Exploring the Attention Mechanism in "Neural Machine Translation by Jointly Learning to Align and Translate"Jul 3, 2023·2 min read
The Magic of Softmax and Attention Mechanisms in Neural Machine TranslationNeural machine translation has seen significant strides with the introduction of sequence-to-sequence models. However, these models initially struggled with long sentences, often resulting in loss of information and context. The game changer? Attenti...Jul 4, 2023·3 min read
How Word Vectors Align with Softmax and Negative Sampling Parameters in Word2VecJun 29, 2023·3 min read
Demystifying LSTM: The Supercharged Version of Recurrent Neural NetworksToday, let's dive into the fascinating world of Long Short-Term Memory (LSTM) networks, a type of Recurrent Neural Network (RNN). What is a Recurrent Neural Network (RNN)? Imagine you're reading a book. As you move from word to word and page to page,...Jun 9, 2023·3 min read
Unraveling the Uni-Lateral Recurrent Neural Network (RNN) and Its Distinctions from Standard Neural NetworksThis blog post will dive into understanding what uni-lateral RNNs are, how they work, and how they differ from standard neural networks. An Introduction to Uni-lateral Recurrent Neural Networks Recurrent Neural Networks (RNNs) stand out for their pro...Jun 8, 2023·3 min read
The Future of Identification: Face Recognition in Machine LearningHuman beings are inherently equipped with the capability to recognize faces. We distinguish individuals based on their facial features, an ability we develop as early as infancy. Now, imagine if machines could replicate this feat. Welcome to the worl...Jun 7, 2023·3 min read
Unraveling Correlation in Feature Maps: The Core of Neural Style TransferNeural Style Transfer (NST) is a fascinating application of Convolutional Neural Networks (CNNs) that allows us to apply the style of one image (the style reference) to the content of another. It achieves this artistic blend by quantifying and minimi...Jun 6, 2023·3 min read
Efficient Dependency Management in Docker with PoetryAs the world of software development continues to evolve, developers are constantly in search of tools and techniques that will make their lives easier. Docker and Poetry are two such tools, and in this blog post, we'll delve into how to use them tog...Jun 5, 2023·3 min read
Neural Style Transfer and Its Cost FunctionNeural style transfer is an exciting concept in the realm of deep learning that has garnered considerable attention over the past few years. At its core, it involves the transfer of the style of one image to another image while maintaining the origin...Jun 4, 2023·3 min read