RT Avi Chawla (@_avichawla)4 must-know model training paradigms for ML engineers: https://t.co/G3KunNYswt ...

Core Insights - GEICO has opened a new office in Palo Alto, California, positioning itself in the center of Silicon Valley innovation [1] - This strategic move highlights GEICO's commitment to transforming the insurance industry through advanced technology and attracting top talent [1] - The Palo Alto office will focus on technology initiatives, including data and AI/ML engineering, product engineering, platform development, and cybersecurity [1]

Core Points - Datavault AI Inc. has regained compliance with Nasdaq Listing Rule 5550(a)(2) regarding the minimum bid price requirement for its common stock [1][2] - The company's common stock maintained a closing bid price of at least $1.00 per share for ten consecutive trading days from September 26, 2025, to October 9, 2025 [2] - The resolution of this compliance issue highlights Datavault AI's commitment to maintaining its listing status and delivering value to shareholders [3] Company Overview - Datavault AI Inc. specializes in secure data tokenization and Web 3.0 innovations, offering AI-driven data experiences, valuation, and monetization [1][5] - The company operates a cloud-based platform that provides solutions across various industries, including sports & entertainment, biotech, education, fintech, real estate, healthcare, and energy [5] - Datavault AI's technology suite includes patented technologies in its Acoustic Science Division and high-performance computing solutions in its Data Science Division [5]

Core Insights - Celestica Inc. has launched two new 1.6TbE data center switches, the DS6000 and DS6001, aimed at high-bandwidth AI/ML applications, contributing to the OCP Community and listing them on the OCP Marketplace with OCP Inspired™ recognition [1][2][3] Product Specifications - The DS6000 is a 3RU, 64-port switch designed for traditional air-cooled data centers, while the DS6001 is a 2U, 64-port hybrid-cooled switch optimized for the 21-inch OCP ORv3 rack [2][4] - Both switches utilize the Broadcom Tomahawk 6 chipset, providing a total switching capacity of up to 102.4Tbps, effectively doubling the capacity compared to Celestica's existing 800G solutions [2][8] - The DS6000 and DS6001 include advanced AI routing features and interconnect options tailored for AI clusters [2][3] Market Position and Recognition - Celestica has been recognized as a leader in high-speed and AI networking, having received the 2024 Dell'Oro Market Share Leader Awards for both Ethernet Switch – AI Networks and High-Speed Networks (> 800 G) [8][9] - The introduction of the DS6000 and DS6001 switches reinforces Celestica's commitment to addressing the future needs of AI networking and its understanding of enterprise customer requirements for reliability and performance [9][10] Industry Collaboration - The new switches will be showcased at the OCP Global Summit 2025, highlighting Celestica's role in the open networking ecosystem [6][7] - The collaboration with Broadcom on the Tomahawk 6 chipset emphasizes the innovation in delivering solutions optimized for modern AI workloads [7][8] Customer Benefits - The DS6000 and DS6001 switches offer significant advantages, including high performance, energy efficiency, and flexibility in port speeds ranging from 50GbE to 800GbE [8][9] - Both switches support an open-source Network Operating System (NOS) approach, enhancing deployment versatility across various use cases [5][6]

RT Avi Chawla (@_avichawla)You're in an ML Engineer interview at Netflix.The interviewer asks:"You’ve trained a new recommendation model.How do you make sure it’s ready to replace the old one?"You reply: "I’ll compare metrics on validation and test sets."Interview over.Here’s what you missed:The issue is that, despite rigorously testing an ML model locally (on validation and test sets), it could be a terrible idea to instantly replace the previous model with the new model.This is because it is difficult to ...

