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Udemy A Complete Guide on TensorFlow 2 0 using Keras API

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Udemy A Complete Guide on TensorFlow 2 0 using Keras API

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2.6 GB

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Files:

Get Bonus Downloads Here.url 182 bytes
001 Welcome to the TensorFlow 2.0 course! Discover its structure and the TF toolkit.mp4 146.3 MB
001 Welcome to the TensorFlow 2.0 course! Discover its structure and the TF toolkit_en.vtt 24.2 KB
002 Course Curriculum & Colab Toolkit.html 464 bytes
003 BONUS 10 advantages of TensorFlow.html 613 bytes
004 BONUS Learning Path.html 1.4 KB
001 From TensorFlow 1.x to TensorFlow 2.0.mp4 114.8 MB
001 From TensorFlow 1.x to TensorFlow 2.0_en.vtt 15.5 KB
002 Constants, Variables, Tensors.mp4 23.1 MB
002 Constants, Variables, Tensors_en.vtt 12.0 KB
003 Operations with Tensors.mp4 19.5 MB
003 Operations with Tensors_en.vtt 8.3 KB
004 Strings.mp4 14.8 MB
004 Strings_en.vtt 8.1 KB
external-assets-links.txt 124 bytes
001 Project Setup.mp4 22.3 MB
001 Project Setup_en.vtt 8.0 KB
002 Data Preprocessing.mp4 21.1 MB
002 Data Preprocessing_en.vtt 9.3 KB
003 Building the Artificial Neural Network.mp4 22.9 MB
003 Building the Artificial Neural Network_en.vtt 13.5 KB
004 Training the Artificial Neural Network.mp4 17.3 MB
004 Training the Artificial Neural Network_en.vtt 9.6 KB
005 Evaluating the Artificial Neural Network.mp4 11.2 MB
005 Evaluating the Artificial Neural Network_en.vtt 6.1 KB
006 HOMEWORK Artificial Neural Networks.html 493 bytes
007 HOMEWORK SOLUTION Artificial Neural Networks.html 421 bytes
external-assets-links.txt 95 bytes
001 Project Setup & Data Preprocessing.mp4 17.2 MB
001 Project Setup & Data Preprocessing_en.vtt 10.0 KB
002 Building the Convolutional Neural Network.mp4 56.6 MB
002 Building the Convolutional Neural Network_en.vtt 18.3 KB
003 Training and Evaluating the Convolutional Neural Network.mp4 19.8 MB
003 Training and Evaluating the Convolutional Neural Network_en.vtt 10.0 KB
004 HOMEWORK Convolutional Neural Networks.html 500 bytes
005 HOMEWORK SOLUTION Convolutional Neural Networks.html 573 bytes
external-assets-links.txt 95 bytes
001 Project Setup & Data Preprocessing.mp4 28.9 MB
001 Project Setup & Data Preprocessing_en.vtt 9.2 KB
002 Building the Recurrent Neural Network.mp4 15.0 MB
002 Building the Recurrent Neural Network_en.vtt 8.4 KB
003 Training and Evaluating the Recurrent Neural Network.mp4 17.3 MB
003 Training and Evaluating the Recurrent Neural Network_en.vtt 9.6 KB
external-assets-links.txt 95 bytes
001 What is Transfer Learning.mp4 46.5 MB
001 What is Transfer Learning_en.vtt 5.5 KB
002 Project Setup.mp4 44.5 MB
002 Project Setup_en.vtt 3.9 KB
003 Dataset preprocessing.mp4 14.8 MB
003 Dataset preprocessing_en.vtt 5.7 KB
004 Loading the MobileNet V2 model.mp4 14.8 MB
004 Loading the MobileNet V2 model_en.vtt 3.3 KB
005 Freezing the pre-trained model.mp4 2.6 MB
005 Freezing the pre-trained model_en.vtt 1.6 KB
