GigaCourse Com Udemy Complete Guide on TensorFlow using Keras API

GigaCourse Com Udemy Complete Guide on TensorFlow using Keras API

Name	[GigaCourse.Com] Udemy - A Complete Guide on TensorFlow 2.0 using Keras API	DOWNLOAD Copy Link
Total Size	2.8 GB
Total Files	279
Last Seen	2024-07-19 23:54
Hash	041C285AA36354F22742DA191FADA153BC480BDA

/0. Websites you may like/
[CourseClub.ME].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
/01 - Introduction/
001 Welcome to the TensorFlow 2.0 course! Discover its structure and the TF toolkit.mp4	153.4 MB
001 Welcome to the TensorFlow 2.0 course! Discover its structure and the TF toolkit_en.vtt	24.8 KB
002 Course Curriculum & Colab Toolkit.html	0.5 KB
003 BONUS 10 advantages of TensorFlow.html	0.6 KB
004 BONUS Learning Path.html	1.4 KB
/02 - TensorFlow 2.0 Basics/
001 From TensorFlow 1.x to TensorFlow 2.0.mp4	120.4 MB
001 From TensorFlow 1.x to TensorFlow 2.0_en.vtt	15.8 KB
002 Constants, Variables, Tensors.mp4	24.2 MB
002 Constants, Variables, Tensors_en.vtt	12.3 KB
003 Operations with Tensors.mp4	20.4 MB
003 Operations with Tensors_en.vtt	8.5 KB
004 Strings.mp4	15.5 MB
004 Strings_en.vtt	8.3 KB
external-assets-links.txt	0.1 KB
/03 - Artificial Neural Networks/
001 Project Setup.mp4	23.3 MB
001 Project Setup_en.vtt	8.2 KB
002 Data Preprocessing.mp4	22.2 MB
002 Data Preprocessing_en.vtt	9.5 KB
003 Building the Artificial Neural Network.mp4	24.1 MB
003 Building the Artificial Neural Network_en.vtt	13.8 KB
004 Training the Artificial Neural Network.mp4	18.1 MB
004 Training the Artificial Neural Network_en.vtt	9.8 KB
005 Evaluating the Artificial Neural Network.mp4	11.8 MB
005 Evaluating the Artificial Neural Network_en.vtt	6.2 KB
006 HOMEWORK Artificial Neural Networks.html	0.5 KB
007 HOMEWORK SOLUTION Artificial Neural Networks.html	0.4 KB
[CourseClub.Me].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
external-assets-links.txt	0.1 KB
/04 - Convolutional Neural Networks/
001 Project Setup & Data Preprocessing.mp4	18.0 MB
001 Project Setup & Data Preprocessing_en.vtt	10.2 KB
002 Building the Convolutional Neural Network.mp4	59.3 MB
002 Building the Convolutional Neural Network_en.vtt	18.8 KB
003 Training and Evaluating the Convolutional Neural Network.mp4	20.8 MB
003 Training and Evaluating the Convolutional Neural Network_en.vtt	10.3 KB
004 HOMEWORK Convolutional Neural Networks.html	0.5 KB
005 HOMEWORK SOLUTION Convolutional Neural Networks.html	0.6 KB
external-assets-links.txt	0.1 KB
/05 - Recurrent Neural Networks/
001 Project Setup & Data Preprocessing.mp4	30.3 MB
001 Project Setup & Data Preprocessing_en.vtt	9.5 KB
002 Building the Recurrent Neural Network.mp4	15.7 MB
002 Building the Recurrent Neural Network_en.vtt	8.6 KB
003 Training and Evaluating the Recurrent Neural Network.mp4	18.1 MB
003 Training and Evaluating the Recurrent Neural Network_en.vtt	9.8 KB
external-assets-links.txt	0.1 KB
/06 - Transfer Learning and Fine Tuning/
001 What is Transfer Learning.mp4	48.7 MB
001 What is Transfer Learning_en.vtt	5.6 KB
002 Project Setup.mp4	46.6 MB
002 Project Setup_en.vtt	4.0 KB
003 Dataset preprocessing.mp4	15.5 MB
003 Dataset preprocessing_en.vtt	5.9 KB
004 Loading the MobileNet V2 model.mp4	15.5 MB
004 Loading the MobileNet V2 model_en.vtt	3.4 KB
005 Freezing the pre-trained model.mp4	2.8 MB