Core Insights - Blackbaud, Inc. has concluded its annual technology conference, bbcon 2025, focusing on the role of AI in enhancing social impact through a vast network of organizations and causes [1] Group 1: Innovations and AI Developments - Blackbaud introduced two major innovations: transforming Blackbaud AI into a system of intelligent action and launching Blackbaud Agents for Good, which are proactive virtual team members [2][3] - New AI-driven features include donor stewardship reports, Recognition Programs, and hyper-personalized donor journeys aimed at enhancing engagement and loyalty [2][9] - Over 70 sector-specific AI capabilities were showcased, including the Development Agent for managing donor portfolios and Prospect Insights Pro for predictive analytics [4] Group 2: Financial Projections - For the full year 2025, Blackbaud projects GAAP revenues between $1.120 billion and $1.130 billion, indicating approximately 5% organic growth at the midpoint [7] - Non-GAAP EPS is anticipated to be between $4.30 and $4.50, an increase from earlier expectations of $4.16-$4.35 [7] Group 3: Company Strategy and Focus - Blackbaud is concentrating on cloud software solutions and data-driven decisions, leveraging AI, machine learning, and predictive analytics [6] - The company is committed to margin expansion opportunities while investing in innovation, AI, and cybersecurity [6] Group 4: Stock Performance - Blackbaud currently holds a Zacks Rank 3 (Hold), with shares declining 23.5% over the past year, contrasting with a 22.9% growth in the Computer – Software industry [8]

AMD’s Jack Huynh, SVP and GM, Computing and Graphics Group, and Mark Cerny, lead architect of PS5 and PS5 Pro, discuss the latest developments from Project Amethyst – the collaboration between Sony Interactive Entertainment and AMD focused on Machine Learning-based technology for graphics and gameplay – a shared commitment to push gaming technology forward. Mark and Jack share three gaming technology breakthroughs that will lead to benefits across the gaming industry in the future. *** Subscribe: https://bi ...

Core Viewpoint - Bank of America analyst Mariana Perez Mora has raised her target price for Palantir to $215 per share, indicating strong confidence in the company's future growth potential, particularly in the AI sector [1][2]. Company Overview - Palantir Technologies is recognized as a leading player in artificial intelligence platforms, particularly due to its unique approach of employing forward-deployed engineers (FDEs) who collaborate directly with clients to create tailored solutions [3]. - The company's software is built around an ontology framework, allowing clients to optimize business processes through AI by defining relationships between physical objects [4][5]. Revenue Projections - Bank of America forecasts that Palantir's total revenue could reach $18 billion annually by 2030, with government revenue expected to hit $8 billion and commercial revenue projected to exceed $10 billion [6][8][9]. - The company reported $3.4 billion in revenue over the last 12 months, suggesting a projected annual growth rate of 35% over the next five-plus years [9]. Market Position - Palantir is positioned to benefit from the expanding data analytics market, which is expected to grow at an annual rate of 29% through 2030, driven by demand for AI and machine learning tools [10]. - The company has been recognized as a market leader in decision intelligence software, outperforming competitors like Amazon, Microsoft, and Alphabet in recent evaluations [5]. Valuation Concerns - Despite its strong business fundamentals, Palantir's current valuation is considered extremely high at 134 times sales, significantly above the next closest S&P 500 stock [11][12]. - Even if revenue reaches the projected $18 billion by 2030, Palantir would still trade at 24 times sales, indicating that it would remain one of the most expensive stocks in the index [12].