006 Adding a custom head to the pre-trained model.mp4 8.9 MB
006 Adding a custom head to the pre-trained model_en.vtt 3.7 KB
007 Defining the transfer learning model.mp4 10.0 MB
007 Defining the transfer learning model_en.vtt 2.1 KB
008 Compiling the Transfer Learning model.mp4 4.9 MB
008 Compiling the Transfer Learning model_en.vtt 3.1 KB
009 Image Data Generators.mp4 15.4 MB
009 Image Data Generators_en.vtt 5.6 KB
010 Transfer Learning.mp4 7.6 MB
010 Transfer Learning_en.vtt 2.8 KB
011 Evaluating Transfer Learning results.mp4 3.6 MB
011 Evaluating Transfer Learning results_en.vtt 1.6 KB
012 Fine Tuning model definition.mp4 9.4 MB
012 Fine Tuning model definition_en.vtt 4.1 KB
013 Compiling the Fine Tuning model.mp4 2.5 MB
013 Compiling the Fine Tuning model_en.vtt 1.3 KB
014 Fine Tuning.mp4 4.3 MB
014 Fine Tuning_en.vtt 2.3 KB
015 Evaluating Fine Tuning results.mp4 3.6 MB
015 Evaluating Fine Tuning results_en.vtt 1.8 KB
external-assets-links.txt 125 bytes
001 What is Reinforcement Learning.mp4 24.9 MB
001 What is Reinforcement Learning_en.vtt 16.9 KB
002 The Bellman Equation.mp4 48.2 MB
002 The Bellman Equation_en.vtt 28.2 KB
003 Markov Decision Process (MDP).mp4 42.4 MB
003 Markov Decision Process (MDP)_en.vtt 24.5 KB
004 Q-Learning Intuition.mp4 29.3 MB
004 Q-Learning Intuition_en.vtt 20.3 KB
005 Temporal Difference.mp4 36.6 MB
005 Temporal Difference_en.vtt 26.1 KB
006 Deep Q-Learning Intuition - Step 1.mp4 34.5 MB
006 Deep Q-Learning Intuition - Step 1_en.vtt 20.5 KB
007 Deep Q-Learning Intuition - Step 2.mp4 14.6 MB
007 Deep Q-Learning Intuition - Step 2_en.vtt 9.0 KB
008 Experience Replay.mp4 38.2 MB
008 Experience Replay_en.vtt 21.9 KB
009 Action Selection Policies.mp4 54.4 MB
009 Action Selection Policies_en.vtt 22.8 KB
001 Project Setup.mp4 9.0 MB
001 Project Setup_en.vtt 2.6 KB
002 AI Trader - Step 1.mp4 11.5 MB
002 AI Trader - Step 1_en.vtt 6.9 KB
003 AI Trader - Step 2.mp4 5.0 MB
003 AI Trader - Step 2_en.vtt 2.4 KB
004 AI Trader - Step 3.mp4 6.2 MB
004 AI Trader - Step 3_en.vtt 2.6 KB
005 AI Trader - Step 4.mp4 6.8 MB
005 AI Trader - Step 4_en.vtt 3.2 KB
006 AI Trader - Step 5.mp4 23.3 MB
006 AI Trader - Step 5_en.vtt 5.8 KB
007 Dataset Loader function.mp4 26.5 MB
007 Dataset Loader function_en.vtt 7.3 KB
008 State creator function.mp4 14.2 MB
008 State creator function_en.vtt 8.7 KB
009 Loading the dataset.mp4 3.3 MB
009 Loading the dataset_en.vtt 1.8 KB
010 Defining the model.mp4 5.6 MB
010 Defining the model_en.vtt 2.9 KB
011 Training loop - Step 1.mp4 11.7 MB
011 Training loop - Step 1_en.vtt 6.3 KB
012 Training loop - Step 2.mp4 36.1 MB
012 Training loop - Step 2_en.vtt 8.5 KB
external-assets-links.txt 200 bytes
001 Project Setup.mp4 9.1 MB
001 Project Setup_en.vtt 4.1 KB
002 Loading the pollution dataset.mp4 11.6 MB
002 Loading the pollution dataset_en.vtt 4.7 KB
003 Creating dataset Schema.mp4 9.6 MB
003 Creating dataset Schema_en.vtt 6.0 KB
004 Computing test set statistics.mp4 1.1 MB
004 Computing test set statistics_en.vtt 739 bytes
005 Anomaly detection with TensorFlow Data Validation.mp4 9.0 MB