005 Freezing the pre-trained model_en.vtt	1.6 KB
006 Adding a custom head to the pre-trained model.mp4	9.3 MB
006 Adding a custom head to the pre-trained model_en.vtt	3.8 KB
007 Defining the transfer learning model.mp4	10.5 MB
007 Defining the transfer learning model_en.vtt	2.1 KB
008 Compiling the Transfer Learning model.mp4	5.1 MB
008 Compiling the Transfer Learning model_en.vtt	3.2 KB
009 Image Data Generators.mp4	16.2 MB
009 Image Data Generators_en.vtt	5.8 KB
010 Transfer Learning.mp4	7.9 MB
010 Transfer Learning_en.vtt	2.8 KB
011 Evaluating Transfer Learning results.mp4	3.8 MB
011 Evaluating Transfer Learning results_en.vtt	1.6 KB
012 Fine Tuning model definition.mp4	9.9 MB
012 Fine Tuning model definition_en.vtt	4.2 KB
013 Compiling the Fine Tuning model.mp4	2.6 MB
013 Compiling the Fine Tuning model_en.vtt	1.3 KB
014 Fine Tuning.mp4	4.5 MB
014 Fine Tuning_en.vtt	2.4 KB
015 Evaluating Fine Tuning results.mp4	3.7 MB
015 Evaluating Fine Tuning results_en.vtt	1.9 KB
external-assets-links.txt	0.1 KB
/07 - Deep Reinforcement Learning Theory/
001 What is Reinforcement Learning.mp4	26.1 MB
001 What is Reinforcement Learning_en.vtt	17.3 KB
002 The Bellman Equation.mp4	50.6 MB
002 The Bellman Equation_en.vtt	28.9 KB
003 Markov Decision Process (MDP).mp4	44.4 MB
003 Markov Decision Process (MDP)_en.vtt	25.1 KB
004 Q-Learning Intuition.mp4	30.7 MB
004 Q-Learning Intuition_en.vtt	20.7 KB
005 Temporal Difference.mp4	38.3 MB
005 Temporal Difference_en.vtt	26.7 KB
006 Deep Q-Learning Intuition - Step 1.mp4	36.2 MB
006 Deep Q-Learning Intuition - Step 1_en.vtt	21.0 KB
007 Deep Q-Learning Intuition - Step 2.mp4	15.3 MB
007 Deep Q-Learning Intuition - Step 2_en.vtt	9.3 KB
008 Experience Replay.mp4	40.0 MB
008 Experience Replay_en.vtt	22.5 KB
009 Action Selection Policies.mp4	57.0 MB
009 Action Selection Policies_en.vtt	23.3 KB
/08 - Deep Reinforcement Learning for Stock Market trading/
001 Project Setup.mp4	9.4 MB
001 Project Setup_en.vtt	2.7 KB
002 AI Trader - Step 1.mp4	12.1 MB
002 AI Trader - Step 1_en.vtt	7.1 KB
003 AI Trader - Step 2.mp4	5.2 MB
003 AI Trader - Step 2_en.vtt	2.4 KB
004 AI Trader - Step 3.mp4	6.5 MB
004 AI Trader - Step 3_en.vtt	2.7 KB
005 AI Trader - Step 4.mp4	7.1 MB
005 AI Trader - Step 4_en.vtt	3.3 KB
006 AI Trader - Step 5.mp4	24.4 MB
006 AI Trader - Step 5_en.vtt	5.9 KB
007 Dataset Loader function.mp4	27.8 MB
007 Dataset Loader function_en.vtt	7.5 KB
008 State creator function.mp4	14.9 MB
008 State creator function_en.vtt	8.9 KB
009 Loading the dataset.mp4	3.5 MB
009 Loading the dataset_en.vtt	1.8 KB
010 Defining the model.mp4	5.9 MB
010 Defining the model_en.vtt	3.0 KB
011 Training loop - Step 1.mp4	12.3 MB
011 Training loop - Step 1_en.vtt	6.4 KB
012 Training loop - Step 2.mp4	37.8 MB
012 Training loop - Step 2_en.vtt	8.7 KB
[CourseClub.Me].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
external-assets-links.txt	0.2 KB
/09 - Data Validation with TensorFlow Data Validation (TFDV)/
001 Project Setup.mp4	9.5 MB
001 Project Setup_en.vtt	4.2 KB
002 Loading the pollution dataset.mp4	12.1 MB
002 Loading the pollution dataset_en.vtt	4.8 KB
003 Creating dataset Schema.mp4	10.0 MB
003 Creating dataset Schema_en.vtt	6.2 KB
004 Computing test set statistics.mp4	1.1 MB
004 Computing test set statistics_en.vtt	0.7 KB
005 Anomaly detection with TensorFlow Data Validation.mp4	9.5 MB
