Tag: keras
Total: 24 Posts
Posts of Tag: keras
Total: 24 Posts
Posts of Tag: keras
RandAugment for Image Classification with Keras/TensorFlow
.lazyload-placeholder { display: none; } Data augmentation has, for a long while, been serving as a means of replacing a "static" dataset with transformed variants, bolstering the invariance of Convolutional Ne...Learn MorePythonMachine LearningImageDeep Learningkerastensorflowcomputer visionWhat is 'from_logits=True' in Keras/TensorFlow Loss Functions?
.lazyload-placeholder { display: none; } Deep Learning frameworks like Keras lower the barrier to entry for the masses and democratize the development of DL models to unexperienced folk, who can rely on reasona...Learn MorePythonFunctionMachine LearningDeep LearningkerastensorflowDon't Use Flatten() - Global Pooling for CNNs with TensorFlow and Keras
.lazyload-placeholder { display: none; } Most practitioners, while first learning about Convolutional Neural Network (CNN) architectures - learn that it's comprised of three basic segments: Convolutional Layer...Learn MorePythonMachine LearningDeep Learningkerastensorflowcomputer vision5-Line GPT-Style Text Generation in Python with TensorFlow/Keras
.lazyload-placeholder { display: none; } Transformers, even though released in 2017, have only started gaining significant traction in the last couple of years. With the proliferation of the technology through ...Learn MorePythonMachine LearningDeep LearningkerastensorflownlpTransformer Token and Position Embedding with Keras
.lazyload-placeholder { display: none; } Introduction There are plenty of guides explaining how transformers work, and for building an intuition on a key element of them - token and position embedding. Position...Learn MorePythonMachine LearningDeep LearningkerastensorflownlpImage Classification with Transfer Learning in Keras - Create Cutting Edge CNN Models
Introduction Deep Learning models are very versatile and powerful - they're routinely outperforming humans in narrow tasks, and their generalization power is increasing at a rapid rate. New models are being rel...Learn MorePythonMachine LearningImageDeep Learningartificial intelligencekerastensorflowMachine Learning: Overfitting Is Your Friend, Not Your Foe
Note: These are the musings of a man - flawed and prone to misjudgement. The point of writing this is to promote a discussion on the topic, not to be right or contrarian. If an...Learn MorePythonMachine Learningartificial intelligencekerastensorflowKeras Callbacks: Save and Visualize Prediction on Each Training Epoch
Introduction Keras is a high-level API, typically used with the Tensorflow library, and has lowered the barrier to entry for many and democratized the creation of Deep Learning models and systems. When just sta...Learn MorePythonMachine Learningdata scienceartificial intelligencekerastensorflowHands-On House Price Prediction - Deep Learning in Python with Keras
In this short series of guides, we'll be taking a look at a hands-on house price prediction. We'll be using Keras, the deep learning API built on top of TensorFlow to train a neural network to predict the price...Learn MorePythonMachine Learningdata scienceartificial intelligencekerastensorflowAutoencoders for Image Reconstruction in Python and Keras
Autoencoders for Image Reconstruction in Python and Keras Introduction Nowadays, we have huge amounts of data in almost every application we use - listening to music on Spotify, browsing friend's images on Inst...Learn MorePythonMachine LearningImagekerasDeep Learning in Keras - Data Preprocessing
Deep Learning in Keras - Data Preprocessing Introduction Deep learning is one of the most interesting and promising areas of artificial intelligence (AI) and machine learning currently. With great advances in t...Learn MorePythonMachine Learningdata scienceartificial intelligencekerasaiDeep Learning in Keras - Building a Deep Learning Model
Deep Learning in Keras - Building a Deep Learning Model Introduction Deep learning is one of the most interesting and promising areas of artificial intelligence (AI) and machine learning currently. With great a...Learn MorePythonMachine LearningDeep Learningartificial intelligencekerasai