Summary of Microsoft 3Q25 CIO Survey Takeaways Company Overview - **Company**: Microsoft - **Market Capitalization**: $3,917.829 billion as of October 8, 2025 - **Current Stock Price**: $524.85 - **Price Target**: $625.00 - **Fiscal Year Ending**: June 2025 Key Industry Insights 1. IT Budget Growth Expectations - 2025 IT budget growth is expected to be stable at **+3.6%**, consistent with prior levels - Software is projected to grow at **+3.8%** in 2025, making it the fastest-growing sector - 2026 budget growth expectations show a modest acceleration to **+3.8%**, up **21 basis points** year-over-year, but still below the historical average of **+4.1%** [1][40][46] 2. Generative AI (GenAI) Spending - GenAI and AI/ML remain top priorities for CIOs, with Microsoft positioned as the leading vendor for GenAI deployment - **33%** of CIOs expect Microsoft to gain the largest incremental share of GenAI spend in 2025, significantly higher than the next vendor at **14%** - Over the next three years, **37%** of CIOs anticipate Microsoft will capture the largest share of GenAI spending [2][10][12] 3. Microsoft’s Competitive Position - Microsoft is viewed as the top IT budget share gainer, with **42%** of CIOs expecting share gains, up from **41%** in the previous survey - The company is also recognized for its strong alignment with key spending priorities such as AI/ML, security, and digital transformation [2][10][54] 4. Project and Task Management Solutions - Microsoft Teams and Planner are the most popular project management solutions, with **62%** of CIOs using them, up from **55%** in 3Q24 - **61%** of CIOs report their companies are standardized on a single project management solution, with Microsoft being the leading choice at **32%** [7][10][27] Financial Performance and Projections 1. Earnings Per Share (EPS) Estimates - EPS for fiscal year ending June 2025 is projected at **$13.64**, with estimates increasing to **$21.22** by June 2028 - The P/E ratio is expected to decrease from **36.5** in 2025 to **24.7** by 2028, indicating potential for multiple expansion [4][70] 2. Revenue Growth Drivers - Azure revenue growth is projected at **29.7%** for 2025, with a gradual decline to **22.4%** by 2028 - Operating margins are expected to expand from **45.6%** in 2025 to **47.2%** by 2028, driven by strong cloud adoption and operational efficiencies [82][89] Additional Insights 1. CIO Spending Priorities - Top spending priorities for CIOs include AI/ML, security software, and digital transformation, indicating strong demand for Microsoft’s offerings in these areas [54][56] - Security software is viewed as the most defensive area of IT spend, with **15%** of CIOs indicating it is least likely to be cut [56] 2. Market Positioning - Microsoft is seen as underpriced relative to peers, with a valuation at less than **26x** GAAP CY27 EPS multiple compared to the large-cap software average of **33x** [8][70] 3. Risks and Opportunities - Risks include potential macroeconomic impacts on IT spending and competition in the cloud space - Opportunities lie in the continued adoption of AI technologies and cloud services, which are expected to drive revenue growth [89][90] This summary encapsulates the key findings from the Microsoft 3Q25 CIO Survey, highlighting the company's strong positioning in the software and cloud markets, particularly in relation to GenAI and project management solutions.

Core Insights - OppFi Inc. (OPFI) shares have increased by 104.2% over the past year, significantly outperforming its industry growth of 5.8% and the Zacks S&P 500 Composite's 18.1% rise [1][9] - Recent performance indicates a correction phase, with OPFI shares declining by 3% in the past month, while the industry fell by 6.6% and the S&P 500 rose by 3.6% [4][22] Company Strengths - OppFi targets the underbanked population, utilizing AI and machine learning to assess credit profiles, which enhances service speed [6] - The loan auto approval rate reached 80% in Q2 2025, up from 76% in the previous year, and a Net Promoter Score of 79 indicates strong customer satisfaction [7] - The Net Charge-Off (NCO) rate has decreased, with a notable drop of 400 basis points to 42% in Q4 2024, and further declines of 700 bps and 300 bps in subsequent quarters, showcasing effective risk management [8][10] Valuation and Liquidity - OppFi's stock is trading at 6.91 times forward earnings, significantly lower than the industry average of 20.2 times, indicating a potentially attractive investment opportunity [11] - The trailing 12-month EV-to-EBITDA ratio stands at 4.55 times, below the industry average of 12.12 times, suggesting growth potential [11] - The current ratio improved to 1.72 in Q2 2025 from 1.57 a year ago, surpassing the industry average of 1.17, indicating strong short-term obligation coverage [14] Revenue and Earnings Outlook - The Zacks Consensus Estimate projects OPFI's 2025 revenues at $588.9 million, reflecting a 12% year-over-year growth, with earnings per share expected to rise by 49.5% [16] Challenges - The core business model involves lending to subprime borrowers, which carries inherent credit default risks, with 28% of consumers in the 580-669 credit score range likely to become seriously delinquent [17] - Competition in the fintech market is intensifying, with threats from companies like SoFi and Dave, which may attract customers away from OppFi [18][19] Strategic Positioning - OppFi's customer-centric strategy leverages AI and ML to manage credit risk while meeting customer demand, positioning the company favorably despite market challenges [20] - The liquidity position and strong revenue and earnings outlook contribute to a positive assessment of the stock, although credit risks and competition remain concerns [21]