005 Anomaly detection with TensorFlow Data Validation_en.vtt	5.0 KB
006 Preparing Schema for production.mp4	8.9 MB
006 Preparing Schema for production_en.vtt	4.1 KB
007 Saving the Schema.mp4	4.0 MB
007 Saving the Schema_en.vtt	1.6 KB
008 What's next.html	2.0 KB
18573084-pollution-small.csv	74.5 KB
external-assets-links.txt	0.1 KB
/10 - Dataset Preprocessing with TensorFlow Transform (TFT)/
001 Project Setup.mp4	8.6 MB
001 Project Setup_en.vtt	2.5 KB
002 Initial dataset preprocessing.mp4	17.2 MB
002 Initial dataset preprocessing_en.vtt	7.5 KB
003 Dataset metadata.mp4	10.4 MB
003 Dataset metadata_en.vtt	4.4 KB
004 Preprocessing function.mp4	9.4 MB
004 Preprocessing function_en.vtt	5.5 KB
005 Dataset preprocessing pipeline.mp4	62.7 MB
005 Dataset preprocessing pipeline_en.vtt	9.6 KB
006 What's next.html	2.1 KB
18573088-pollution-small.csv	74.5 KB
external-assets-links.txt	0.1 KB
/11 - Fashion API with Flask and TensorFlow 2.0/
001 Project Setup.mp4	16.2 MB
001 Project Setup_en.vtt	7.0 KB
002 Importing project dependencies.mp4	5.1 MB
002 Importing project dependencies_en.vtt	2.3 KB
003 Loading a pre-trained model.mp4	8.8 MB
003 Loading a pre-trained model_en.vtt	3.6 KB
004 Defining the Flask application.mp4	4.6 MB
004 Defining the Flask application_en.vtt	1.7 KB
005 Creating classify function.mp4	16.7 MB
005 Creating classify function_en.vtt	5.3 KB
006 Starting the Flask application.mp4	7.8 MB
006 Starting the Flask application_en.vtt	2.5 KB
007 Sending API requests over internet to the model.mp4	12.1 MB
007 Sending API requests over internet to the model_en.vtt	4.1 KB
19265454-Flask-API.zip	381.3 KB
/12 - Image Classification API with TensorFlow Serving/
001 What is the TensorFlow Serving.mp4	10.6 MB
001 What is the TensorFlow Serving_en.vtt	7.3 KB
002 TensorFlow Serving architecture.mp4	8.1 MB
002 TensorFlow Serving architecture_en.vtt	4.4 KB
003 Project setup.mp4	20.8 MB
003 Project setup_en.vtt	4.2 KB
004 Dataset preprocessing.mp4	12.1 MB
004 Dataset preprocessing_en.vtt	4.7 KB
005 Defining, training and evaluating a model.mp4	17.0 MB
005 Defining, training and evaluating a model_en.vtt	3.4 KB
006 Saving the model for production.mp4	10.8 MB
006 Saving the model for production_en.vtt	5.1 KB
007 Serving the TensorFlow 2.0 Model.mp4	20.5 MB
007 Serving the TensorFlow 2.0 Model_en.vtt	4.4 KB
008 Creating a JSON object.mp4	10.2 MB
008 Creating a JSON object_en.vtt	3.2 KB
009 Sending the first POST request to the model.mp4	11.7 MB
009 Sending the first POST request to the model_en.vtt	6.2 KB
010 Sending the POST request to a specific model.mp4	4.2 MB
010 Sending the POST request to a specific model_en.vtt	2.3 KB
[CourseClub.Me].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
external-assets-links.txt	0.1 KB
/13 - TensorFlow Lite Prepare a model for a mobile device/
001 What is the TensorFlow Lite.mp4	6.2 MB
001 What is the TensorFlow Lite_en.vtt	4.6 KB
002 Project setup.mp4	3.9 MB
002 Project setup_en.vtt	2.4 KB
003 Dataset preprocessing.mp4	20.6 MB
003 Dataset preprocessing_en.vtt	4.1 KB
004 Building a model.mp4	6.4 MB
004 Building a model_en.vtt	3.2 KB
005 Training, evaluating the model.mp4	5.7 MB
005 Training, evaluating the model_en.vtt	2.3 KB
006 Saving the model.mp4	4.0 MB
006 Saving the model_en.vtt	2.0 KB
007 TensorFlow Lite Converter.mp4	2.8 MB
