PinnedOmar Faruk RokonHow Does E-commerce Search Work? A Data Science PerspectiveE-commerce search systems are at the heart of the online shopping experience, guiding users to the products they seek efficiently. This…Jun 1Jun 1
Omar Faruk RokonMost Popular Activation Functions in Neural Networks: A Comprehensive GuideActivation functions are a crucial component in the architecture of neural networks. They determine the output of a neural network, its…Jun 14Jun 14
Omar Faruk RokonRevolutionizing E-commerce Search with Cross-Encoder NLP ModelsIn the bustling arena of e-commerce, accurately matching consumer search queries with the most relevant products is crucial for user…Jun 14Jun 14
Omar Faruk RokonGoodbye Keyword Headaches, Hello Semantic Search: Embrace Sentence TransformersIn the dynamic realm of Natural Language Processing (NLP), Sentence Transformers have emerged as a transformative force. These models…Sep 25, 2023Sep 25, 2023
Omar Faruk RokonCan Machines Really Understand Us? BERT Says Yes!The world of Natural Language Processing (NLP) has been forever changed by the advent of BERT (Bidirectional Encoder Representations from…Sep 25, 2023Sep 25, 2023
Omar Faruk RokonRise of Transformers: Motivations and Evolution from RNNs/LSTMs to TransformersTraditional recurrent neural networks (RNNs) and long short-term memory networks (LSTMs) were groundbreaking in processing sequential data…Sep 25, 2023Sep 25, 2023
Omar Faruk RokonRNN vs. LSTM vs. Transformers: Unraveling the Secrets of Sequential Data ProcessingIn the realm of deep learning, sequential data processing is at the heart of many applications, including natural language understanding…Sep 25, 2023Sep 25, 2023
Omar Faruk RokonTransformers in NLP: BERT and Sentence TransformersIn the ever-evolving landscape of Natural Language Processing (NLP), transformers have emerged as a revolutionary force. These models have…Sep 25, 2023Sep 25, 2023
