5 Pillars of Responsible Generative AI: A Code of Ethics for the Future
Generative AI advances raise new questions around data ownership, content integrity, algorithmic bias, and more. Here, three experts at the forefront of NLP present recommendations for developing ethical generative AI solutions.

Madelyn Douglas
Ask an AI Engineer: Trending Questions About Artificial Intelligence
In this ask-me-anything style Q&A, leading Toptal AI developer Joao Diogo de Oliveira fields questions from fellow engineers about resources for pivoting to ML, approaches to large language models, and the most critical future applications of AI.

Joao Diogo de Oliveira
Advantages of AI: Using GPT and Diffusion Models for Image Generation
Generative AI is taking the world by storm, with potentially profound impacts on the content we create. Learn the basics of AI image generation and produce sophisticated artistic renderings with this tutorial.

Juan Manuel Ortiz de Zarate
Ask an NLP Engineer: From GPT Models to the Ethics of AI
Want to expand your skills amid the current surge of revolutionary language models like GPT-4? In this ask-me-anything-style tutorial, Toptal data scientist and AI engineer Daniel Pérez Rubio fields questions from fellow programmers on a wide range of machine learning, natural language processing, and artificial intelligence topics.

Daniel Pérez Rubio
Unity AI Development: An xNode-based Graphical FSM Tutorial
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.

Garegin Tadevosyan
Unity AI Development: A Finite-state Machine Tutorial
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.

Garegin Tadevosyan
Optimizing Retailer Revenue with Sales Forecasting AI
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.

Ahmed Khaled
Getting the Most Out of Pre-trained Models
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.

Nauman Mustafa
Sound Logic and Monotonic AI Models
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.

Emmanuel Tsukerman
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