AI Neural Network for Cats vs. Dogs Classification by Ayaan FaisalAI Neural Network for Cats vs. Dogs Classification by Ayaan Faisal

AI Neural Network for Cats vs. Dogs Classification

Ayaan Faisal

Ayaan Faisal

🚀 Just built my first AI neural network to classify cats vs. dogs using deep learning! Over the past few days, I explored the fundamentals of computer vision with TensorFlow and Keras. I trained a convolutional neural network (CNN) on the popular "Dogs vs. Cats" dataset to automatically distinguish between the two. Here’s a quick breakdown of what I implemented: 🧠 Built a CNN from scratch using Conv2D, MaxPooling, BatchNormalization, and Dropout layers 📦 Used TensorFlow’s image_dataset_from_directory for efficient image loading and preprocessing 🔎 Trained and validated the model on 256x256 images with live performance plots 📈 Achieved solid accuracy with just 10 epochs! What started as a simple experiment turned into a powerful hands-on learning experience in AI and neural networks. 👨💻 Code is available here: https://lnkd.in/dz_f9pTc #AI #DeepLearning #TensorFlow #Keras #MachineLearning #ComputerVision #CatsVsDogs #NeuralNetworks #LearningByBuilding
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Posted Jul 6, 2025

Built a CNN to classify cats vs. dogs using TensorFlow and Keras.