Let’s end this year 2025 on the top ✨ And with couple traditions: ⭐️ On top of Observation Tower in Pyynikki, Tampere Finland 🇫🇮 ⭐️ With my adidas tracksuit - Showing things that remain, despite the years change ⭐️ With same outfit and place - In order to make it easier to compare the version of me between the years ⭐️ Last year (2024) and this year pics taken on New Year’s Eve 🎇 - Having sunshine on the day which is extremely rare! These pics show quite clearly how years do change us. And in year like this one - 2025 - The change has been mostly positive. It was very demanding year but it also pushed to change even more. Whereas 2024 was extremely tough year. Year where I do not have much memories from. The pressures set by that year were so visible even on my face. And now looking back my version of 2023 was still a rookie. 😅 Why I share about this is that when others look at our lives they cannot see what is under the surface. They often see the smiley version of you. The version who gives his or hers best to the world. But they cannot see what kind of demands and burdens we carry underneath. What are the things we struggle with. Our years and our seasons differ. But what I can share from my experience especially from this year is to keep moving in faith! More something scares you - More needed action it often is. If you do not move - You shrink. And you cannot reach anything significant from place of fear! You can only reach greatness through giving your best, consistantly. And this, does not make sense to you until it becomes your reality. Only after you learn to move in boldness, through your fears, only then will you reach your potential and purpose! So jump on the ring 💥🥊 and let’s go bold to 2026 together! ♥️ Juudit PS: I have pics from the same place with same Adidas tracksuit since 2020! So it is now 6th time, though I only share now 3 latest ones. I recommend you to start some similar tradition. It is fun too❣️ #heartwoman #heartteam #leadthroughlove #leadership #personaldevelopment #valutok

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The landscape of computer vision is shifting. As artificial intelligence evolves beyond traditional architectures, Vision Transformers (ViT) are emerging as the new gold standard for image processing and analysis. With the US technology sector at the helm of this transformation, the market is poised for a decade of unprecedented expansion. Market Summary: A Trajectory of High-Speed Growth The global vision transformers market is witnessing a remarkable surge in valuation. In 2023, the market was valued at USD 214.7 million. As we move through 2024, that value is estimated to climb to USD 276.3 million. However, the most striking data point lies in the long-term forecast: the market is projected to reach a staggering USD 1,993.0 million by 2031. This growth represents a robust Compound Annual Growth Rate (CAGR) of 32.62% from 2024 to 2031. For stakeholders and investors in the US, these figures underscore a critical window for early adoption and strategic positioning. Market Analysis: The Shift from CNNs to ViTs For years, Convolutional Neural Networks (CNNs) dominated the field of computer vision. However, Vision Transformers—originally adapted from the natural language processing "transformer" architecture—are now proving superior in capturing global context within images. This shift allows for more accurate complex scene understanding, which is a high priority for US-based research labs and tech giants aiming to perfect autonomous systems and predictive modeling. Market Scope: Diverse Applications Across Industries The scope of the vision transformers market is vast, touching nearly every sector that relies on visual data. Key areas of impact include: · Healthcare: Enhancing diagnostic accuracy in medical imaging, such as MRI and CT scans, particularly in top-tier research hospitals across the US. · Automotive: Powering the next generation of Advanced Driver Assistance Systems (ADAS) and fully autonomous vehicles. · Retail and Surveillance: Revolutionizing automated checkout systems and high-security facial recognition frameworks. · Media and Entertainment: Enabling sophisticated content moderation and automated video editing tools. Market Drivers: What is Fueling the Surge? Several factors are converging to drive this 32.62% CAGR. Primary among them is the exponential increase in computing power and the availability of large-scale datasets. Furthermore, the rising demand for automation in manufacturing and the integration of AI into consumer electronics are acting as significant catalysts. The US remains a pivotal hub for these drivers, as domestic companies continue to push the boundaries of what is possible with edge computing and cloud-based AI services. Key Factors for Success · Hardware Acceleration: The development of specialized chips designed to handle transformer workloads is essential for real-time applications. · Data Privacy: As ViT applications expand, maintaining consumer trust through secure data handling is a top priority for the US market. · Algorithmic Efficiency: Reducing the computational "heavy lifting" of transformers to make them viable for mobile and edge devices. Regional Analysis: The US as a Global Innovation Engine While the growth is global, the US region's leadership cannot be overstated. With a dense concentration of AI talent, venture capital, and world-class universities, the US is currently the primary laboratory for ViT development. US automotive giants and healthcare providers are among the earliest adopters, ensuring that the domestic market remains at the forefront of the 2031 valuation goals. Recent Developments: The Dawn of Foundational Models Recently, the industry has seen a move toward "foundational" vision models that can be fine-tuned for a variety of tasks. This "one-model-fits-many" approach is significantly lowering the barrier to entry for smaller firms across the US. Additionally, collaborations between hardware manufacturers and software developers are streamlining the deployment of Vision Transformers from the lab to the real world. Browse Full Report: https://www.kingsresearch.com/vision-transformers-market-1578

Predictive Hiring & AI in 2025 Predictive hiring is transforming recruitment in 2025 by helping organizations forecast workforce needs before gaps appear. Using AI, data analytics, and historical hiring patterns, companies can now predict which roles will be in demand, when hiring spikes may occur, and what skills will drive future growth. This forward-looking approach reduces guesswork, shortens hiring cycles, and improves the quality of hires. AI-powered tools analyze candidate behavior, performance data, and job market trends to recommend the right talent at the right time. Instead of reacting to vacancies, businesses can build talent pipelines and stay ahead of competitors. Predictive hiring also supports smarter budgeting and workforce planning, making recruitment more strategic and data-driven. SmoothHiring helps organizations unlock the power of predictive hiring with intelligent recruitment automation. Its AI-driven platform identifies top candidates, streamlines applicant tracking, and highlights talent that aligns with future business needs. From job posting to candidate assessment and onboarding, SmoothHiring ensures every hiring decision is backed by data and insights. In 2025, predictive hiring isn’t just a trend—it’s a competitive advantage. With platforms like SmoothHiring, companies can forecast workforce needs, enhance talent quality, and build a future-ready team with confidence. Website LInk: https://smoothhiring.com/predictive-hiring-how-ai-is-forecasting-workforce-needs-in-2025/