Found 178 Articles for Tensorflow

How can Tensorflow be used to load the flower dataset and work with it?

AmitDiwan
Updated on 19-Feb-2021 17:24:46

128 Views

We will be using the flowers dataset, which contains images of several thousands of flowers. It contains 5 sub-directories, and there is one sub-directory for every class.  Read More: What is TensorFlow and how Keras work with TensorFlow to create Neural Networks?Once the flower dataset has been downloaded using the ‘get_file’ method, it will be loaded into the environment to work with it. The loader parameters are explicitly mentioned and the loaded data is split into training and validation set.We are using the Google Colaboratory to run the below code. Google Colab or Colaboratory helps run Python code over the ... Read More

How can Tensorflow be used to test, reset the model and load the latest checkpoint?

AmitDiwan
Updated on 20-Jan-2021 13:37:47

141 Views

Tensorflow is a machine learning framework that is provided by Google. It is an open−source framework used in conjunction with Python to implement algorithms, deep learning applications and much more. It is used in research and for production purposes. It has optimization techniques that help in performing complicated mathematical operations quickly. This is because it uses NumPy and multi−dimensional arrays. These multi−dimensional arrays are also known as ‘tensors’. The framework supports working with deep neural network. It is highly scalable, and comes with many popular datasets.The ‘tensorflow’ package can be installed on Windows using the below line of code −pip ... Read More

How can Tensorflow be used to define a model for MNIST dataset?

AmitDiwan
Updated on 20-Jan-2021 13:05:28

96 Views

Tensorflow is a machine learning framework that is provided by Google. It is an open−source framework used in conjunction with Python to implement algorithms, deep learning applications and much more. It has optimization techniques that help in performing complicated mathematical operations quickly. This is because it uses NumPy and multi−dimensional arrays. These multi−dimensional arrays are also known as ‘tensors’. The framework supports working with deep neural network.The ‘tensorflow’ package can be installed on Windows using the below line of code −pip install tensorflowTensor is a data structure used in TensorFlow. It helps connect edges in a flow diagram. This flow ... Read More

How can Tensorflow be used to save and load weights for MNIST dataset?

AmitDiwan
Updated on 20-Jan-2021 13:02:54

109 Views

Tensorflow is a machine learning framework that is provided by Google. It is an open−source framework used in conjunction with Python to implement algorithms, deep learning applications and much more. It is used in research and for production purposes. It has optimization techniques that help in performing complicated mathematical operations quickly. This is because it uses NumPy and multi−dimensional arrays. These multi−dimensional arrays are also known as ‘tensors’.The ‘tensorflow’ package can be installed on Windows using the below line of code −pip install tensorflowTensor is a data structure used in TensorFlow. It helps connect edges in a flow diagram. This ... Read More

How can a DNN (deep neural network) model be used to predict MPG values on Auto MPG dataset using TensorFlow?

AmitDiwan
Updated on 20-Jan-2021 12:59:29

192 Views

Tensorflow is a machine learning framework that is provided by Google. It is an open−source framework used in conjunction with Python to implement algorithms, deep learning applications and much more. It is used in research and for production purposes. Tensor is a data structure used in TensorFlow. It helps connect edges in a flow diagram. This flow diagram is known as the ‘Data flow graph’. Tensors are nothing but multidimensional array or a list.The ‘tensorflow’ package can be installed on Windows using the below line of code −pip install tensorflowThe aim behind a regression problem is to predict the output ... Read More

How can a DNN (deep neural network) model be built on Auto MPG dataset using TensorFlow?

AmitDiwan
Updated on 20-Jan-2021 12:57:10

102 Views

   Tensorflow is a machine learning framework that is provided by Google. It is an open−source framework used in conjunction with Python to implement algorithms, deep learning applications and much more. It is used in research and for production purposes.Tensor is a data structure used in TensorFlow. It helps connect edges in a flow diagram. This flow diagram is known as the ‘Data flow graph’. Tensors are nothing but multidimensional array or a list.The dataset we use is called the ‘Auto MPG’ dataset. It contains fuel efficiency of 1970s and 1980s automobiles. It includes attributes like weight, horsepower, displacement, and ... Read More

How can a sequential model be built on Auto MPG dataset using TensorFlow?

AmitDiwan
Updated on 20-Jan-2021 12:55:48

74 Views

Tensorflow is a machine learning framework that is provided by Google. It is an open−source framework used in conjunction with Python to implement algorithms, deep learning applications and much more. It is used in research and for production purposes.The ‘tensorflow’ package can be installed on Windows using the below line of code −pip install tensorflowTensor is a data structure used in TensorFlow. It helps connect edges in a flow diagram. This flow diagram is known as the ‘Data flow graph’. Tensors are nothing but multidimensional array or a list. They can be identified using three main attributes −Rank − It ... Read More

How can predictions be made on Auto MPG dataset using TensorFlow?

AmitDiwan
Updated on 20-Jan-2021 12:51:49

81 Views

Tensorflow is a machine learning framework that is provided by Google. It is an open-source framework used in conjunction with Python to implement algorithms, deep learning applications and much more. It is used in research and for production purposes.Tensor is a data structure used in TensorFlow. It helps connect edges in a flow diagram. This flow diagram is known as the ‘Data flow graph’. Tensors are nothing but multidimensional array or a list. They can be identified using three main attributes:Rank − It tells about the dimensionality of the tensor. It can be understood as the order of the tensor ... Read More

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