When starting their AI initiatives, many companies are trapped in silos and treat AI as a purely technical enterprise, sidelining domain experts or involving them too late. They end up with generic AI applications that miss industry nuances, produce poor recommendations, and quickly become unpopular with users. By contrast, AI systems that deeply understand industry-specific … [Read more...] about Injecting Domain Expertise Into Your AI System
Design
From Canva to Midjourney: Exploring AI’s Impact on Visual Content Creation
AI design tools are transforming the creative process, unlocking unprecedented potential for productivity and innovation. Imagine creating stunning visuals, presentations, and artwork with just a few clicks, thanks to the power of artificial intelligence. As part of our ongoing series on AI productivity tools, we’ve already explored AI solutions for scheduling and task … [Read more...] about From Canva to Midjourney: Exploring AI’s Impact on Visual Content Creation
A Step-By-Step Guide To Approaching Complex Research Projects
When you look at a championship sports team, it’s easy to attribute the team’s success to the star players. And, while much of the credit surely does belong to the team, there’s a key player leading them along the journey– the coach. Although the coach can’t score a single point, (s)he has to manage the team and devise strategies. In essence, a coach creates the blueprint for … [Read more...] about A Step-By-Step Guide To Approaching Complex Research Projects
Building NLP Classifiers Cheaply With Transfer Learning and Weak Supervision
Introduction There is a catch to training state-of-the-art NLP models: their reliance on massive hand-labeled training sets. That’s why data labeling is usually the bottleneck in developing NLP applications and keeping them up-to-date. For example, imagine how much it would cost to pay medical specialists to label thousands of electronic health records. In general, having … [Read more...] about Building NLP Classifiers Cheaply With Transfer Learning and Weak Supervision
Algorithmic Solutions to Algorithmic Bias: A Technical Guide
I want to talk about technical approaches to mitigating algorithmic bias. It’s 2019, and the majority of the ML community is finally publicly acknowledging the prevalence and consequences of bias in ML models. For years, dozens of reports by organizations such as ProPublica and the New York Times have been exposing the scale of algorithmic discrimination in criminal risk … [Read more...] about Algorithmic Solutions to Algorithmic Bias: A Technical Guide
How Netflix Uses Contextually-Aware Algorithms To Personalize Movie Recommendations
The key success factor of your customer experience personalization comes from the effectiveness of your recommender system. How well can you predict what each of your customers is willing to buy when they go to your website or enter your shop? In this article, we want to share with you some of the Netflix’s approaches to building a successful recommender system. Netflix is a … [Read more...] about How Netflix Uses Contextually-Aware Algorithms To Personalize Movie Recommendations
Why Bots Are So Difficult to Get Right
Most of today’s biggest companies have begun experimenting with chatbots, and many others are poised to follow suit. A recent survey found 56% of service leaders were actively looking for ways to integrate artificial intelligence, including chatbots. This surge in interest reflects the significant benefits this technology can offer: bots can save human agents time by providing … [Read more...] about Why Bots Are So Difficult to Get Right
6 Technical Approaches For Building Conversational AI
How do you order toilet paper online? If you were using a modern graphical user interface (GUI), you would: Go to your computerOpen up a browserType in Amazon, then type "toilet paper" into the search windowSuffer analysis paralysis over the gazillion selections that pop upMake a choice but then be confronted with more choices over how many packs to getSign in if you … [Read more...] about 6 Technical Approaches For Building Conversational AI
Neural Network Generates Fake Startups. Hilarity Ensues.
Top-tier branding agencies can run you $50,000 or more for a project. For bootstrapped entrepreneurs looking for a new name, tagline, and logo for your startups, this pricing can seem nuts. Naming is also a rather contentious affair, requiring you to balance co-founder preferences, customer opinions, and the unpredictable whims of domain squatters who may be hogging your … [Read more...] about Neural Network Generates Fake Startups. Hilarity Ensues.
Can Artificial Intelligence Make Anyone A Creative Artist?
Can art be distilled into math? Classical architecture and Renaissance art reveal elegant proportions at the core of their design, with some of world’s finest designers like Leonardo da Vinci deliberately incorporating computational elements such as the golden ratio and the Fibonacci series in their creative process. Harnessing recent advances in AI research, creative startups … [Read more...] about Can Artificial Intelligence Make Anyone A Creative Artist?