005 Anomaly detection with TensorFlow Data Validation_en.vtt 4.8 KB
006 Preparing Schema for production.mp4 8.5 MB
006 Preparing Schema for production_en.vtt 4.0 KB
007 Saving the Schema.mp4 3.8 MB
007 Saving the Schema_en.vtt 1.6 KB
008 What's next.html 2.0 KB
18573084-pollution-small.csv 72.7 KB
external-assets-links.txt 96 bytes
001 Project Setup.mp4 8.2 MB
001 Project Setup_en.vtt 2.5 KB
002 Initial dataset preprocessing.mp4 16.4 MB
002 Initial dataset preprocessing_en.vtt 7.3 KB
003 Dataset metadata.mp4 9.9 MB
003 Dataset metadata_en.vtt 4.3 KB
004 Preprocessing function.mp4 8.9 MB
004 Preprocessing function_en.vtt 5.3 KB
005 Dataset preprocessing pipeline.mp4 59.8 MB
005 Dataset preprocessing pipeline_en.vtt 9.4 KB
006 What's next.html 2.1 KB
18573088-pollution-small.csv 72.7 KB
external-assets-links.txt 95 bytes
001 Project Setup.mp4 15.5 MB
001 Project Setup_en.vtt 6.9 KB
002 Importing project dependencies.mp4 4.8 MB
002 Importing project dependencies_en.vtt 2.2 KB
003 Loading a pre-trained model.mp4 8.4 MB
003 Loading a pre-trained model_en.vtt 3.5 KB
004 Defining the Flask application.mp4 4.4 MB
004 Defining the Flask application_en.vtt 1.6 KB
005 Creating classify function.mp4 16.0 MB
005 Creating classify function_en.vtt 5.1 KB
006 Starting the Flask application.mp4 7.5 MB
006 Starting the Flask application_en.vtt 2.4 KB
007 Sending API requests over internet to the model.mp4 11.6 MB
007 Sending API requests over internet to the model_en.vtt 4.0 KB
app.py 1.3 KB
fashion_model_flask.h5 411.0 KB
fashion_model_flask.json 1.1 KB
001 What is the TensorFlow Serving.mp4 10.1 MB
001 What is the TensorFlow Serving_en.vtt 7.1 KB
002 TensorFlow Serving architecture.mp4 7.7 MB
002 TensorFlow Serving architecture_en.vtt 4.3 KB
003 Project setup.mp4 19.9 MB
003 Project setup_en.vtt 4.1 KB
004 Dataset preprocessing.mp4 11.5 MB
004 Dataset preprocessing_en.vtt 4.6 KB
005 Defining, training and evaluating a model.mp4 16.3 MB
005 Defining, training and evaluating a model_en.vtt 3.3 KB
006 Saving the model for production.mp4 10.3 MB
006 Saving the model for production_en.vtt 5.0 KB
007 Serving the TensorFlow 2.0 Model.mp4 19.6 MB
007 Serving the TensorFlow 2.0 Model_en.vtt 4.3 KB
008 Creating a JSON object.mp4 9.8 MB
008 Creating a JSON object_en.vtt 3.1 KB
009 Sending the first POST request to the model.mp4 11.2 MB
009 Sending the first POST request to the model_en.vtt 6.1 KB
010 Sending the POST request to a specific model.mp4 4.0 MB
010 Sending the POST request to a specific model_en.vtt 2.3 KB
external-assets-links.txt 110 bytes
001 What is the TensorFlow Lite.mp4 5.9 MB
001 What is the TensorFlow Lite_en.vtt 4.5 KB
002 Project setup.mp4 3.7 MB
002 Project setup_en.vtt 2.3 KB
003 Dataset preprocessing.mp4 19.7 MB
003 Dataset preprocessing_en.vtt 4.0 KB
004 Building a model.mp4 6.1 MB
004 Building a model_en.vtt 3.1 KB
005 Training, evaluating the model.mp4 5.5 MB
005 Training, evaluating the model_en.vtt 2.2 KB
006 Saving the model.mp4 3.8 MB
006 Saving the model_en.vtt 1.9 KB
007 TensorFlow Lite Converter.mp4 2.7 MB
