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Advanced Data Labeling Methods: From Hybrid Approaches to LLMs

It’s crucial to balance accuracy and efficiency when labeling datasets for machine learning—especially when LLMs are involved. In this article we explore a variety of techniques and assess the optimal labeling methods for different projects.

15 minute readContinue Reading
Neven Pičuljan

Neven Pičuljan

Increase Developer Productivity With Generative AI: Tips From Leading Software Engineers

Generative AI is revolutionizing how software developers write code. In this article, three Toptal developers share how they’re using Gen AI in their daily work and offer actionable advice for others who want to utilize this nascent technology.

13 minute readContinue Reading
Sam Sycamore

Sam Sycamore

Using an LLM API As an Intelligent Virtual Assistant for Python Development

With proper instruction, LLMs can be highly effective coding assistants. This step-by-step guide shows you how to generate a call to an external API using Python and the OpenAI API.

16 minute readContinue Reading
Tarek Mohamed Mehrez

Tarek Mohamed Mehrez

Advancing AI Image Labeling and Semantic Metadata Collection

Image labeling can be a tedious, time-consuming task, compounded by the sheer volume of data needed to train deep neural networks. This article breaks down large data set processing and explains how a new SaaS product can help automate image labeling.

13 minute readContinue Reading
Neven Pičuljan

Neven Pičuljan

In this ask-me-anything-style Q&A, leading Toptal cybersecurity expert Ilia Tivin responds to colleagues’ questions on AI in cybersecurity and provides data and network protection tips and best practices.

5 minute readContinue Reading
Ilia Tivin

Ilia Tivin

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.

12 minute readContinue Reading
Madelyn Douglas

Madelyn Douglas

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.

6 minute readContinue Reading
Joao Diogo de Oliveira

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.

7 minute readContinue Reading
Juan Manuel Ortiz de Zarate

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.

10 minute readContinue Reading
Daniel Pérez Rubio

Daniel Pérez Rubio

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