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Free Deep Learning & Neural Network Courses Online with Certificates

Join this free deep learning course to explore neural networks, model training, and AI applications. Get expert-led deep learning training, and hands-on insights, and earn a free certification.

28 hours of learning

Neural Networks

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Deep Learning

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Fundamentals of Deep Learning of Neural Networks

KEY HIGHLIGHTS

What You Will Learn

Welcome & Introduction

Learn more about the course content and upGrad here

Introduction
1 Lesson
Introduction

Fundamentals of Deep Learning of Neural Networks

In this module, you'll be introduced to the basics of Neural Networks and various concepts related to Deep Neural Network

Structure of Neural Networks
79 Lessons
22 Videos
18 Quiz
Welcome to upStart
Course Introduction
Neural Networks - Inspiration from the Human Brain22:40
Preview
Preview22:40
Introduction to Perceptron
Binary Classification using Perceptron
Perceptrons - Training
Multiclass Classification using Perceptrons
Working of a Neuron
Inputs and Outputs of a Neural Network I
Inputs and Outputs of a Neural Network II
Assumptions made to Simplify Neural Networks
Parameters and Hyperparameters of Neural Networks
Activation Functions
Summary
Graded Questions
Feed Forward in Neural Networks
41 Lessons
7 Videos
11 Quiz
Introduction
Flow of Information in Neural Networks - Between 2 Layers
Information Flow - Image Recognition
Comprehension - Count of Pixels
Learning the Dimensions Weight Matrices
Feedforward Algorithm
Vectorized Feedforward Implementation
Understanding Vectorized Feedforward Implementation
Summary
Graded Questions
Backpropagation in Neural Networks
76 Lessons
18 Videos
19 Quiz
Introduction
What Does Training a Network Mean?
Complexity of the Loss Function
Comprehension - Training a Neural Network
Updating the Weights and Biases - I
Updating the Weights and Biases - II
Updating the Weights and Biases - III
Sigmoid Backpropagation
Updating the Weights and Biases - IV
Updating the Weights and Biases - V
Updating the Weights and Biases - VI
Batch in Backpropagation
Training in Batches
Summary
Graded Questions
Modifications to Neural Networks
23 Lessons
6 Videos
4 Quiz
Introduction
Regularization
Dropouts
Batch Normalization
Introduction to Keras
Summary
Course Summary
Hyperparameter Tuning in Neural Networks
49 Lessons
27 Videos
1 Quiz
Introduction
Loss Function I
Loss Function II
Minibatch Gradient Descent
Gradient Descent I
Gradient Descent II
Gradient Descent III
Gradient Descent IV
Momentum based methods I
Momentum based methods II
Momentum based methods III
Dropouts -The Bayesian Approach
Vanishing and Exploding Gradients
Initializations
Summary

upGrad Success Mantra

upGrad Success Mantra

Student Support
2 Lessons
2 Videos
Student Support
Career Support
2 Lessons
1 Video
Career Support
Career Progress
1 Lesson
Career Progress

Industry Immersion

Here's an overview of our experts, our industry-relevant projects, and the personalized coaching that we offer

Expert Faculty Members
1 Lesson
Xpert Profiles
Industry Projects
3 Lessons
2 Videos
Projects
Small Group Coaching
2 Lessons
1 Video
Small Group Coaching

Platform & Support

A close look at our robust platform and the support we can offer

Learning Platform
6 Lessons
4 Videos
360 degree learning experience
About our Platform
Student Mentors
Peer Interaction

Career Services

To give you an understanding of Career Services by upGrad and Data Science Landscape.

Personalized Impact
2 Lessons
1 Video
Succeding with upGrad
Career Mentorship
6 Lessons
Career Coach & Industry Mentor
Examples of Personalized Industry Mentorship
Career Transition
Industry Immersion Certificate
Career Centre & Alumni Benefits
2 Lessons
Career Centre & Hiring Initiatives
Alumni Network & Benefits

Deep Learning Neural Networks Certification

Earn and Share Your Certificate

Official & Verifiable

Receive a signed and verifiable e-certificate from upGrad upon successfully completing the course.

