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Course Curriculum

Session 0 : Course Material
Deep Learning – Course Material 00:00:00
Session 1 : Introduction to TensorFlow & Keras
DL.-1 Tensor Flow 00:28:00
DL-2 Keras 00:34:00
Session 2 : Fundamentals of Neural Networks
DL-3 ANN Hyper parameters Regularization 00:22:00
DL-4 Regularization in TensorFlow 00:38:00
DL-5 Activation Functions in Neural Networks 00:27:00
DL-6 Importance of Learning Rate 00:28:00
DL-7 Gradient Descent & Loss Functions 00:26:00
Session 3 : Convolutional Neural Networks (CNN)
DL-8 Convolutional Neural Networks (CNN) 00:43:00
DL-9 Image Processing with CNN 00:27:00
DL-10 CNN Architecture 00:36:00
DL-11 CNN Models and Object Detection 00:21:00
Session 4 : Recurrent Neural Networks (RNN) & LSTMs
DL-12 Recurrent Neural Networks (RNN) & LSTMs 00:32:00
DL-13 Model Building for Word Prediction 00:21:00
DL-14 Understanding RNN – Sequence Prediction 00:26:00
DL-15 Fundamentals of Long Short-Term Memory 00:29:00
Session 5 : Word Embeddings & Text Vectorization
DL-16 Word Embedding Text into Vectors 00:17:00
DL-17 Word-to-Vector, and Contextual Word 00:16:00
DL-18 Converting Text to Vectors and Word2Vec 00:24:00
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