open-cv – To process the image like converting them to grayscale and etc.tqdm – Instantly make your loops show a smart progress meter, just for simple designing sake.TFLearn – Deep learning library featuring a higher-level API for TensorFlow used to create layers of our CNN.To do so we can see that name of each image of the training data set is either start with “cat” or “dog” so we will use that to our advantage then we use one hot encoder for the machine to understand the labels(cat or dog). Now after getting the data set, we need to preprocess the data a bit and provide labels to each of the images given there during training the data set. For the dataset we will use the Kaggle dataset of cat-vs-dog: So after going through all those links let us see how to create our very own cat-vs-dog image classifier. Since it’s not an article explaining CNN so I’ll add some links in the end if you guys are interested in how CNN works and behaves. So basically what is CNN – as we know it’s a machine learning algorithm for machines to understand the features of the image with foresight and remember the features to guess whether the name of the new image is fed to the machine. To achieve our goal, we will use one of the famous machine learning algorithms out there which are used for Image Classification i.e. Today, we will create an Image Classifier of our own that can distinguish whether a given pic is of a dog or cat or something else depending upon your fed data. To know more about Machine learning and its algorithms you can refer to some links that are provided in the Reference sections of this article. But to be precise what is Machine Learning, well it’s just one way of teaching the machine by feeding a large amount of data. Well, it can even be said as the new electricity in today’s world. Machine Learning is now one of the hottest topics around the world. The article is about creating an Image classifier for identifying cat-vs-dogs using TFLearn in Python. Must Do Coding Questions for Product Based Companies.Practice for cracking any coding interview.Must Do Coding Questions for Companies like Amazon, Microsoft, Adobe.Python | Scramble words from a text file.Python | Program to implement Jumbled word game.Python program to implement Rock Paper Scissor game.Python implementation of automatic Tic Tac Toe game using random number.Deep Neural net with forward and back propagation from scratch – Python.
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