New Delhi: The Indian job market witnessed an encouraging 11% growth in fresher hiring in June, led by strong demand in sectors such as accounting, insurance, and artificial intelligence/machine learning (AI/ML), a new report said on Wednesday. The Naukri JobSpeak report highlights that non-tech sectors are increasingly becoming attractive for young professionals. “Fresher hiring in non-tech sectors continues to gain traction, reflecting expanding opportunities for young professionals,” said Pawan Goyal, Chief Business Officer at Naukri. Among Indian cities, Coimbatore emerged as a key hub for freshers, reporting a 24% jump in hiring during the month. Startups also showed renewed hiring momentum, especially in metro cities like Pune, Bengaluru, and Chennai. Pune led the pack with a 32% surge in hiring by startups. Meanwhile, Raipur recorded the highest overall growth in job trends among all cities, with a 22% rise in job postings. The insurance sector stood out with a 32% increase in overall hiring, including a massive 59% jump in fresher recruitment. The accounting and finance segment also showed strong performance, with a 34% year-on-year (YoY) increase. However, the architecture and interior design sector topped the hiring charts with a remarkable 50% YoY growth. Hospitality and travel sectors continued their recovery with a 21% rise compared to June 2024. The BPO/ITES industry also saw a 19% growth, driven by aggressive hiring in emerging cities like Jaipur (up 64%) and Baroda (up 54%). “What stood out in June was the sharp pickup in hiring across core service sectors like Hospitality and BPO/ITES,” Goyal added. In a positive sign for the IT industry, hiring turned positive again after a quiet period, especially in tier-II cities. Banking and finance unicorns also ramped up recruitment, hiring 30% more candidates than in June of the previous year. The report also showed an increase in demand for experienced professionals. Jobs requiring 13–15 years of experience grew by 15%, while those seeking candidates with over 16 years of experience also rose by 15%, mainly in industries like real estate and pharma/biotech.
Interpolation in Positional Encodings and Using YaRN for Larger Context Window
This post is divided into three parts; they are: • Interpolation and Extrapolation in Sinusoidal Encodings and RoPE • Interpolation in Learned Encodings • YaRN for Larger Context Window Sinusoidal encodings excel at extrapolation due to their use of continuous functions: $$ \begin{aligned} PE(p, 2i) &= \sin\left(\frac{p}{10000^{2i/d}}\right) \\ PE(p, 2i+1) &= \cos\left(\frac{p}{10000^{2i/d}}\right) \end{aligned} $$ You can simply substitute $p$ with a larger value to obtain the positional encoding for a longer sequence.
Vivo T4 Ultra 5G Review: Sleek Looks, Strong Specs, And Smart AI Features Under Rs 40,000 – Check 4 Reasons to Buy And 3 Reasons to Skip | Technology News
Vivo T4 Ultra 5G Review: Vivo has launched a new smartphone in its T-series—the Vivo T4 Ultra. The phone is priced under Rs 40,000 and takes on rivals like the iQOO Neo 10, Motorola Edge 60 Pro, and OnePlus 13R. The phone comes with the 8GB+256GB, 12GB+256GB, and 12GB+512GB storage variants and offered in Meteor Grey and Phoenix Gold colour options. The display is protected by SCHOTT Xensation α glass, and the phone runs on FunTouch OS 15 based on Android 15. Vivo promises 3 years of Android updates and 4 years of security patches, which adds to its long-term value. After using the Vivo T4 Ultra for over a month, it’s clear this is a performance-focused smartphone that offers great value for money in the mid-range segment. Vivo T4 Ultra 5G: Design And Build Quality The Vivo T40 Ultra 5G has a sleek and modern look with a matte finish that resists fingerprints and scratches. It’s lightweight at just 192g and super slim at 7.43mm, making it comfortable to hold. The curved edges help with grip, but the phone does feel a bit slippery, so using a case is a good idea. While it looks premium, the plastic side frame slightly brings down the high-end feel. Also, the IP65 rating is decent, but at this price, other phones offer better water and dust protection like IP67 or IP68. Vivo T4 Ultra 5G: Display Performance The display is one of the phone’s best features. You get a 6.67-inch curved AMOLED screen with 2800 x 1260 resolution and a 120Hz refresh rate—great for smooth scrolling and videos. It’s bright too: 800 nits typical, 1600 nits in high brightness, and a massive 5000 