Showing posts from June, 2017

How to Cast Integer to Float and Vice Versa in TensorFlow

In this article, we will learn to convert the data types of tensors to integer and float. First, let's create two nodes. node1 = tf.constant(5) # dtype is int32 node2 = tf.constant(6.0) # dtype is float32 Let's multiply the two nodes to create a new node node3 = tf.multiply(node1, node2) This will throw a TypeError: Input 'y' of 'Mul' Op has type float32 that does not match type int32 of argument 'x'. This is because the node1 data type is an integer while the data type of node2 is a float. Multiply method doesn't convert the types of its variables automatically. For now, we need to change them before performing any type of arithmetic operations on them. I hope this changes in the future releases. The correct way is to convert either of the node's type to match the other. Here, we are converting the node1 which is an integer to a float. tf.to_float(node1, name='ToFloat') Replacing the node1 with the above lin

TensorFlow - How to Use Placeholders

In this article, we will learn about Placeholders in TensorFlow, how to initialize them and how to pass the data to them. While Constants are used to feed data from inside the model, Placeholders are used to feed data from outside the model. In simpler terms, placeholders doesn't provide values while initializing, they are passed during the session. First, Initialize two placeholders. a = tf.placeholder(tf.float32) b = tf.placeholder(tf.float32) Take a look at the initialization, we aren't passing any value to the tensor. Next, let's add them. adder_node = tf.add(a, b) Now, Inside a session we can pass any number of inputs and the model performs operations and gives a value. # Add two numbers, {a: 1.3, b: 5}) # Add two 1x2 matrices, {a: [2, 8], b: [3, 5]}) Below is the code that initializes tensors with placeholders and passes the values at a later stage. Play with it for better understanding.

What is a Tensor Rank and Tensor Shape - TensorFlow

In this article, we will learn about Tensor Ranks and Tensor Shapes. We know a tensor is an n-dimensional array. So, Rank is defined as the number of dimensions of that tensor. And, Tensor Shape represents the size of the each dimension. A tensor with rank 0 is a zero-dimensional array. The element of a zero-dimensional array is a point. This is represented as a Scalar in Math and has magnitude. Eg: s = 48.3 Shape - [] A tensor with rank 1 is a one-dimensional array. The elements of the one-dimensional array are points on a line. This line has magnitude, direction. and is represented as Vector in Math. Vector has n entries. Eg:  v = [1, 9, -6, 7, 0] Shape - [5] A tensor with rank 2 is a two-dimensional array. The elements of the two-dimensional array are lines on a surface. This surface is represented as a Matrix in Math and has two coordinates. The Matrix contains n x n entries. Eg: m = [[2.4, 5.1], [3.3, 7.9], [8.5, 6.1]] Shape - [3, 2] A tensor

How to Create Facebook Page

Facebook pages are a great way to connect with your fans, brand loyalists, promote your cause and there are even more reasons to create a Facebook page. In this tutorial, we will learn to create a Facebook page. To get started, we need a Facebook account. 1. Go to Create a Page section of the Facebook. 2. Select a parent category for your page from the predefined six. Currently, these include i)   Local Business or Place ii)  Company, Organization or Institution iii) Brand or Product iv) Artist, Band or Public Figure v)  Entertainment vi) Cause or Community 3. Choose a sub category that matches your page after clicking on the drop down and give your page a name and address if you are a local business. 4. Finally, Click Get Started. That's it. Your page is successfully created. Now follow the page tips before you start sharing it with your friends and fans.

How to Create Facebook App

In this tutorial, we will learn to create a Facebook app. To get started, you need a Facebook account. 1. Go to Facebook for developers website and log in if you haven't logged into your account. 2. In the top right-hand corner, hover over My Apps and click Add a New App. 3. Enter the name of the app, contact email and click Create App ID. That's it, you'll be taken to the Product Setup page. Here you can integrate various products offered by Facebook.