007 TensorFlow Lite Converter_en.vtt 1.7 KB
008 Converting the model to a TensorFlow Lite model.mp4 2.1 MB
008 Converting the model to a TensorFlow Lite model_en.vtt 1.3 KB
009 Saving the converted model.mp4 3.5 MB
009 Saving the converted model_en.vtt 1.8 KB
010 What's next.html 2.2 KB
external-assets-links.txt 107 bytes
001 What is the Distributed Training.mp4 5.3 MB
001 What is the Distributed Training_en.vtt 4.0 KB
002 Project Setup.mp4 7.6 MB
002 Project Setup_en.vtt 1.7 KB
003 Dataset preprocessing.mp4 10.0 MB
003 Dataset preprocessing_en.vtt 4.9 KB
004 Defining a non-distributed model (normal CNN model).mp4 6.0 MB
004 Defining a non-distributed model (normal CNN model)_en.vtt 3.4 KB
005 Setting up a distributed strategy.mp4 3.2 MB
005 Setting up a distributed strategy_en.vtt 1.9 KB
006 Defining a distributed model.mp4 5.0 MB
006 Defining a distributed model_en.vtt 2.1 KB
007 Final evaluation - Speed test normal model vs distributed model.mp4 19.1 MB
007 Final evaluation - Speed test normal model vs distributed model_en.vtt 4.0 KB
external-assets-links.txt 112 bytes
001 Plan of Attack.mp4 4.8 MB
001 Plan of Attack_en.vtt 3.6 KB
002 The Neuron.mp4 43.7 MB
002 The Neuron_en.vtt 23.2 KB
003 The Activation Function.mp4 17.3 MB
003 The Activation Function_en.vtt 11.0 KB
004 How do Neural Networks Work.mp4 35.2 MB
004 How do Neural Networks Work_en.vtt 18.1 KB
005 How do Neural Networks Learn.mp4 43.3 MB
005 How do Neural Networks Learn_en.vtt 17.3 KB
006 Gradient Descent.mp4 25.7 MB
006 Gradient Descent_en.vtt 12.9 KB
007 Stochastic Gradient Descent.mp4 31.4 MB
007 Stochastic Gradient Descent_en.vtt 11.3 KB
008 Backpropagation.mp4 17.7 MB
008 Backpropagation_en.vtt 6.5 KB
001 Plan of Attack.mp4 6.2 MB
001 Plan of Attack_en.vtt 4.9 KB
002 What are Convolutional Neural Networks.mp4 71.1 MB
002 What are Convolutional Neural Networks_en.vtt 20.5 KB
003 Step 1 - Convolution.mp4 65.6 MB
003 Step 1 - Convolution_en.vtt 21.8 KB
004 Step 1 Bis - ReLU Layer.mp4 20.6 MB
004 Step 1 Bis - ReLU Layer_en.vtt 8.5 KB
005 Step 2 - Max Pooling.mp4 87.5 MB
005 Step 2 - Max Pooling_en.vtt 19.9 KB
006 Step 3 - Flattening.mp4 3.1 MB
006 Step 3 - Flattening_en.vtt 2.4 KB
007 Step 4 - Full Connection.mp4 58.6 MB
007 Step 4 - Full Connection_en.vtt 26.6 KB
008 Summary.mp4 10.8 MB
008 Summary_en.vtt 5.6 KB
009 Softmax & Cross-Entropy.mp4 51.4 MB
009 Softmax & Cross-Entropy_en.vtt 23.2 KB
001 Plan of Attack.mp4 4.2 MB
001 Plan of Attack_en.vtt 3.2 KB
002 What are Recurrent Neural Networks.mp4 57.5 MB
002 What are Recurrent Neural Networks_en.vtt 22.0 KB
003 Vanishing Gradient.mp4 86.2 MB
003 Vanishing Gradient_en.vtt 19.1 KB
004 LSTMs.mp4 88.9 MB
004 LSTMs_en.vtt 25.9 KB
005 LSTM Practical Intuition.mp4 107.5 MB
005 LSTM Practical Intuition_en.vtt 19.1 KB
006 LSTM Variations.mp4 7.0 MB
006 LSTM Variations_en.vtt 4.5 KB
001 SPECIAL COVID-19 BONUS.html 722 bytes
002 YOUR SPECIAL BONUS.html 1.1 KB
003 FREE LEARNING RESOURCES FOR YOU.html 2.3 KB
Bonus Resources.txt 386 bytes

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