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The untapped potential AI can't replace in underserved communities like mine

FOX News

Pastor and Project H.O.O.D. founder Corey Brooks says the'honest work' learned through trade schools could be the key out of poverty for many struggling in today's job market wanting to'improve their lives.' The crime of post-60s liberalism is that it created permanent Black underclasses all over America, including on the South Side of Chicago where I live. The schools here are poor. Opportunities have been replaced by government handouts. Violence robs far too many families of their loved ones.


Interpretable Dual-Stream Learning for Local Wind Hazard Prediction in Vulnerable Communities

Nishu, Mahmuda Akhter, Huang, Chenyu, Roohi, Milad, Zhong, Xin

arXiv.org Artificial Intelligence

Wind hazards such as tornadoes and straight-line winds frequently affect vulnerable communities in the Great Plains of the United States, where limited infrastructure and sparse data coverage hinder effective emergency response. Existing forecasting systems focus primarily on meteorological elements and often fail to capture community-specific vulnerabilities, limiting their utility for localized risk assessment and resilience planning. To address this gap, we propose an interpretable dual-stream learning framework that integrates structured numerical weather data with unstructured textual event narratives. Our architecture combines a Random Forest and RoBERTa-based transformer through a late fusion mechanism, enabling robust and context-aware wind hazard prediction. The system is tailored for underserved tribal communities and supports block-level risk assessment. Experimental results show significant performance gains over traditional baselines. Furthermore, gradient-based sensitivity and ablation studies provide insight into the model's decision-making process, enhancing transparency and operational trust. The findings demonstrate both predictive effectiveness and practical value in supporting emergency preparedness and advancing community resilience.


Copyright Office Sets Sights on Artificial Intelligence in 2023

#artificialintelligence

"This year, the big milestone was having the board open its doors and start accepting claims," Perlmutter said, adding that board decisions will start coming in the next year. Though it is "still early days" and it remains unclear what the standard volume of claims will be, Perlmutter said she is "extremely impressed" with how well the board is doing. It's received over 260 cases so far. She added that several of the cases have been dismissed. The office believes that means they've been settled, which would adhere to the alternative dispute resolution mechanism of the board, she said. "We set up this totally new tribunal in really record time. I think most other agencies who have seen what we've done can't understand how we managed that in under a year and a half, because it required a lot of work," she said.


The Future Of Fintech, According To AI

#artificialintelligence

There has been an explosion in the computational power of artificial intelligence. To much fanfare, Open AI, a startup that raised $1 billion from Microsoft MSFT, released Chat GPT, an interface to interact with their AI model. So this naturally felt like an opportunity to learn about the future of fintech - according to AI (particularly since we're at the end of the year, the customary moment for future looking predictions). Lazarow: Starting with the basics: what is fintech? Chat GPT: Fintech, short for financial technology, refers to the use of technology to improve and automate financial services.


Philanthropy Programs for Underserved Communities - Google.org

#artificialintelligence

We have an open call for ambitious projects from nonprofits and social enterprises that accelerate advances in climate information and action, driven by open data, AI, machine learning and other digital tools.


Applying explainable AI algorithms to healthcare

AIHub

Saliency map explanation for an ECG exam that is predicted to be low-quality. Red highlights the part of the image most important to the model's prediction, while purple indicates the least important area. Ana Lucic, a PhD candidate at the Information Retrieval Lab (IRLab) of the Informatics Institute of UvA, has developed a framework for explaining predictions of machine learning models that could improve heart examinations for underserved communities. The work of Lucic is part of the subfield of AI, called explainable artificial intelligence (XAI). "We need explainable AI", says Lucic, "because machine learning models are often difficult to interpret. They have complex architectures and large numbers of parameters, so it's not clear how the input contributes to the output."


Asia Innovations Group's Uplive Presses Play On ESG Programme

#artificialintelligence

A familiar feature in fintech with its online marketplace Hekka, payment aggregation platform Uppay and the Taiwan online payment service CCNet, among other products, AIG is now focusing its attention on both promoting and achieving various ESG initiatives through its Uplive platform. Launched in 2016, Uplive allows video social streamers to share their talents and build connections in real-time with 300 million registered users from over 150 regions. In 2021, Uplive ranked among the top consumer spend apps in the Asia-Pacific (APAC), ranking number one in Hong Kong and Taiwan, and number four in Singapore and the Philippines. In June of this year, the platform launched the Uplive Avatar, which supports facial expression mirroring within virtual avatars, bringing the world one step closer to a Metaverse reality. Through Uplive, and on all its social media brands, AIG is addressing the needs of its community and ESG compliance. "With our proactive initiatives, we seek to leverage our global reach to empower economically challenged emerging market users, many of whom were impacted by the pandemic," comments the Group's co-founder and CEO, Andy Tian.


Energy Aims To Make AI Human-Driven, Accessible To Underserved Communities

#artificialintelligence

Officials within the Department of Energy are looking to apply practical uses of artificial intelligence technology to helping underserved communities. Speaking during a FedScoop discussion panel, Pamela Isom, the director of the Artificial Intelligence and Technology Office at Energy, explained the importance of using AI technology to strategically help, as it becomes more and more ubiquitous in daily life. Some current use cases for AI tech within Energy are automated loan and application processing. Ipsom elaborated that her office's mission to ensure equitable access to AI technology came from a community discussion where gaps in adequate technological infrastructure were highlighted. "Today, we're looking at AI for instance, to not only help with procurement cycles, but with processing and evaluating [requests for information] for instance," Isom said.


Biden administration unveils steps to boost equity in govt

FOX News

Fox News Flash top headlines are here. Check out what's clicking on Foxnews.com. The Justice Department is improving language access to its programs to help people with limited English proficiency better report crimes. The Interior Department is providing technical assistance to Native American tribes to help them apply for grants. The Energy Department is helping low-income households access programs to weatherize their homes and save energy.


5 Ways AI Aimed to Improve the World in 2021

#artificialintelligence

Not so long ago, searching for information could lead to a library to scan endless volumes or even tediously sift through microfilm. Clearly, technology is making the world a better place. Scientists, researchers, developers and companies have been on a quest to solve some of the world's most pressing problems. Only now they're accelerating their efforts by putting NVIDIA GPU-driven AI to work. And the benefits can be seen across critical global issues such as COVID-19 and climate change, to education and employment.