Toptal Engineering Blog

The Toptal Engineering Blog is a hub for in-depth development tutorials and new technology announcements created by professional software engineers in the Toptal network.
Rudolf Eremyan
Four Pitfalls of Sentiment Analysis Accuracy

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.

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Pablo Villoslada Puigcerber
How to Build a Raspberry Pi Server for Development

The Raspberry Pi is a little computer that you can get for as low as USD $5 and on which you can run many different types of software and build many different projects. In this article, I’m going to guide you through the process of setting it up as a home development server and deploying a full-stack JavaScript application that you can access from outside your network. This is great for setting up your own remote digital workspace, or simply to have control over the hardware you use for development.

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Luke Tomlin
Unearthing ClojureScript for Front-end Development

ClojureScript and its multiparadigm approach (with an emphasis on functional programming) may sound esoteric to some front-end developers. But it’s amazing to work with, and getting started with it is far simpler than one might imagine. In this tutorial, Toptal Freelance Clojure Developer Luke Tomlin shows off some key features, getting straight into a React demo using Reagent and the Hiccup syntax.

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Dmitriy Kononov
What Is Kubernetes? A Guide to Containerization and Deployment

As we start transitioning to microservice-based architectures, a question arises: What should I choose to make my service stable as well as easy to manage and deploy?

The short answer is: Use Docker!

In this article, Toptal Freelance DevOps Engineer Dmitriy Kononov gives you the long answer by introducing you to containers, explaining Kubernetes, and teaching you how to containerize and deploy an app to a Kubernetes cluster using CircleCI

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Guillaume Breux
Client-side vs Server-side vs Pre-rendering for Web Apps

There’s no question that user experience is impacted by perceived load times. With today’s heavier front ends, client-side rendering doesn’t feel very fast. In this article, Toptal Freelance Front-end Developer Guillaume Breux compares client-side, server-side, and pre-rendering strategies to help you choose the best option for your own app.

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Joaquin Cid
Angular 6 Tutorial: New Features with New Power

Angular 6 is out! The most outstanding changes are in its CLI and how services get injected. In this tutorial, Toptal Freelance Angular Developer Joaquin Cid goes over the basic steps of initial setup and then creates a small diary app using Material Design for the front end and Firebase for the back end.

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Necati Demir, PhD
The Economics and Benefits of Artificial Intelligence

Will AI make improve our lives beyond comparison, or will it steal our jobs and destroy humanity?

In this article, Dr. Necati Demir, Toptal Freelance AI Expert, discusses not the evil artificial general intelligence of science fiction but the current algorithm-based prediction AI and discusses how the economics of AI work, along with their effects on businesses.

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Radek Ostrowski
The Ultimate ENS and ĐApp Tutorial

The Ethereum Name Service is a blockchain-backed alternative to the internet’s traditional Domain Name System. If you own a .eth domain, you can deploy smart contracts that let users set up their own subdomains—but then, of course, you’ll want a corresponding ĐApp to make it user-friendly. In this tutorial, Toptal Freelance Ethereum Developer Radek Ostrowski provides complete coverage of this scenario, this time with a focus on ĐApp development.

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Alexander Zinchuk
Cordova Frameworks: Ionic vs. Framework7

Hybrid mobile apps may have their limitations, but often it’s well worth the boost in cross-platform consistency and development speed. Apps made with Apache Cordova in particular can further leverage existing web developer skills through the use of Cordova frameworks. This tutorial compares Ionic with Framework7.

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Marcos Henrique da Silva
Creating a Secure REST API in Node.js

As patterns go, REST APIs are so useful and ubiquitous that every web developer, regardless of language or platform, should know how to build one.

In this article, Toptal Freelance JavaScript Developer Marcos Henrique da Silva shows how to create a simple and secure REST API for user management on Node.js.

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Viktor Bojović
Developing a Bioinformatics Database for Disulfide Bonds Research

The Protein Data Bank (PDB) bioinformatics database is the world’s largest repository of experimentally-determined structures of proteins, nucleic acids, and complex assemblies. All data is gathered using experimental methods such as X-ray, spectroscopy, crystallography, NMR, etc. This article explains how to extract, filter, and clean data from the PDB to make it suitable for further analysis.

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Guillaume Ferry
Python Machine Learning Prediction with a Flask REST API

Employing Python to make machine learning predictions can be a daunting task, especially if your goal is to create a real-time solution. However, Tensorflow and Scikit-Learn can significantly speed up implementation.

In this article, Toptal Python Developer Guillaume Ferry outlines a simple architecture that should help you progress from a basic proof of concept to a minimal viable product without much hassle.

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Anthony Lucidi
Exploring the Business Benefits of SharePoint

Many businesses use SharePoint but use it poorly. Restructuring and re-education are the keys to getting the most out of SharePoint. In this article, Toptal Freelance SharePoint Developer Anthony Lucidi explores how features like metadata tags, SharePoint workflows, and PowerApps can make a world of difference.

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