Doing cool things with data! Introduction This blog discusses the translation of a French history article into English followed by a summarization of that article in English. We show how pre-trained models can be used to do this very quickly. …

Doing cool things with data — Introduction Question Answering is a popular application of NLP. Transformer models trained on big datasets have dramatically improved the state-of-the-art results on Question Answering. The question answering task can be formulated in many ways. The most common application is an extractive question answering on a small context. The SQuAD dataset is…

Doing cool things with data — Introduction 3D computer vision is a fascinating field teaching model to understand the world as we do. A tremendous amount of progress has been made recently on 2D computer vision tasks involving object detection, segmentation, keypoint estimation etc. …

Doing cool things with data — Introduction NLP is going to be the most transformational tech of this decade. And Transformer models are fuelling the advancement in NLP. In this blog, we look at an application of Transformers on multilingual data. Many businesses are now global in their reach and are collecting data in many languages. NLP…

Doing cool things with data — Introduction Hyperpartisan news is described as news that is extremely biased towards one political party. This could be extreme left or extreme right. Unfortunately, there is a lot of political polarization in the US right now. People only like policies and views shared by members of their group. The recent riot…

Doing cool things with data — Introduction Autonomous driving is set to revolutionize travel in the coming decade. Autonomous driving applications are currently being tested for a variety of use cases ranging from passenger cars, robot taxis, automated commercial delivery trucks, smart forklifts and event automated tractors for farming. Autonomous driving needs a computer vision perception module…

Doing cool things with data — Introduction In this second blog focused on the US 2020 election, we train a GPT-2 model on Donald Trump's speeches. With minimal training, the GPT-2 model successfully replicates his style and starts writing in his style. See sample Donald Trump speech generated by GPT-2. It does sound like him! As president…

Doing cool things with data — Introduction The 2020 elections in the US are around the corner. Fake News published on social media is a HUGE problem around the election time. While some of the Fake News is produced purposefully for skewing election results or to make a quick buck through advertisement, false information can also be…

Doing cool things with data! — Introduction Question Answering is a very common task in NLP. SQuAD data set is a popular data set for question answering problem. Typically for question answering, the model is presented with a question and a context, with the goal of finding the answer (if it exists) from this context. For SQuAD…