Media
Using Word Embeddings with TensorFlow for Movie Review Text Classification.
This article will show how to use TensorFlow Embedding Layers to implement a movie review text classification. As we know, most machine learning algorithms cannot understand characters, words, or sentences. They can only take numbers as inputs. However, the nature of text data is unstructured and noisy, this characteristic makes it impossible to feed machine learning models directly with text data. There are many ways to convert text data into numerical features, and the process to follow will depend on the kind of feature engineering technique selected.
'I had to leave through the fire exit': MailOnline tries Black Mirror Labyrinth at Thorpe Park
Thorpe Park has a new attraction based on the Netflix series Black Mirror – and it's so horribly creepy and panic-inducing that I had to escape through the fire exit. Black Mirror: Labyrinth is an entirely new adventure that puts the park's visitors at the centre of the action – but there are enough nasty surprises to give grandma a heart attack. I'm a huge fan of Charlie Brooker's sci-fi anthology series, which explores a twisted alternate reality in the near-future where technology and'humanity's darkest instincts collide'. But the fun of watching an episode of Black Mirror is that all the nasty stuff is happening to someone else – you're just a witness to it. With Labyrinth, you become the unfortunate victim to the antagonist – in this case, an evil artificial intelligence (AI) system that harvests all your personal data.
Deepfake: A new formula for Phishing?
Phishing is the activity of a site appearing as another, and trying to deceive the user of the site into mistaking the attacker's site as the one the user wants to use. This has caused an infinite number of fraudulent transactions and other criminal activities. Now think what happens if the person that you think you are looking at in an online video, is not the same person at all. It is a digitally rendered copy of the person, however, this time it's not just a still, it's a moving, talking video of the person with features almost indistinguishable from the person that it is supposed to be. Read along to find more on what I'm talking about.