New Batches Starting June 2026! Enroll now and get early bird discount - Limited seats per batch.
Machine Learning 3 Months Intermediate Live on Zoom

Deep Learning & Neural Networks

Master deep learning from fundamentals to advanced architectures. CNNs, RNNs, Transformers, GANs, and Diffusion models with PyTorch & TensorFlow.

4.7 (28 reviews) 180+ enrolled Certificate included

Deep learning powers today's most impressive AI systems. This comprehensive 3-month course takes you from neural network basics to state-of-the-art architectures including Transformers, GANs, and Diffusion models.

With 48 live Zoom sessions (4 days/week), you will gain deep expertise using both PyTorch and TensorFlow, maximizing your career flexibility. Every concept is reinforced with hands-on implementation and real projects.

  • Perceptrons & activation functions
  • Forward propagation & backpropagation
  • Gradient descent & optimization algorithms
  • Regularization: dropout, batch norm, L1/L2
  • PyTorch fundamentals & tensor operations
  • TensorFlow/Keras fundamentals

  • Convolutions, pooling & architectures
  • Popular CNNs: ResNet, EfficientNet, ViT
  • Transfer learning & fine-tuning
  • Object detection: YOLO family
  • Image segmentation
  • Practical CV projects

  • RNNs & LSTMs deep dive
  • Attention mechanism explained
  • Transformer architecture from scratch
  • BERT, GPT & their variants
  • Text classification & NER
  • Building a mini-GPT

  • Autoencoders (standard & VAE)
  • GANs: architecture & training
  • Diffusion models explained
  • Reinforcement Learning basics
  • Model optimization & ONNX export
  • Capstone: end-to-end DL project

What You'll Learn

  • Build neural networks with both PyTorch and TensorFlow
  • Implement and train CNNs, RNNs, and Transformers from scratch
  • Understand the mathematics behind every architecture
  • Fine-tune pre-trained models for custom tasks
  • Build generative models (GANs, Diffusion)
  • Deploy deep learning models to production

Tools & Technologies You'll Master

PyTorch
TensorFlow
Keras
Hugging Face
ONNX
Weights & Biases

Python knowledge and basic ML concepts are required. Our Python and ML A-Z courses are recommended preparation.

Live Zoom classes, Monday to Thursday, 7:00 PM to 8:30 PM IST. 4 days per week, 90 minutes each.

Related Courses

Machine Learning
3 Months
Machine Learning A-Z

Complete machine learning course covering all major algorithms, mathematics, coding, and real-world projects. From linear regression to ensemble methods.

450+ 4.8
₹34,999 ₹49,999

Ready to Learn AI?

Book a free demo class and see how we teach. No commitments, no pressure — just a taste of what learning AI with us feels like.

Chat with us