Duration: 6 months

Content:

• What is Deep Learning
• AI vs ML vs DL
• Applications:
  • Computer Vision
  • Natural Language Processing
  • Recommendation Systems
• Overview of:
• TensorFlow
• PyTorch
• Neural Network Fundamentals
• Introduction to Keras (high-level API in TensorFlow)
• Building first neural network
• Sequential & Functional API
• Model compilation & training
• Model evaluation
• Dense Neural Networks (ANN)
• Regularization techniques:
  • Dropout
  • Batch Normalization
• Callbacks (EarlyStopping, ModelCheckpoint)
• Saving & loading models
• Tensors and operations
• Autograd (automatic differentiation)
• Building neural networks using torch.nn
• Training loop implementation
• Model evaluation
• Convolutional Neural Networks (CNN)
• Image preprocessing
• Using:
  • OpenCV
• Pre-trained models (Transfer Learning)
• Natural Language Processing (NLP)
• Saving models (TensorFlow SavedModel / PyTorch .pt)

General Course (Offline batch Only): ₹45000

Private Classroom (Online / Offline): ₹45000

Enroll Now

Enroll Now