Core Insights - SRx Health Solutions, Inc. announced an expansion of its digital-asset treasury operating platform, EMJ Crypto Technologies (EMJX), to include event-probability data from prediction-market platforms like Polymarket [1][2] Group 1: EMJX's Enhanced Framework - The integration aims to improve early detection and assessment of tail-risk conditions that could significantly affect digital-asset markets, including regulatory changes and protocol-level shifts [2][3] - EMJX's approach utilizes aggregate probability assessments from decentralized market participants, allowing the platform to quantify market expectations for specific future events [3] Group 2: Objectives and Structure - The initiative is designed to enhance EMJX's capability to identify and manage tail-risk scenarios, focusing on disciplined capital stewardship in volatile market conditions [3][4] - EMJX is structured as a treasury operating system rather than a speculative trading platform, emphasizing a governed, model-driven risk framework [4] Group 3: About EMJX - EMJX is a Gen2 digital-asset treasury operating system that employs quantitative models, artificial intelligence, and systematic risk controls to manage multi-asset digital holdings [5] - The platform prioritizes transparency, governance, and disciplined capital allocation across various market environments [5]

Core Insights - Boys Town has been awarded the 2025 Amazon Web Services (AWS) Imagine Grant to enhance hearing aid fitting for infants and children with hearing difficulties [1][2] - The grant includes up to $150,000 in unrestricted funding and up to $100,000 in AWS Credits, along with technical support from AWS specialists [2] - The project utilizes machine learning to predict ear canal growth, allowing for better fitting of hearing aids as children develop [1][3] Funding and Support - Boys Town is recognized in the Go Further, Faster category for innovative projects using advanced cloud services [2] - The selection criteria for the grant included the project's innovative nature, impact on mission-critical goals, and clearly defined outcomes [2] - Since the launch of the Imagine Grant program in 2018, AWS has awarded over $21 million to more than 180 nonprofit organizations [4] Technological Innovation - Boys Town is leveraging machine learning and generative AI to create custom hearing aid earmolds without the need for uncomfortable ear impressions [3][4] - This innovation aims to reduce the frequency of clinic visits while ensuring precise fitting of hearing aids for children [3][4] - The organization has a history of leading pediatric hearing research, contributing to global newborn hearing screening and early intervention protocols [4] Organizational Impact - In 2024, Boys Town impacted over 3.5 million children and families across the United States through its various programs [7] - The organization focuses on providing research-proven education, prevention, training, and treatment for behavioral and physical issues [7] - AWS supports nonprofits in overcoming technology adoption barriers, enhancing their operational capabilities [6]

Core Insights - Beamr Imaging Ltd. has demonstrated that its patented Content-Adaptive Bitrate (CABR) technology can achieve up to 50% storage reduction for autonomous vehicle (AV) video data while maintaining machine learning (ML) model accuracy [1][5][6] Group 1: Technology and Performance - The benchmark testing showed an average file size reduction of approximately 48% with less than 2% difference in mean Average Precision (mAP), a key metric for object detection reliability [5] - CABR technology was validated against industry-standard workflows using the PandaSet dataset, focusing on object detection tasks essential for AV perception systems [4][5] - The testing confirmed robust results across multiple quality metrics, including PSNR and LPIPS, indicating the effectiveness of CABR in maintaining video quality [5] Group 2: Industry Context and Applications - The testing addresses a significant challenge in AV development: managing large volumes of video data while ensuring fidelity for accurate ML performance [3] - AV systems generate hundreds of petabytes of footage, leading to high costs in budget and infrastructure, highlighting the need for efficient data management solutions [3] - Beamr's technology is applicable across high-growth markets, including media and entertainment, user-generated content, machine learning, and autonomous vehicles [6][7] Group 3: Upcoming Events - AV teams and developers are invited to meet Beamr's video data experts at CES 2026 in Las Vegas from January 6-9 to discuss the results and ML-safe AV pipelines [2]

bir Karabü'den bahsedeceğim ya da başka bir de işte nasıl firmalar bütçelerini daha karabük olarak nitlendirdiğimiz bir şey için çarşı ediyorlar ya da nasıl bir sürü do işlem alanında yıllarını vermiş araştırmacılar eee sırf bu şirketlerin açığı yüzünden maalesef e hayata küsü ya da çalışmalarını eee devam ettiremiyor ve doğru tahmin ettiniz diye tahmin ediyorum. Eee ve bugün biraz yapay zeka konuşacağız. eee, bir adım adım yapay zeka oluştururken e hangi adımlara dikkat ediyoruz. Eee, ya da evet yani bir y ...

