Welcome to SuperGradients, a free, open-source training library for PyTorch-based deep learning models. SuperGradients allows you to train or fine-tune SOTA pre-trained models for all the most commonly applied computer vision tasks with just one training library. We currently support object detection, image classification and semantic segmentation for videos and images. Easily load and fine-tune production-ready, pre-trained SOTA models that incorporate best practices and validated hyper-parameters for achieving best-in-class accuracy. Why do all the grind work, if we already did it for you?

From chatbots and digital assistants to facial recognition or biometric scanners, our daily interactions with artificial intelligence have surged over the past few years, most of them without us even realising it.

The International Trade Administration wants a better understanding of the global marketplace for artificial intelligence tools and resources and the policies that would affect U.S. sales abroad. The agency--part of the Commerce Department--posted a request for comment on Tuesday in the Federal Register seeking "broad input from all interested stakeholders--including U.S. industry, researchers, academia and civil society--on the potential opportunities for and challenges to increasing U.S. export competitiveness for AI-enabled technologies." ITA has two goals with regards to AI internationally: ensuring the U.S. remains a leader in this space, while promoting "innovative and trustworthy AI systems that respect human rights, democratic values, and are designed to enhance privacy protections," the notice states. However, the agency first needs an understanding of AI development and marketplaces across the world before it can form a coherent strategy for pushing U.S. interests. ITA is looking for information about how mature these technologies are in various parts of the world; how they are being developed, sold and deployed; and the policies and regulations being established by countries and international bodies, including policies that would affect the development or sale of U.S.-based AI products. The notice asks for information about technologies and resources central to AI development--including data, computing power and the algorithms themselves--as well as technologies that are heavily reliant on AI--"autonomous vehicles, robotics and automation technology, medical devices and healthcare, security technology, and professional and business services, among others."

Investors have honed in on artificial intelligence as the next big thing in health care, with billions flowing into AI-enabled digital health startups in recent years. But the technology has yet to transform medicine in the way many predicted, Ben and Ruth report. "Companies come in promising the world and often don't deliver," Bob Wachter, head of the department of medicine at the University of California, San Francisco, told Future Pulse. "When I look for examples of … true AI and machine learning that's really making a difference, they're pretty few and far between. Administrators say that algorithms from third-party firms often don't work seamlessly because every health system has its own tech system, so hospitals are developing their own in-house AI.

Stripe is a financial infrastructure platform for businesses. Millions of companies--from the world's largest enterprises to the most ambitious startups--use Stripe to accept payments, grow their revenue, and accelerate new business opportunities. Our mission is to increase the GDP of the internet, and we have a staggering amount of work ahead. That means you have an unprecedented opportunity to put the global economy within everyone's reach while doing the most important work of your career. Credit Intelligence brings together machine learning with product development to lower Stripe's credit risk at scale, while retaining a best in class user experience.

Apple's Machine Learning and AI team transform every Apple product and because we fully integrate hardware and software, we can collaborate to deliver amazing experiences while protecting user data. The Machine Learning Platform and Technology Team is building and improving the on device inference stack. We are looking for a driven and dedicated ML Software Performance Engineer. In this role, you will work with a team to analyze the behavior of current models and products and also directly implement changes to the inference stack. The work that we do is a vital component of how users and developers experience ML on Apple's products. Join this group, and you'll have a direct impact on the performance of ML across Apple's products. C/C or similar languages with willingness to learn.

Last year, UK-based robotics company Engineered Arts made a huge splash with an impressive demo of its humanoid robot with uber-uncanny expressions. Now, it's back -- and it's serving up an even wider range of some of the most realistic facial expressions we've ever seen. In a new video, the Ameca humanoid takes 12 new actuators for a spin as it stares into a mirror, contorting its face into expressions of disbelief, disgust, pain -- and even what can only be described as regret. In short, it's yet another fantastical demonstration of the power of cutting-edge robotics, and possibly even a sign of things to come. Engineered Arts also took the opportunity to take a swipe at Tesla's rather nebulous attempt to build a humanoid robot. In the video, an employee can be seen watching a video of the car company's infamous decision to use a dancer in a stretchy suit sub in for an actual humanoid robot.

Singularity Data is an early-stage startup that innovates next-generation database systems. The company develops RisingWave, a cloud-native SQL streaming database for modern real-time applications. Singularity Data was founded in early 2021. The team includes a group of experienced database researchers and practitioners who were previously employed in pioneering companies such as AWS Redshift, Microsoft Azure, Snowflake, LinkedIn, Uber, etc. Singularity Data has raised tens of millions of US Dollars through the seed round and the series-A round led by top-tier VC funds. RisingWave is a cloud-native streaming database that uses SQL as the interface language. It is designed to reduce the complexity and cost of building real-time applications.

Imagine if there was something we could all change today that would reduce global warming by 10%. That's how much food waste contributes to the climate crisis, and yet we continue to waste edible food all over the world. As the world's largest food waste-fighting app, we connect stores that have unsold, surplus food with consumers who buy and enjoy it. But we're more than an app: we are a certified B Corporation and our mission is to inspire and empower everyone to take action against food waste. Do you want to work with one of the biggest food apps on the planet, an app that took Tim Cook by surprise, with 4 million weekly unique users, across 17 countries collectively saving meals from going to waste two times every second?

Nuro is a robotics start-up whose mission is to accelerate the benefits of robotics for everyday life. We have a best-in-class team of entrepreneurs and engineers, designers, and scientists who pioneer technologies that benefit everyone. We believe AI and robotics will be at the cusp of transforming daily life and we are dedicated to building these meaningful products. Join us on our mission, as you'll play a significant role in our development and impact on everyday lives. Nuro is an equal opportunity employer and expressly prohibits any form of workplace harassment based on race, color, religion, gender, sexual orientation, gender identity or expression, national origin, age, genetic information, disability, or veteran status.