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Garegin Tadevosyan

Unity AI Development: An xNode-based Graphical FSM Tutorial

By Garegin Tadevosyan
Take your Unity AI game to the next level with xNode. In this tutorial, we boost our FSM-based AI with a graphical user interface, delivering an enhanced development environment.
13 minute readContinue Reading
Garegin Tadevosyan

Unity AI Development: A Finite-state Machine Tutorial

By Garegin Tadevosyan
Ever wonder how game developers deliver entertaining interplay with the non-player characters they create? Learn how to develop them yourself in our finite-state machine tutorial.
12 minute readContinue Reading
Ahmed Khaled

Optimizing Retailer Revenue with Sales Forecasting AI

By Ahmed Khaled
Retailers often face supply and demand issues that cause them to miss out on potential sales or tie up a lot of money in overstocked products. In this article, Toptal Data Scientist Ahmed Khaled explains how retailers can boost revenues and cut costs with sales forecasts backed by artificial intelligence.
9 minute readContinue Reading
Nauman Mustafa

Getting the Most Out of Pre-trained Models

By Nauman Mustafa
Pre-trained models are making waves in the deep learning world. Using massive pre-training datasets, these NLP models bring previously unheard-of feats of AI within the reach of app developers.
10 minute readContinue Reading
Emmanuel Tsukerman

Sound Logic and Monotonic AI Models

By Emmanuel Tsukerman
For those working with AI, the future is certainly exciting. At the same time, there is a general sense that AI suffers from one pesky flaw: AI in its current state can be unpredictably unreliable.
12 minute readContinue Reading
Juan Manuel Ortiz de Zarate

Stars Realigned: Improving the IMDb Rating System

By Juan Manuel Ortiz de Zarate
IMDb ratings have genre bias: For example, dramas tend to score higher. Removing common feature bias and keeping unique characteristics, it's possible to create a new, refined score based on IMDb information.
10 minute readContinue Reading
Michael McKenna

Machines and Trust: How to Mitigate AI Bias

By Michael McKenna
Unwanted AI bias is already a widespread problem. Machine learning models can replicate or exacerbate existing biases, often in ways that are not detected until release. So what can be done about it?
13 minute readContinue Reading
Rudolf Eremyan

Four Pitfalls of Sentiment Analysis Accuracy

By Rudolf Eremyan
Manually gathering information about user-generated data is time-consuming, to say the least. That's why more organizations are turning to automatic sentiment analysis methods—but basic models don't always cut it. In this article, Toptal Freelance Data Scientist Rudolf Eremyan gives an overview of some sentiment analysis gotchas and what can be done to address them.
6 minute readContinue Reading
Necati Demir, PhD

The Economic Benefits of Artificial Intelligence

By Necati Demir, PhD
Will AI improve our lives beyond comparison, or will it steal our jobs and destroy humanity? In this article, Toptal AI expert Necati Demir, PhD, moves past the evil artificial intelligence of science fiction to discuss the current algorithm-based prediction AI, the economics of AI, and the economic benefits of artificial intelligence.
7 minute readContinue Reading

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