12/13/2023 0 Comments Tensorflow pythonOptical Character Recognition using TensorFlow Here’s an interesting solved TensorFlow Project on How to Build a Similar Images Finder that you might be interested in checking out.ģ. For this TensorFlow project, you could jump right into a multi-class classification problem with this dataset or start with a simple cat dog classification problem using this dataset. Either way, you will need to modify the last few layers of the neural network to meet your output dimension requirements and re-train the DNN to some extent until it can achieve satisfactory performance. However, you will need to consider using transfer learning techniques or retrain the entire model depending on the data set at your disposal. Many pre-trained deep neural networks are available on TensorFlow. You could consider starting with deep neural network (DNN) models such as VGG, ResNet, and Inception to build an image classification model. ![]() Airbnb, which features millions of homes for travelers, uses image classification to ensure their guests get what they are looking for by categorizing photo listings into different room types to ensure that the listings meet standards and verify the correctness of the information. Image classification essentially involves classifying an image into a fixed number of classes based on its content. A Recurrent Neural Network trained with a data set like the Spam Text Message Classification should serve the purpose pretty well. While this model building may not achieve Google-standard performance, creating a basic spam detection model with TensorFlow, which forms the backbone of Google’s spam detector, is pretty simple. Therefore, the first TensorFlow project and perhaps the most familiar on the list will be building your spam detection model! Claimed to block over 99.9 percent of phishing emails and malicious software from reaching your inbox, this feature has made the Google Suite all the more desirable for its users. If you’ve ever used Gmail, you must be familiar with its uber vigilant spam detection. In this section, you will explore a list of beginner tensorflow projects for individuals who are new to the this popular framework in data science. So, without further ado, let’s get started! To help you with that, we have cherry-picked a couple of easy TensorFlow projects that should be a walk in the park with just a little effort. But one needs to start somewhere, so the best way to master TensorFlow would be to learn it by doing. ![]()
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