ML Trends that will be carried out in 2021.



Original Source Here

Machine Learning Trends hat will be carried out in 2021

AI solutions are currently everywhere among which some already seem mundane and the others are sometimes perceived as ‘magic’. AI applications vary from spam detection to sophisticated recommendation systems, from image classification to well-composed text generation, from video object tracking to AI chess engines that can beat the human world champion. From this wide spectrum of branches and applications, we will try to point out some of the most significant ML trends that will be carried out this year.

  1. Language Processing with increasingly bigger NLP models

Last year we saw the emergence of GPT-3 introduced by OpenAI. A single model with 175 billion parameters, a number which a couple of years ago would seem unthinkable can handle texts in many languages and perform a bevy of NLP tasks better than any model done previously. It’s already starting to find use cases in the industry, as well as quite a few startups, believed that use GPT-3 provides promising AI solutions in the field of domain-specific text generation.

2. Federated Learning
With the surge of AI, the need for data increased dramatically and along with that privacy issues are raised more and more frequently and justifiably so. Federated learning allows using of machine learning on edge devices without the data ever coming out of the device. This eliminates the need of having central storage for all of the data and enables the utilization of data generated by billions of smartphones and other edge devices from around the world.

3.MLOps
Similar to how the challenges faced by software development gave birth to DevOps, the unprecedented adoption of AI in the industry now puts MLOps in high demand. MLOps addresses the issues of deployment and maintenance of ML models in production making the processes and pipelines more robust, efficient, and reliable. At Webb Fontaine, we focus strongly on these considerations as well and see the rapid advances in this field from up close.

4. AI-powered automation
Last but not least, Intelligent Automation is going to take an increasingly important role in automating business processes, optimizing organizational flows and drastically reducing human involvement in low-risk decision making. As a consequence, humans will have more time to invest in high-risk cases. At Webb Fontaine, we put this concept into practice with the result of improving both the time and the quality of our products & services.

Artificial Intelligence is already part of many people’s daily lives, however, there still isn’t a universal agreement over acceptable uses. Indeed 2021 looks to be another formative year for the future of Artificially Intelligent programs.

AI/ML

Trending AI/ML Article Identified & Digested via Granola by Ramsey Elbasheer; a Machine-Driven RSS Bot



via WordPress https://ramseyelbasheer.io/2021/03/31/ml-trends-that-will-be-carried-out-in-2021/

Popular posts from this blog

I’m Sorry! Evernote Has A New ‘Home’ Now

Image
Original Source Here My Apologies! I was critical about the grandfather of all apps — Evernote a few months back when I wrote Why is Evernote losing its Ground? on Medium. With that said, I also wrote another story on Evernote in November of last year — Has Evernote Made A Comeback After Years Of Stagnation? This was the time when Ian Small and his team were making inroads into the technology and strategically making enhancements and revamping the app across all platforms. Evernote Is At A War-front And Wants To Prove A Point. I must h ave written this in my earlier blogs but just to re-iterate — I have been and am an avid user of Evernote since 2009 and is a part of my life for planning my daily life, projects, content writing, and almost everything. Recently, Evernote has launched its HOME or you may call it a DASHBOARD that provides its users a one-stop place to get access to their important and critical notes and also provides a few AI-enabled capabilities that I wil...
Read more

Jensen Huang: Racism is one flywheel we must stop

Image
https://venturebeat.com/wp-content/uploads/2021/07/jensen-huang.jpg?w=1200&strip=all Original Source Here All the sessions from Transform 2021 are available on-demand now. Watch now. Jensen Huang , CEO of Nvidia , received the distinguished lifetime achievement award by the Asian American Engineer of the Year from the Chinese Institute of Engineers (CIE) group. And in his acceptance speech, he made a rare comment beyond Nvidia’s business matters: “Racism is one flywheel we must stop.” The comments came at the end of an acceptance speech where he thanked the group for its award, an annual gathering that recognizes outstanding Asian American scientists, engineers and role models. In a virtual ceremony, Huang was awarded for his contributions as “a visionary and innovator in parallel computing technology that accelerates the realization of AI computing.” He also spoke of his experience as an immigrant and an Asian American. “It is strange to accept a lifetime achievem...
Read more

Streamlit — Deploy your app in just a few minutes

Image
Original Source Here Streamlit is an open-source Python library that makes it easy to create and share beautiful, custom web apps for machine learning and data… Continue reading on Medium » AI/ML Trending AI/ML Article Identified & Digested via Granola by Ramsey Elbasheer; a Machine-Driven RSS Bot via WordPress https://ramseyelbasheer.io/2021/07/11/streamlit%e2%80%8a-%e2%80%8adeploy-your-app-in-just-a-few-minutes/
Read more