In this article, we will be briefly explaining what a 3d CNN is, and how it is different from a generic 2d CNN. Then we will teach you step by step how to implement your own 3D Convolutional Neural Network using Keras.

This chapter is the second entry of a blog post series about Automatic Text Summarization. In the first post, we touched on the sub-task of Natural Language Processing by enumerating the different methods to achieve this task (Extractive and Abstractive), and the available metrics to evaluate their performance (ROUGE and BLEU scores). This section will enumerate the most exciting methods and datasets for automatic text summarization. This chapter delves even deeper through the domain and gives more technical details about different highly performant Automatic Text Summarization methods.

This blog post series is about a notorious field that combines Artificial Intelligence and Linguistics: Text Summarization. Although this blog post series is intended to be read by people with minimal knowledge about NLP (Natural Language Processing), this first introductory chapter can be read and understood by anyone curious enough about how a task such as Text Summarization, which is already tricky for humans to complete, is approached by an algorithm or AI.

Transformer models combined with self-supervised pre-training (e.g., BERT, GPT-2, RoBERTa, XLNet, ALBERT, T5, ELECTRA) have shown to be a powerful framework for producing general language learning, achieving state-of-the-art performance when fine-tuned on a wide array of language tasks. In prior work, the self-supervised objectives used in pre-training have been somewhat agnostic to the down-stream application in favor of generality; we wondered whether better performance could be achieved if the self-supervised objective more closely mirrored the final task.

Chat GPT-3, or Generative Pre-training Transformer 3, is a revolutionary artificial intelligence (AI) technology developed by OpenAI that allows chatbots to understand and generate human-like natural language with unprecedented accuracy and fluency.