Core Insights - CorVel Corporation congratulates The Save Mart Companies for receiving the 2025 Workers' Compensation Risk Management Award for Excellence, recognizing their innovative risk management strategies [1][4] - The Save Mart Companies' risk management team, led by Rosie Partida, transformed their workers' compensation program to focus on prevention and employee well-being [2][4] - The proactive strategies implemented resulted in a 25% reduction in new claims in 2024 and a 43% decrease in claims at the five highest claim volume locations compared to 2020 [3][4] Company Overview - The Save Mart Companies operates 194 grocery stores across California and Western Nevada, and 11 additional stores in Oregon and Washington, employing over 12,000 associates [5] - The company is committed to providing fresh food at affordable prices and has a philanthropic arm, The CARES Foundation, which has donated over $5 million to local communities [5] Risk Management Strategies - Key strategies implemented by The Save Mart Companies include a 24/7 nurse triage line for real-time clinical support, a data-informed safety culture, and collaborative claims review processes [7] - The focus on early intervention and coordinated strategies has led to measurable improvements in employee outcomes and organizational performance [4][6]

AI Deployment Tools - Beam is presented as an open-source alternative to Modal for deploying serverless AI workloads [1] - Beam enables turning any workflow into a serverless endpoint by adding a Python decorator [1] Call to Action - The author encourages readers to reshare the content if they found it insightful [1] - The author shares tutorials and insights on DS (Data Science), ML (Machine Learning), LLMs (Large Language Models), and RAGs (Retrieval-Augmented Generation) daily [1]

Core Insights - Yoshua Bengio has been recognized as the world's most cited scientist across all fields, achieving a total citation count of over 973,655, with 698,008 citations in the last five years [4][5][6] - The top 10 list of highly cited scientists includes prominent figures in computer science, with four of them being key contributors to the field of artificial intelligence [7][8] Group 1: Yoshua Bengio - Yoshua Bengio is a Turing Award winner and a leading figure in deep learning, holding the top position in citation metrics globally [2][4] - His significant contributions include foundational work in machine learning and artificial intelligence, with a remarkable citation record that reflects his influence in the field [5][6] Group 2: Other Top Cited Scientists - Geoffrey Hinton ranks second globally, with a total citation count of 952,643 and over 577,970 citations in the last five years, recognized for his pivotal role in deep neural networks [8][9][10] - Kaiming He, known for developing deep residual networks (ResNets), ranks fifth with a total citation count of 733,529, and 617,328 citations in the last five years [13][14][15] - Ilya Sutskever, co-founder of OpenAI, has a total citation count of 670,000, with 500,000 citations in the last five years, contributing significantly to advancements in AI [16][18] Group 3: Citation Ranking Methodology - The AD Scientific Index ranks scientists based on total citation counts and citations over the last five years, evaluating their academic performance and impact [26][29] - The ranking system incorporates various metrics, including H-index and i10-index, to provide a comprehensive assessment of researchers' contributions [31][32]

Group 1 - Samuel Smith has extensive experience in dividend stock research and investment, having served as lead analyst and Vice President at notable firms [1] - He is a Professional Engineer and Project Management Professional with degrees in Civil Engineering & Mathematics and a Master's in Engineering focused on applied mathematics and machine learning [1] - Samuel leads the High Yield Investor investing group, collaborating with Jussi Askola and Paul R. Drake to balance safety, growth, yield, and value in investment strategies [2] Group 2 - High Yield Investor provides real-money core, retirement, and international portfolios, along with regular trade alerts and educational content for investors [2] - The service includes an active chat room for like-minded investors to share insights and strategies [2]

[Music] Hello everyone. Um, today I going to talk about machine learning for everyone. My name is Glenn Glen Queen and the president at CSTU California Science and the Technology University.My talk is about machine learning core. Okay. Um that's why my own experience know from my teaching or from my talk with people you know even though everyone's talking about AI so you ask this very basic questions what is AI then how the machine learns so that's the two basic questions and I found most of time people may ...

