New ProgramExpert Mentorship
Deep Learning & Neural Networks
Go beyond basic ML with deep neural networks. Learn CNNs, RNNs, and Transformers while building computer vision and NLP models.
Limited Time Offer
₹11,999₹49,999
4-6 Weeks
40-50 Hours
Live Q&A
Expert doubt clearing
Career Support
1:1 Mentorship
Program Curriculum
A comprehensive, step-by-step roadmap designed to take you from fundamentals to advanced expertise.
WEEK 1
Deep Neural Networks Fundamentals
- Architecture of Deep Nets
- Activation functions (ReLU, GeLU)
- Forward and Backpropagation
- Initialization strategies
WEEK 2
Optimization & Regularization
- Stochastic Gradient Descent
- Adam & RMSProp
- Dropout & Batch Norm
- Weight Decay
WEEK 3
Convolutional Neural Networks (CNN) Basics
- Convolution operations
- Pooling & Stride
- LeNet/AlexNet architecture
- Feature map visualization
WEEK 4
Advanced CNNs & Object Detection
- ResNet & Inception
- YOLO & Faster R-CNN
- Image Segmentation (U-Net)
- Transfer Learning
WEEK 5
Sequence Models & RNNs
- Recurrent Neural Networks
- Vanishing Gradients
- LSTM & GRU
- Time Series forecasting
WEEK 6
Attention Mechanism & Transformers
- Self-Attention
- Encoder-Decoder architecture
- Transformer blocks
- Vision Transformers (ViT)
WEEK 7
Generative Adversarial Networks (GANs)
- Generator vs Discriminator
- DCGAN
- StyleGAN basics
- Image-to-Image translation
WEEK 8
Reinforcement Learning Foundations
- Markov Decision Processes
- Q-Learning
- Policy Gradients
- Deep Q-Networks
WEEK 9
Model Quantization & Edge Deployment
- Model compression
- TensorRT optimization
- Mobile deployment
- Deployment on Raspberry Pi/Edge
WEEK 10
Capstone: End-to-end Deep Learning System
- Real-time detection system
- NLP Chatbot build
- Model optimization for production
- Final Pitch
Ready to level up your career with Deep Learning & Neural Networks?
₹11,999₹49,999SPECIAL OFFER