What is AI Driven Personalization? What comes to your mind when you think of AI-driven personalization in retail and commerce? Do salespeople recognize you the minute you walk into the store and give recommendations based on your purchase history? Perhaps the dressing rooms are equipped with smart displays which show you complementary products to the outfits you've … [Read more...] about How To Successfully Use AI-Driven Personalization In Retail & E-Commerce
3 Ways to Automate Marketing with Machine Learning
With the latest advances in technology, you can tap into a massive audience using all sorts of online and offline channels. However, these aren’t necessarily advantages. Without the right tools, it’s nearly impossible to figure out how and where to focus your marketing efforts. Automation makes marketing a lot less complex and exhausting. Implementing machine learning … [Read more...] about 3 Ways to Automate Marketing with Machine Learning
Consumer Report Shows How Chatbots Accelerate Service & Improve Customer Journeys
Vanson Bourne and Bold360 powered by LogMeIn surveyed business leaders and consumers across the globe to understand how these groups view Customer Experience (CX), determine where there is still friction in CX, and define how emerging technology like Artificial Intelligence (AI) can help deliver better outcomes. Here are the key findings of the report: On average, less … [Read more...] about Consumer Report Shows How Chatbots Accelerate Service & Improve Customer Journeys
A Beginner-Friendly Introduction to Reinforcement Learning
For those of you who are completely new to Reinforcement Learning, we've searched through beginner-friendly content across the internet and chose to feature this introductory video which we think presents one of the best technical but still understandable introductions to the field. In this very accessible video, Xander Steenbrugge talks about: the explosion of the … [Read more...] about A Beginner-Friendly Introduction to Reinforcement Learning
How Do AutoML Solutions Find The Optimal Machine Learning Models?
AutoML refers to techniques and tools which automate parts of the machine learning process, ranging from data collection and cleaning, to model development and testing, to production deployment and scaling. While the umbrella term does refer to a wide array of functionality, it’s most commonly used to refer to automated model selection and / or hyperparameter … [Read more...] about How Do AutoML Solutions Find The Optimal Machine Learning Models?
A Quick Overview of Enterprise AutoML Solutions
Want to implement machine learning at your enterprise, but don’t have the full-stack AI teams that Google and Amazon do? Enter AutoML. AutoML refers to techniques and tools which automate parts of the machine learning process, ranging from data collection and cleaning, to model development and testing, to production deployment and scaling. While the umbrella term does … [Read more...] about A Quick Overview of Enterprise AutoML Solutions
Novel Methods For Text Generation Using Adversarial Learning & Autoencoders
Just two years ago, text generation models were so unreliable that you needed to generate hundreds of samples in hopes of finding even one plausible sentence. Nowadays, OpenAI's pre-trained language model can generate relatively coherent news articles given only two sentence of context. Other approaches like Generative Adversarial Networks (GANs) and Variational … [Read more...] about Novel Methods For Text Generation Using Adversarial Learning & Autoencoders
5 New Generative Adversarial Network (GAN) Architectures For Image Synthesis
AI image synthesis has made impressive progress since Generative Adversarial Networks (GANs) were introduced in 2014. GANs were originally only capable of generating small, blurry, black-and-white pictures, but now we can generate high-resolution, realistic and colorful pictures that you can hardly distinguish from real photographs. Here we have summarized for you 5 … [Read more...] about 5 New Generative Adversarial Network (GAN) Architectures For Image Synthesis
What Every NLP Engineer Needs to Know About Pre-Trained Language Models
Practical applications of Natural Language Processing (NLP) have gotten significantly cheaper, faster, and easier due to the transfer learning capabilities enabled by pre-trained language models. Transfer learning enables engineers to pre-train an NLP model on one large dataset and then quickly fine-tune the model to adapt to other NLP tasks. This new approach enables NLP … [Read more...] about What Every NLP Engineer Needs to Know About Pre-Trained Language Models
State-Of-The-Art Methods For Neural Machine Translation & Multilingual Tasks
The quality of machine translation produced by state-of-the-art models is already quite high and often requires only minor corrections from professional human translators. This is especially true for high-resource language pairs like English-German and English-French. So, the main focus of recent research studies in machine translation was on improving system performance for … [Read more...] about State-Of-The-Art Methods For Neural Machine Translation & Multilingual Tasks