nits peak for sunny outdoor use. Colours are vibrant, thanks to 1.07 billion colour support, HDR10+, and a Visual Enhancement mode for apps like Netflix and YouTube. It’s protected with Schott α glass, offering strong resistance to drops and scratches. (Also Read: OPPO K13 5G Review: Big Battery, Smooth Display, Snapdragon Power Under Rs 20,000; Check 6 Reasons To Buy, 3 To Skip This Phone) Vivo T4 Ultra 5G: Performance And Hardware The T40 Ultra is a performance beast. It’s powered by the MediaTek Dimensity 9300+ processor and Immortalis-G720 GPU, offering top-tier speed for everything from daily use to heavy gaming. It scored 2223 (single-core) and 7295 (multi-core) on Geekbench, and 1,820,818 on AnTuTu. Games like BGMI, COD Mobile, and Genshin Impact run smoothly, even with high graphics. It also supports 120fps gameplay in select titles. There’s some heating during long sessions, but overall performance stays stable. Vivo T4 Ultra 5G: Camera Capabilities The phone has a strong camera setup with a 50MP main lens (OIS), a 50MP periscope zoom lens, and an 8MP ultra-wide camera. Daylight shots look sharp and colourful, with HDR kicking in automatically for better contrast. The periscope lens supports 3x optical, 6x lossless, and up to 100x digital zoom, although image clarity drops after 6x. Low-light photos come out well too, thanks to OIS and Ultra Dark mode. You can record 4K videos at 60fps from both front and back cameras. Portrait shots have excellent background blur and edge detection. Vivo T4 Ultra 5G: Battery Life And Charging The 5500mAh BlueVolt battery gives great battery life. Even with heavy use—like gaming and video streaming—it easily lasts a full day. With regular use, you can stretch it to nearly 2 days. It charges quickly with 90W wired charging, going from 0 to 50% in around 25 minutes. While not the fastest in the market, this speed is good and helps keep battery health intact in the long run. Vivo T4 Ultra 5G: Software And AI Features The phone runs on Funtouch OS 15 based on Android 15. It feels smooth and modern, and Vivo promises 3 years of Android updates and 4 years of security patches, which is great for long-term use. It also packs handy AI features like: AI Note Assist for summarizing and translating text, Live Text to pull text from images, On-device Call Translation for multi-language conversations and Circle to Search for instant look-ups. The Link to Windows feature helps you connect and sync with your PC. One downside is the pre-installed apps like Facebook, Amazon, PhonePe, and more. You can remove them, but they reappear after a factory reset, which isn’t ideal for those who want a clean setup. Vivo T4 Ultra 5G: Price In India And Variants The T40 Ultra is available in three configurations to suit different needs and budgets. The base variant, featuring 8GB RAM and 256GB of storage, is priced at Rs 37,999. For those seeking more multitasking power, the 12GB RAM + 256GB storage option is available at Rs 39,999. The top-end model, offering 12GB RAM and an ample 512GB of storage, comes in at Rs 41,999. Vivo T4 Ultra 5G Pros: Point 1: The T40 Ultra offers up to 5000 nits brightness, HDR10+ support, and 1.07 billion colours, ensuring vibrant visuals and clear outdoor viewing, with optimized playback for Netflix and YouTube content. Point 2: Its triple camera setup includes a 50MP periscope lens with 3x optical, 6x lossless, and 100x digital zoom. OIS, autofocus, and night mode deliver sharp photos in any condition. Point 3: A 5,500mAh battery and 90W fast charging power the phone, delivering 50% charge in 25 minutes and up to two days of usage for gaming, streaming, and daily multitasking needs. Point 4: The phone records 4K videos at 60fps from both front and rear cameras. With Wi-Fi 7, Bluetooth 5.4, and NFC, it ensures fast sharing, clear calls, and smooth connectivity. Vivo T4 Ultra 5G Cons: Point 1: The phone feels light and slippery in hand, and its vibration motor delivers weak haptic feedback, making typing, gaming, and overall interactions feel less refined than competitors in its price range. Point 2: Preloaded apps like Facebook and Amazon reinstall after a factory reset, causing clutter. Adding further,
7 Concepts Behind Large Language Models Explained in 7 Minutes
If you’ve been using large language models like GPT-4 or Claude, you’ve probably wondered how they can write actually usable code, explain complex topics, or even help you debug your morning coffee routine (just kidding!).