Core Insights - Onto Innovation Inc. has been awarded the "Excellent Production Support" award by Taiwan Semiconductor Manufacturing Co., Ltd (TSMC) for its significant contributions as a global supplier [1] - The company continues to excel in integrating machine learning and predictive analytics into its metrology and inspection systems, enhancing productivity for its customers [1] Company Performance - The recognition from TSMC highlights Onto Innovation's commitment to quality and innovation in its production support [1] - The integration of advanced technologies such as machine learning and predictive analytics is a key factor in the company's ongoing success [1] Industry Impact - The award reflects the importance of supplier performance in the semiconductor industry, particularly in the context of TSMC's initiatives to recognize outstanding contributions [1] - Onto Innovation's advancements in technology may set a benchmark for other companies in the metrology and inspection sector [1]

Artificial General Intelligence (AGI) Definition & Timeline - The industry has progressed from basic machine learning chatbots to systems with an estimated IQ of 140+ across all subjects in approximately 3 years [1] - AGI is defined as surpassing the average intelligence of all humans, a milestone purportedly achieved last year [2] - A tougher AGI benchmark, exceeding the intelligence of 99% of humans, is projected to be reached within a year [2] Economic Impact & Concerns - The advent of AGI is considered an "Economic Singularity," suggesting a limited window of approximately 5 years to capitalize on the technology before potential displacement [2] - The primary concern surrounding AGI is its potential to supersede humans as the dominant intelligence [1]

In 2023, Kalyani Ramadurgam founded Kobalt Labs with former Affirm software engineer Ashi Agrawal to bring compliance into the machine-learning age. #ForbesUnder30Read more: https://t.co/EueeN1hZjaPhoto: Sebastian Nevols for Forbes https://t.co/3mWVwckLqk ...

Market Overview - The S&P 500 is up approximately 58-59 points, reflecting a gain of about 0.9% for the day, effectively erasing losses from earlier in the week and providing a weekly gain of about 0.1% [6][7] - The Dow Jones Industrial Average increased by about 182 points or 0.4%, but is still expected to finish the week in the red [8] - The Nasdaq gained over 320 points, translating to a 1.3% increase for the day, with similar performance noted for the Nasdaq 100 and Russell 2000 [5][8] Sector Performance - The technology sector outperformed, rising by more than 2%, contributing to the overall market rally [10] - Financials, industrials, and healthcare sectors also showed positive performance, while consumer discretionary, utilities, and real estate sectors experienced declines [10][11] Company Highlights - Carnival Corporation was the top gainer in the S&P 500, with a rise of about 9.8% after providing a better-than-expected profit outlook for the next year and reinstating dividend payments [12] - Oracle's shares increased by 6.9% following news of a joint venture with TikTok, which will involve a new independent entity focused on data protection and content moderation [14] - White Fiber, a small market cap company, announced a significant 10-year, 40-megawatt co-location agreement, although its stock is down about 5% since its IPO [15][17] - Nike's shares fell by 10.54% due to a warning of declining sales, particularly in Greater China and for its Converse brand [18][19] - KB Home shares dropped by 8.5% after reporting fiscal fourth-quarter profits that missed analyst expectations [22] Economic Context - The U.S. market has seen a resurgence in investor interest, with discussions around U.S. exceptionalism and performance compared to global markets [24][25] - The Bloomberg dollar spot index has decreased by about 8% this year, marking the worst performance since 2017, which may influence future market dynamics [28]

Core Insights - Equifax secured 27 patents in the second half of 2025, totaling 62 patents for the year, with a focus on artificial intelligence to enhance financial opportunities for consumers [1] - The company has nearly 700 issued or pending patents across 15 countries, emphasizing responsible AI and innovative customer-facing solutions [1] - Equifax's investment of approximately $3 billion in security and technology supports the development of the Equifax Cloud and custom data fabric, driving AI innovation and maximizing EFX.AI capabilities [2] Patent Innovations - The patent for Production-Ready Attributes Creation and Management enhances attribute management on Equifax Ignite® and InterConnect® platforms, facilitating quicker transitions from analytics to production [2] - A patent consolidating data sources for risk assessment validation accelerates decision-making by combining user-provided data and financial institution data through a single interface [2] - The Updating Attribute Data Structures patent improves automated prediction models by creating "trended attributes" from historical data, capturing behavioral patterns over time [2] - A machine-learning patent enhances risk assessment by integrating traditional and alternative data, providing a more comprehensive risk evaluation [2] - The Secure Online Access Control patent aims to prevent online fraud through a central security system that manages and protects digital resources [2] - Device-Agnostic Access Control Techniques create a unique "behavioral fingerprint" for users, improving security and user experience across devices [2] Company Overview - Equifax is a global data, analytics, and technology company that plays a crucial role in the global economy by assisting financial institutions, companies, employers, and government agencies in making critical decisions [3] - The company's blend of data, analytics, and cloud technology drives insights that empower decision-making and progress [3] - Headquartered in Atlanta, Equifax operates or has investments in North America, Central and South America, Europe, and the Asia Pacific region [3]

RT Avi Chawla (@_avichawla)Generative vs. discriminative models in ML:(a popular ML interview question) https://t.co/r3c5l3NIDx ...