007 TensorFlow Lite Converter_en.vtt	1.7 KB
008 Converting the model to a TensorFlow Lite model.mp4	2.2 MB
008 Converting the model to a TensorFlow Lite model_en.vtt	1.4 KB
009 Saving the converted model.mp4	3.7 MB
009 Saving the converted model_en.vtt	1.8 KB
010 What's next.html	2.2 KB
external-assets-links.txt	0.1 KB
/14 - Distributed Training with TensorFlow 2.0/
001 What is the Distributed Training.mp4	5.5 MB
001 What is the Distributed Training_en.vtt	4.1 KB
002 Project Setup.mp4	8.0 MB
002 Project Setup_en.vtt	1.8 KB
003 Dataset preprocessing.mp4	10.5 MB
003 Dataset preprocessing_en.vtt	5.0 KB
004 Defining a non-distributed model (normal CNN model).mp4	6.3 MB
004 Defining a non-distributed model (normal CNN model)_en.vtt	3.5 KB
005 Setting up a distributed strategy.mp4	3.4 MB
005 Setting up a distributed strategy_en.vtt	2.0 KB
006 Defining a distributed model.mp4	5.3 MB
006 Defining a distributed model_en.vtt	2.2 KB
007 Final evaluation - Speed test normal model vs distributed model.mp4	20.0 MB
007 Final evaluation - Speed test normal model vs distributed model_en.vtt	4.1 KB
external-assets-links.txt	0.1 KB
/15 - Annex 1 - Artificial Neural Networks Theory/
001 Plan of Attack.mp4	5.0 MB
001 Plan of Attack_en.vtt	3.7 KB
002 The Neuron.mp4	45.8 MB
002 The Neuron_en.vtt	23.7 KB
003 The Activation Function.mp4	18.1 MB
003 The Activation Function_en.vtt	11.3 KB
004 How do Neural Networks Work.mp4	36.9 MB
004 How do Neural Networks Work_en.vtt	18.5 KB
005 How do Neural Networks Learn.mp4	45.4 MB
005 How do Neural Networks Learn_en.vtt	17.7 KB
006 Gradient Descent.mp4	26.9 MB
006 Gradient Descent_en.vtt	13.2 KB
007 Stochastic Gradient Descent.mp4	32.9 MB
007 Stochastic Gradient Descent_en.vtt	11.6 KB
008 Backpropagation.mp4	18.5 MB
008 Backpropagation_en.vtt	6.6 KB
/16 - Annex 2 - Convolutional Neural Networks Theory/
001 Plan of Attack.mp4	6.5 MB
001 Plan of Attack_en.vtt	5.0 KB
002 What are Convolutional Neural Networks.mp4	74.5 MB
002 What are Convolutional Neural Networks_en.vtt	21.0 KB
003 Step 1 - Convolution.mp4	68.8 MB
003 Step 1 - Convolution_en.vtt	22.4 KB
004 Step 1 Bis - ReLU Layer.mp4	21.6 MB
004 Step 1 Bis - ReLU Layer_en.vtt	8.7 KB
005 Step 2 - Max Pooling.mp4	91.7 MB
005 Step 2 - Max Pooling_en.vtt	20.4 KB
006 Step 3 - Flattening.mp4	3.3 MB
006 Step 3 - Flattening_en.vtt	2.5 KB
007 Step 4 - Full Connection.mp4	61.4 MB
007 Step 4 - Full Connection_en.vtt	27.2 KB
008 Summary.mp4	11.3 MB
008 Summary_en.vtt	5.8 KB
009 Softmax & Cross-Entropy.mp4	53.9 MB
009 Softmax & Cross-Entropy_en.vtt	23.7 KB
[CourseClub.Me].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
/17 - Annex 3 - Recurrent Neural Networks Theory/
001 Plan of Attack.mp4	4.4 MB
001 Plan of Attack_en.vtt	3.3 KB
002 What are Recurrent Neural Networks.mp4	60.3 MB
002 What are Recurrent Neural Networks_en.vtt	22.5 KB
003 Vanishing Gradient.mp4	90.4 MB
003 Vanishing Gradient_en.vtt	19.6 KB
004 LSTMs.mp4	93.2 MB
004 LSTMs_en.vtt	26.5 KB
005 LSTM Practical Intuition.mp4	112.7 MB
005 LSTM Practical Intuition_en.vtt	19.5 KB
006 LSTM Variations.mp4	7.4 MB
006 LSTM Variations_en.vtt	4.6 KB
/18 - Bonus Lectures/
001 SPECIAL COVID-19 BONUS.html	0.7 KB
002 YOUR SPECIAL BONUS.html	1.2 KB
003 FREE LEARNING RESOURCES FOR YOU.html	2.3 KB
/
[CourseClub.Me].url	0.1 KB
[GigaCourse.Com].url	0.0 KB
Total files 279