India’s Digital Identity Adoption Surges Amid Rising Trust, AI Integration: Report | Technology News
New Delhi: As India’s digital ecosystem expands at an unprecedented pace, Indian consumers are rapidly embracing new-age identity technologies while balancing convenience with security concerns, a new report said on Wednesday. The data compiled by Okta highlights that more than 30% of Indian users log into ten or more personal online accounts every month — showcasing the country’s accelerating digital footprint. Amid this growth, Indian consumers are also displaying a greater readiness to adopt biometrics and AI-driven services compared to global peers. Despite the growing array of authentication methods, passwords remain the most convenient option for 82% of Indians. However, biometrics are steadily gaining traction, with 55% using fingerprint authentication and 35% relying on Face ID for smoother logins. “Despite the new options, 82% of Indians still find passwords to be the most convenient way to verify their identity,” the report said. “More than half of the population (54%) find it convenient to use a government ID like Aadhaar for verification purposes, followed by SMS/voice calls (44%),” it added. Security perceptions remain high for passwords (79%), SMS authentication (74%), and fingerprints. However, risky practices persist — 1 in 5 Indians reuse the same password across all personal accounts. India’s growing trust in digital platforms is also noteworthy. As many as 67% of Indian respondents trust businesses to protect their data, well above the global average of 50%. This trust extends to key sectors — banks (79%), tech firms (73%), government agencies (70%), and online retailers (69%). However, digital vigilance is rising too, with 81% of Indians expressing concern about identity fraud — significantly higher than the global average of 63%. The report, based on a global survey of 6,750 consumers (including 750 from India), also found that Indians are more open to engaging with enterprise AI agents. While 65% appreciate the speed and 24/7 support of AI, as many as 76% still prefer human interaction. Interestingly, 64% of Indians are willing to share health data with AI agents, compared to 32% globally, and 49% are comfortable sharing financial data, compared to 27% globally. “AI is no longer a future concept — it is embedded in the way we live, work, and connect,” said Shakeel Khan, Regional Vice President and Country Manager, Okta India. Ben Goodman, SVP & GM, Asia Pacific & Japan at Okta, added, “In Asia Pacific, trust has become the true currency of digital engagement. From logins to AI agents, consumers want experiences that are seamless, secure, and respectful of their data.”
Unlocking Performance: Accelerating Pandas Operations with Polars
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Elon Musk’s Starlink Launches Satellite Internet Services In Sri Lanka, Nearing India Entry | Technology News
New Delhi: Starlink, the satellite internet service owned by Elon Musk, officially launched its services in Sri Lanka on Wednesday. With this launch, Sri Lanka has become the third country in South Asia — and another of India’s neighbours — after Bhutan and Bangladesh to get access to Starlink’s internet services. The announcement was made by Starlink on social media platform X, where the company said: “Starlink’s high-speed, low-latency internet is now available in Sri Lanka!” Starlink is getting closer to launching its services in India. Last month, the company received a key licence from the Department of Telecommunications (DoT), nearly three years after it had first applied. According to reports, Starlink may start providing services in India within the next two months. The final step for Starlink to begin operations in India is a formal approval from the Indian National Space Promotion and Authorisation Centre (IN-SPACe). The agency has already issued a draft letter of intent (LOI) to the company. Once both sides sign this document, Starlink will be officially cleared to roll out its services in the Indian market. Starlink provides internet through a network of satellites orbiting Earth. The company currently operates the world’s largest constellation of satellites, with more than 6,750 in orbit. According to the company, Starlink offers fast internet with low delay, making it suitable even for remote areas with limited connectivity. In Asia, Starlink services are already available in several countries, including Mongolia, Japan, the Philippines, Malaysia, Indonesia, Jordan, Yemen, and Azerbaijan. Globally, it serves users in over 100 countries, offering both residential and roaming internet plans. The residential plans are usually offered in two categories: Residential Lite for smaller households with lower data needs, and Residential for larger families or heavier usage.