Core Viewpoint - The Zacks Transportation - Shipping industry is facing challenges such as inflation, high interest rates, tariffs, and supply chain disruptions, but there are positive factors like a 90-day extension on tariffs against China, low oil prices, and improved demand for goods and commodities post-pandemic [1][4]. Industry Overview - The Zacks Transportation - Shipping industry is cyclical and primarily provides liquefied natural gas and crude oil marine transportation services under long-term contracts with major energy and utility companies. The industry is heavily reliant on the health of the economy, with a recovery from COVID-19 standstill benefiting its prospects [3]. Shipping Industry Trends - The extension of the tariff deadline on Chinese goods is a significant positive for the shipping industry, likely leading to a short-term increase in imports and stabilizing global trade flows [4]. - Elevated compliance costs due to regulations and rising technology-related expenses are expected to impact profits in the short term, but these investments will support long-term margins [5]. - The demand for liquefied natural gas (LNG) is increasing, particularly due to geopolitical factors, which is favorable for shipping stocks [6]. - Low oil prices are beneficial for the industry as they reduce fuel costs, which are a major expense for transportation companies. Oil prices have declined by 6% in the April-June period, benefiting oil tanker companies [7]. Industry Performance - The Zacks Transportation - Shipping industry has underperformed compared to the S&P 500 index, declining by 20.2% over the past year, while the S&P 500 increased by 16% [11]. - The industry currently has a Zacks Industry Rank of 98, placing it in the top 40% of 246 Zacks industries, indicating positive near-term prospects [9]. Valuation - The industry is trading at a forward price-to-earnings (P/E) ratio of 6.82X, significantly lower than the S&P 500's 22.86X and the sector's 14.36X [14]. Stock Recommendations - Dorian LPG has seen a stock increase of 56% over the past six months, driven by rising demand for liquefied petroleum gases [16]. - Euroseas has gained 41% over the past year, benefiting from profitable contracts and a time charter equivalent rate exceeding $30,000 per day [20]. - Ardmore Shipping's stock has increased by 18% over the past six months, with a focus on product and chemical tankers [23].

RT Avi Chawla (@_avichawla)You are in an ML interview.Your interviewer asks: "Why is Kernel Trick called a Trick?"Here's how to answer (with simple maths): ...

Industry Overview - The Zacks Computer - Networking industry is poised for growth driven by advancements in cloud computing, network security, big data, and next-gen connectivity, particularly due to the increasing applications of AI technology [1] - The demand for AI workloads and hyperscale data centers is leading to significant investments in high-speed interconnects, optical networking, and Ethernet switches, with companies aiming to leverage the multi-billion-dollar AI infrastructure opportunity [1] - The rapid deployment of 5G technology is enhancing the Internet of Things (IoT), Advanced Driver Assistance Systems, AR/VR devices, and 5G smartphones, thereby increasing the need for robust networking infrastructure [1] Trends Influencing the Industry - The Wi-Fi 7 upgrade cycle is expected to stimulate demand for innovative networking products, benefiting major players like Cisco Systems, Extreme Networks, and RADCOM [2] - The industry is experiencing heightened uncertainty due to global macroeconomic conditions and volatile supply-chain dynamics, with some telecom operators reducing or delaying capital expenditures [2][7] - The growing popularity of smart home products and IoT devices is driving innovation in networking technologies, including network virtualization and Software-Defined Networking [4] Performance Metrics - The Zacks Computer - Networking industry has outperformed the S&P 500 Composite and the broader Zacks Computer and Technology sector, gaining 31.3% over the past year compared to the sector's 18.3% and the S&P 500's 13.9% [11] - The industry is currently trading at a forward 12-month price-to-earnings (P/E) ratio of 20.27X, which is lower than the S&P 500's 22.52X and the sector's 27.18X [14] Company Highlights - **Extreme Networks**: The company reported a 20% year-over-year revenue growth in the last quarter, driven by strong demand for its AI-driven cloud networking solutions. Its SaaS annual recurring revenues rose 24.4% year-over-year to $207.6 million [18][19] - **Cisco Systems**: Cisco is enhancing its AI capabilities across its security and collaboration platforms, with notable developments including the launch of AI-driven solutions and partnerships with NVIDIA to create AI-ready data center networks [23][24] - **RADCOM**: The company focuses on cloud-native, automated service assurance for 5G networks and aims for a revenue growth target of 15%-18% for the full year, translating to a midpoint projection of $71.1 million [28][31]

Key Takeaways The electronics manufacturing services (EMS) space primarily consists of companies that provide design, engineering and manufacturing services to electronics original equipment manufacturers (OEMs). The Zacks defined Electronics - Manufacturing Services industry is currently in the top 4% of the Zacks Industry Rank. In the past year, the industry has provided an astonishing 102.8% return, while its year-to-date return is an impressive 48.7%. Since it is ranked in the top half of the Zacks Rank ...

Investment Models - AI 和机器学习创建的复杂投资模型优于简单的模型 [1] - 一篇论文声称复杂的投资模型表现优于简单的模型，引发了强烈反对 [1]