Machine Learning

Showing 1-9 of 39 results
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Ask an AI Engineer: Trending Questions About Artificial Intelligence

By Joao Diogo de Oliveira

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
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Advantages of AI: Using GPT and Diffusion Models for Image Generation

By Juan Manuel Ortiz de Zarate

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
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Identifying the Unknown With Clustering Metrics

By Surbhi Gupta

Clustering in machine learning has a variety of applications, but how do you know which algorithm is best suited to your data? Here's how to amplify your data insights with comparison metrics, including the F-measure.

12 minute readContinue Reading
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Ensemble Methods: The Kaggle Machine Learning Champion

By Juan Manuel Ortiz de Zarate

Two heads are better than one. This proverb describes the concept behind ensemble methods in machine learning. Let's examine why ensembles dominate ML competitions and what makes them so powerful.

9 minute readContinue Reading
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Machine Learning Number Recognition: From Zero to Application

By Teimur Gasanov

Harnessing the potential of machine learning for computer vision is not a new concept but recent advances and the availability of new tools and datasets have made it more accessible to developers. In this article, Toptal Software Developer Teimur Gasanov demonstrates how you can create an app capable of identifying handwritten digits in under 30 minutes, including the API and UI.

10 minute readContinue Reading
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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
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Embeddings in Machine Learning: Making Complex Data Simple

By Yaroslav Kopotilov

Working with non-numerical data can be challenging, even for seasoned data scientists. To make good use of such data, it needs to be transformed. But how? In this article, Toptal Data Scientist Yaroslav Kopotilov will introduce you to embeddings and demonstrate how they can be used to visualize complex data and make it usable.

11 minute readContinue Reading
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The Many Applications of Gradient Descent in TensorFlow

By Alan Reiner

TensorFlow is one of the leading tools for training deep learning models. Outside that space, it may seem intimidating and unnecessary, but it has many creative uses—like producing highly effective adversarial input for black-box AI systems.

18 minute readContinue Reading
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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

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