Share Your Achievement

Post your certificate on LinkedIn or add it your resume! You can even share it on Instagram or Twitter.

Stand Out to Recruiters

Use your certificate to enhance your professional credibility and stand out among your peers!

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Benefits of pursuing Deep Learning Neural Networks course?

Enhance your AI expertise with this deep learning neural networks free course, designed for beginners and professionals alike. Whether you want to master neural networks, understand backpropagation, or build AI models, this deep learning neural networks online program offers industry-relevant knowledge at no cost.

Key Benefits:

Master Neural Network Architecture: Learn how deep learning models are structured, how they process information, and how to build neural networks from scratch. A core skill for AI Engineers, Machine Learning Developers, and Research Analysts.

Build & Evaluate AI Models: With this deep learning neural networks online course, you’ll gain hands-on training in building, testing, and refining AI models—skills vital for data scientists, analysts, and even marketers leveraging AI tools.

Develop Strong AI & Deep Learning Foundations: Master key modules from the deep learning neural networks syllabus, including supervised learning, activation functions, and more—ideal for roles in computer vision, NLP, and robotics.

Boost Resume & LinkedIn Profile with a Certificate: Upon completion, earn a deep learning neural networks certification that you can proudly display on your resume and LinkedIn. It signals your readiness for tech-driven roles—even if you’re a fresher or switching careers.

Gain Credibility with Employers: Completing this deep learning neural networks course online showcases your initiative and ability to learn complex, industry-relevant AI tools, making you a more attractive candidate to recruiters and hiring managers.

Who should enroll in free Deep Learning Neural Networks course?

This online deep learning neural networks course is designed for anyone eager to explore the power of artificial intelligence and neural networks. Whether you are a student, a working professional, or a tech enthusiast, this deep learning neural networks online training will provide you with essential skills to excel in AI-driven industries.

This course is ideal for:

Students & Fresh Graduates – Gain a strong foundation in deep learning and neural networks to kickstart a career in AI and data science.

Working Professionals – Upgrade your technical expertise with this deep learning neural networks online certification and enhance career opportunities in AI, machine learning, and automation.

Entrepreneurs & Business Leaders – Learn how deep learning can optimize decision-making, automate business processes, and drive innovation.

AI & Tech Enthusiasts – Dive deep into the deep learning neural networks syllabus and understand the core principles of neural networks, backpropagation, and model optimization.

Software Developers & Data Scientists – Strengthen your AI skills with hands-on learning in this deep learning neural networks program, preparing you for real-world AI challenges.

Anyone Interested in AI & Neural Networks – If you are curious about AI and want to explore its practical applications, this deep learning neural networks free course is a perfect starting point.

What makes Deep Learning Neural Networks course with upGrad Different?

With countless deep learning neural network courses online, choosing the right one can be overwhelming. Unlike many platforms that offer only partial access or require payments for certification, this deep learning neural networks free course delivers a complete, in-depth learning experience.

How this course compares to others:

Feature

upGrad (This Course)

Other Platforms

Course Fee

✅ 100% Free

❌ Paid or Limited Free Access

Lifetime Access

✅ Yes

❌ Limited or No Access After Completion

Certification

✅ Free Deep Learning Neural Networks Certification Online

❌ Often Requires Payment

Hands-On Learning

✅ Practical Implementation with Neural Networks

❌ Mostly Theoretical

Industry-Relevant Skills

✅ Covers AI, Deep Learning, and Model Optimization

❌ Limited Practical Exposure

Beginner & Expert-Friendly

✅ Designed for All Skill Levels

❌ Often Requires Prior Knowledge

Free vs. Paid Courses: What Sets Them Apart?

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Frequently Asked Questions

This deep learning neural networks course online provides a comprehensive introduction to neural networks, covering key concepts like perceptrons, backpropagation, and model optimization. It includes hands-on learning and real-world applications to help you master deep learning.

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