our AI tutor also tests your knowledge after every video to ensure retention.
Do I need a powerful computer to learn deep learning?
No, you don't need expensive hardware to start. You can write and run your Python code using free cloud-based tools like Google Colab, which provide the necessary computing power to train basic neural networks.
Will I learn about generative AI in these dl classes?
Yes, the final module focuses specifically on generative and deep generative models. You'll explore how architectures like GANs and VAEs work, giving you a strong foundation in modern artificial intelligence techniques.
Is this deep learning specialization suitable for beginners?
It is best suited for learners who already know basic Python and machine learning. If you have that foundation, this course breaks down complex neural network concepts so you can grasp the deep learning basics.
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