deploy

How to run large language models on your local serverImage from PixabayUsing OpenAI GPT models is possible only through OpenAI API. In other words, you must share your data with OpenAI to use their GPT models.Data confidentiality is at the center of many businesses and a priority for most individuals. Sending or receiving highly private data on the Internet to a private corporation is often not an option.For these reasons, you may be interested in running your own GPT models to process locally your personal or business…

Accidents are something that nobody wishes for, but they are inevitable. The only thing we can do is ensure that we have all safety measures in place. Safety becomes an even bigger priority when it comes to automobiles because, unlike houses and other places, they are in constant motion, and the more they move, the greater the danger of an accident. Recently, a video of a horrific accident involving a Kia Carens MPV was uploaded online. The good news is that no one was injured, despite the vehicle rolling over and…

An end-to-end use-case combining PyTorch Lightning and BentoMLPhoto by SpaceX on UnsplashAs an ML engineer, I often encounter two main challenges when working with deep learning models in production.The first one is the need to rewrite boilerplate code for each project to handle tasks like training loops, data loading, or metric computation. As this work often makes the codebase more complex with unnecessary abstractions, it slows down the iterative process.The second challenge involves the wide range of skills or tools…

Simplest way to deploy your ML model on the web.In this article I will discuss step-by-step tutorial about the easiest and fastest way to deploy your ML project on the web using Streamlit. The project is about dog breed identification, which classifies a dog out of 120 types of breeds. I will focus more on the deployment part of the project, rather than building a complex machine learning model.Before discussing any further, let’s see the demo of the project below:Deployment Demo (gif by the author)You can play with the…

Ford had said it intended to deploy a self-driving ride-hailing and package delivery vehicle early in this decade.Ford Motor Co has withdrawn a petition seeking U.S. regulatory approval to deploy up to 2,500 self-driving vehicles annually without required human controls like steering wheels, according to a letter made public Thursday.The automaker told the National Highway Traffic Safety Administration (NHTSA) it was no longer seeking approval for the petition it filed…

Ford Motor Co has withdrawn a petition seeking US regulatory approval to deploy up to 2,500 self-driving vehicles annually without required human controls like steering wheels, according to a letter made public Thursday. The automaker told the National Highway Traffic Safety Administration (NHTSA) it was no longer seeking approval for the petition it filed in July 2021, citing its decision to close its self-driving venture Argo AI last year. "As evidenced by the planned shutdown of our ADS partner Argo AI, we believe the…

Deploy machine learning models in one line of codePhoto by Roman Synkevych 🇺🇦 on UnsplashAmidst this AI revolution, building intelligent systems at scale has been of great interest lately to countless organizations.While plenty of time and energy is being actively spent in training large machine learning models, taking these models to production and maintaining them is a task of its own.This, in some cases, may even require specialized teams.And while more and more organizations are resorting to artificial intelligence…

Grab the training on a special price drop, ending 4/3. Image: StackCommerce Over these past couple of months, ChatGPT has been all over the news. But this AI tool isn’t just a passing craze. Many businesses are already leveraging the technology to get ahead of the competition. The Complete ChatGPT Artificial Intelligence OpenAI Training Bundle helps you follow suit, with four courses that showcase the hidden power of this AI platform. The training is worth a total of $800, but you can grab all four…

The Quickest Way To Spin Up A Production-Ready GitLab InstanceImage by rawpixel.com on FreepikGitLab is a web-based Git repository management tool that helps teams to collaborate on code. Also, it provides a complete DevOps platform, from version control, code review, issue tracking, and CI/CD.One of the key benefits of Gitlab is its versatility and flexibility because it can be hosted on-premise and can be easily customized to suit the needs of every team. Additionally, it has a wide range of features and integrations,…

Deploy XGBoost models on Amazon ECS to recommend perfect puppiesPhoto by Carissa Weiser on UnsplashWith the wild success of ChatGPT it is becoming apparent just how much AI technology will impact our lives. However, unless those amazing ML models are made available for everyone to use and deployed properly to address high user demand, they will fail to create any positive impact on the world. Hence, why it is so important to be able to not only develop AI solutions, but also know how to deploy them properly. Not to…