10 Must-Know Python Libraries for MLOps in 2025
MLOps, or machine learning operations, is all about managing the end-to-end process of building, training, deploying, and maintaining machine learning models.
Instagram Adds Real-Time Spotify Sharing Feature; How To Share Spotify Music In Notes | Technology News
Instagram Spotify Song: Instagram, a Meta-owned platform, is rolling out a new feature ahead of World Music Day on June 21 that will allow users to share the music they’re currently listening to on Spotify directly through Notes. The new feature will display the live track being played on Spotify, including the song title and artist. It builds on Instagram’s ongoing collaboration with Spotify, which began last year with the introduction of the “Add to Spotify” button. Now, users can give friends a live peek into their music choices, making it easier to connect over shared tastes or discover new tracks. Notably, Notes, the short text updates that appear above DMs, have supported music sharing on the platform since last year. Oh btw, now you can share what you’re listening to on @Spotify to Notes (P.S. Try streaming a Tyler, The Creator song to your Notes this week for a surprise ) pic.twitter.com/socum5TIBK — Instagram (@instagram) June 13, 2025 The company made these changes as part of a broader push by Instagram to encourage users to “take creative chances,” particularly as the platform marks its 15th year. Adding further, Instagram is also planning to introduce the option for users to rearrange their posts in the profile grid. Meta-owned platform has made Trial Reels available to everyone, allowing users to test their Reels with non-followers first. How To Link Spotify And Instagram Go to Instagram Settings Navigate to Settings > Your app and media > App website permissions and link your Spotify account. How To Share Spotify Music In Instagram Notes: Step 1: Tap the music icon while creating a new Note on Instagram. Step 2: Link your Spotify account if you’re using this feature for the first time. Step 3: If a song is already playing on Spotify, it will automatically appear in your Note. Step 4: Not playing anything? Your Note will update with the next song you start within 30 minutes. Step 5: Add optional text along with the song, then hit “Share” to post your Note.
Samsung Is Rolling Out One UI 8 Beta 2 Update For Galaxy S25: Check Features And Eligible Phones | Technology News
Samsung One UI 8 Beta 2 Update: Samsung is set to release the One UI 8 beta 2 update, based on Android 16, by the end of last month, according to media reports. The new beta update is being rolled out for the Galaxy S25 lineup, which includes the Samsung Galaxy S25, Galaxy S25 Plus, and Galaxy S25 Ultra smartphones. However, South Korean giant Samsung has not officially confirmed the final release or launch date. Notably, this is the second beta version released for the same series. Moreover, reports suggest that the One UI 8 update could be formally introduced in early July during the Galaxy Unpacked event. Samsung One UI 8 Beta 2 Update: Eligible Phones At this big event, Samsung is also expected to launch its next foldable phones — the Galaxy Z Flip 7 and Z Fold 7. The One UI 8 update is likely to roll out to Samsung’s mid-range and budget phones, including the Galaxy A55, A35, M55, and F16 from the A, M, and F series. Samsung’s latest tablets, like the Galaxy Tab S9 and the upcoming Tab S10 series, are also expected to get the update. Samsung One UI 8: Features The update aims to deliver both functional and visual enhancements, offering a smoother experience, smarter features, and a more refined interface. Multitasking sees a notable upgrade with the new split-screen mode, allowing users to partially minimize one app while actively using another. Meanwhile, the core apps like Calendar and Reminder have been redesigned to simplify task management. New features such as sample reminders and quick entry options make planning more efficient. For those connecting their phones to an external monitor, screen resolution can now be adjusted up to WQHD, with added support for screen rotation in multiple directions, offering greater flexibility. Furthermore, the One UI 8 Beta 2 update, sized at around 1.2GB, includes the June security patch. It also introduces a user feedback tool to assess interpreter performance and addresses several common issues — including Now Brief text misalignment, incorrect widget sizing on the lock screen, and fingerprint recognition failures. With the One UI 8 beta 2 update, the additional improvements include an updated battery widget icon and a fix for low volume issues during Bluetooth calls in vehicles.