AI & Deep Learning
AI & Deep Learning by EduNayan is a comprehensive AI, Data & Advanced Technologies program designed to take you from foundational concepts to advanced practical implementation. Through hands-on projects, real-world case studies, and structured guidance, you will master the key tools and methodologies required to succeed in this industry.
Certificate Included
Industry recognized completion certificate
Advanced
Structured learning path with guided delivery
Online
Flexible learning modes for working learners
3 Capstone Projects
Portfolio-ready hands-on builds
Expert Mentors
Instruction from working professionals
Placement Support
Career help for interviews and roles
About the Course
AI & Deep Learning by EduNayan is a comprehensive AI, Data & Advanced Technologies program designed to take you from foundational concepts to advanced practical implementation. Through hands-on projects, real-world case studies, and structured guidance, you will master the key tools and methodologies required to succeed in this industry.
Course Curriculum
Module 1: Neural Networks Mathematics & Concepts4 topics
- Biological vs Artificial neurons
- Forward propagation & linear operations
- Activation functions: ReLU, Sigmoid, Softmax
- Loss functions and basic derivatives
Module 2: Gradient Descent & Optimization4 topics
- Backpropagation algorithm details
- Stochastic Gradient Descent (SGD) and Adam
- Learning rate scheduling
- Vanishing & exploding gradients
Module 3: PyTorch Deep Learning Framework4 topics
- Tensors, operations, & autograd
- Building custom neural network modules
- Writing Dataset and DataLoader utilities
- Training loop structures
Module 4: Convolutional Neural Networks4 topics
- Convolution & pooling operations
- Popular architectures: ResNet, VGG
- Transfer learning for Computer Vision
- Image augmentation techniques
Module 5: Sequence Modeling & Recurrent Networks4 topics
- RNN and LSTM architectures
- Sequence-to-sequence networks
- Introduction to Self-Attention mechanisms
- Time series forecasting models
Module 6: Generative Architectures & Tuning4 topics
- Autoencoders and anomaly detection
- Generative Adversarial Networks (GANs)
- Model regularization & dropout
- Optimizing hardware (GPU/TPU) training
Hands-On Projects
Build 4 production-grade projects for your portfolio
Handwritten Digit Recognition (MNIST)
Implement a practical project around Handwritten Digit Recognition (MNIST) in AI & Deep Learning using Python and PyTorch to build portfolio-ready solutions.
Generative Adversarial Network (GAN) Image Generator
Implement a practical project around Generative Adversarial Network (GAN) Image Generator in AI & Deep Learning using Python and PyTorch to build portfolio-ready solutions.
Sequence-to-Sequence Machine Translation Model
Implement a practical project around Sequence-to-Sequence Machine Translation Model in AI & Deep Learning using Python and PyTorch to build portfolio-ready solutions.
Your Certificate
Earn an industry-recognized certificate upon completion
Official certificate for AI & Deep Learning
A shareable completion certificate is issued when you finish the course requirements successfully. Use it on LinkedIn, portfolios, and job applications.
Student Reviews
“The AI & Deep Learning course at EduNayan was a turning point for me. The practical curriculum and mock interview support gave me the tools to build actual solutions.”
“Hands-on labs and direct mentorship in the AI & Deep Learning program were incredibly helpful. It is fully aligned with modern industry trends.”
Frequently Asked Questions
Quick answers about the course
What will I learn in the AI & Deep Learning course?
In this program, you will gain hands-on expertise in AI & Deep Learning, covering core theoretical foundations, tool setups, practical exercises, and portfolio-grade capstone projects.
Do I need prior experience to enroll?
No, this course is structured to guide you from basic concepts up to advanced implementations. Having a fundamental understanding of logical thinking is helpful.
Will I receive a certificate?
Yes, on successfully completing the course requirements and capstone projects, you will receive an industry-recognized completion certificate from EduNayan.
What kind of support is available during the course?
You will have access to expert mentors for doubt clearing, step-by-step lab guidance, and dedicated support channels for troubleshooting project errors.