udemy-deep-learning-for-beginners-in-python-work-on-12+-projects-2021-8-0

\ 0:00 Course Introduction 2:40 Updates on Udemy Reviews and Setup\ 4:09 Introduction to Google Colab to Artificial Neural Networks (ANNs)\ 10:09 The Neuron 15:38 Activation Function 24:03 Cost Function 26:50 Gradient Descent and Back-Propagation 1 Multiclass image classification with ANN\ 30:52 Installation and Setup 36:01 Data Preprocessing 58:43 Building the Model 1:11:05 Training the Model 1:21:25 Model evaluation and performance 2 Binary Data Classification with ANN\ 1:33:03 Binary Data Classification Step 1 1:36:34 Binary Data Classification Step 2 2:04:27 Binary Data Classification Step 3 2:16:19 Binary Data Classification Step 4 2:19:04 Binary Data Classification Step 5 to Convolutional Neural Networks (CNNs)\ 2:28:17 Convolutional Neural Network Part 1 2:33:30 Convolutional Neural Network Part 2 3 Object Recognition in Images with CNN\ 2:37:54 Object Recognition in Images Step 1 2:39:50 Object Recognition in Images Step 2 2:49:29 Object Recognition in Images Step 3 3:05:13 Object Recognition in Images Step 4 3:10:50 Object Recognition in Images Step 5 4 Binary Image Classification with CNN\ 3:19:05 Binary Image Classification Step 1 3:21:56 Binary Image Classification Step 2 3:33:51 Binary Image Classification Step 3 3:49:10 Binary Image Classification Step 4 4:01:05 Binary Image Classification Step 5 5 Digit Recognition with CNN\ 4:08:35 Digit Recognition with CNN - Step 1 4:20:47 Digit Recognition with CNN - Step 2 4:31:09 Digit Recognition with CNN - Step 3 6 Breast Cancer Detection with CNN\ 4:40:37 Breast Cancer Detection with CNN - Step 1 4:55:49 Breast Cancer Detection with CNN - Step 2 5:05:08 Breast Cancer Detection with CNN - Step 3 7 Predicting the Bank Customer Satisfaction with CNN\ 5:12:51 Predicting the Bank Customer Satisfaction - Step 1 5:24:52 Predicting the Bank Customer Satisfaction - Step 2 5:49:02 Predicting the Bank Customer Satisfaction - Step 3 6:01:16 Predicting the Bank Customer Satisfaction - Step 4 8 Credit Card Fraud Detection with CNN\ 6:09:45 Credit Card Fraud Detection with CNN - Step 1 6:21:38 Credit Card Fraud Detection with CNN - Step 2 6:39:00 Credit Card Fraud Detection with CNN - Step 3 6:52:11 Credit Card Fraud Detection with CNN - Step 4 to Recurrent Neural Networks\ 7:00:45 Introduction to Recurrent Neural Networks 7:02:54 Vanishing Gradient Problem 7:05:00 LSTM and GRU 9 IMDB Review Classification with RNN - LSTM\ 7:08:30 IMDB Review Classification with RNN - LSTM Step 1 7:17:26 IMDB Review Classification with RNN - LSTM Step 2 7:26:35 IMDB Review Classification with RNN - LSTM Step 3 10 Multiclass Image Classification with RNN - LSTM\ 7:35:55 Multiclass Image Classification with RNN - LSTM Step 1 7:45:36 Multiclass Image Classification with RNN - LSTM Step 2 7:57:26 Multiclass Image Classification with RNN - LSTM Step 3 11 Google Stock Price Prediction with RNN and LSTM\ 8:07:05 Google Stock Price Prediction with RNN and LSTM Step 1 8:22:37 Google Stock Price Prediction with RNN and LSTM Step 2 8:31:48 Google Stock Price Prediction with RNN and LSTM Step 3 8:44:28 Google Stock Price Prediction with RNN and LSTM Step 4 9:04:58 Google Stock Price Prediction with RNN and LSTM Step 5 9:09:13 Introduction to Transfer Learning Learning\ 9:12:46 Transfer Learning Step 1 9:24:44 Transfer Learning Step 2 9:34:08 Transfer Learning Step 3 9:45:14 Transfer Learning Step 4 of Natural Language Processing\ 9:52:01 Introduction to Natural Language Processing 9:55:58 NLTK Introduction and Installation 9:59:25 Tokenization 10:08:22 Stemming 10:16:52 Lemmatization 10:20:58 Stop Words 10:29:56 POS Tagging 10:36:58 Chunking 10:44:26 Named Entity Recognition 12 Movie Review Classifivation with NLTK\ 10:50:48 Movie Review Classifivation with NLTK Step 1 11:05:51 Movie Review Classifivation with NLTK Step 2 Course on Numpy (Data Analysis)\ 11:18:46 Introduction to NumPy 11:19:39 Numpy Arrays Part 1 11:23:30 Numpy Arrays Part 2 11:34:18 Numpy Arrays Part 3 11:39:51 Numpy Indexing and Selection Part 1 11:49:01 Numpy Indexing and Selection Part 2 11:54:22 Numpy Operations Course on Pandas (Data Analysis)\ 11:59:38 Pandas Introduction