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Advancing crop recommendation system with supervised machine learning and explainable artificial intelligence

Advancing crop recommendation system with supervised machine learning and explainable artificial intelligence

The Foundation of Modern Crop Recommendation Systems

In today's agriculture, leveraging data-driven insights is no longer optional but essential for maximizing yield and sustainability. Supervised machine learning stands at the core of advanced crop recommendation systems, transforming raw environmental data into actionable advice for farmers. By analyzing historical and real-time data on soil nutrients, weather patterns, and climatic conditions, these systems learn to predict the most suitable crops for specific regions. This data-centric approach moves beyond traditional farming methods, offering a scientific basis for decision-making that adapts to dynamic agricultural landscapes.

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State of Short-Form Video in Social Media in 2025 [Report]

State of Short-Form Video in Social Media in 2025 [Report]

The Unstoppable Growth of Short-Form Video

Short-form video has cemented itself as the non-negotiable core of social media strategy in 2025, with a meteoric 71% increase in published content year-over-year. Our analysis of over 5.6 million videos from 582,456 accounts worldwide confirms that this format is now the primary language of digital engagement, moving beyond trend status into essential practice.

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Creator Content โ€” and YouTube โ€” the Talk of the Town as Realscreen Summit Opens

Creator Content โ€” and YouTube โ€” the Talk of the Town as Realscreen Summit Opens

The Buzz at Realscreen Summit's Opening

As the Realscreen Summit 2026 kicks off in Miami, the air is electric with conversations centered on creator content and the pivotal role of YouTube in today's media landscape. The co-location with NATPE Global amplifies this focus, bringing together unscripted and scripted professionals to explore the synergies shaping entertainment.

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Experiment: Do third-party tools hurt Instagram performance?

Experiment: Do third-party tools hurt Instagram performance?

The Great Instagram Myth: Unpacking the Third-Party Tool Debate

For social media managers, the fear that third-party tools might sabotage Instagram performance has lingered like a stubborn ghost in the machine. It's a tale whispered in Reddit threads and agency Slack channels: use an external scheduler, and the algorithm will bury your content. But before we accept this as gospel, let's interrogate the foundation of this belief. Often, it's a classic case of correlation mistaken for causationโ€”a dip in engagement might align with a new tool, but the real culprit could be shifting content strategies or audience fatigue.

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TikTok Creator Fund: Your questions answered

TikTok Creator Fund: Your questions answered

What Exactly is the TikTok Creator Fund?

Launched in 2020 with an initial $200 million pool, the TikTok Creator Fund was the platform's bold answer to creator monetization, designed to reward viral talent and foster loyalty. Unlike a grant or direct ad-revenue share, it operated as a dynamic revenue-sharing feature where TikTok allocated funds directly from its own resources to eligible creators. The goal was simple: incentivize the "best and brightest" to keep producing authentic, engaging content that drives the app's growth, with a pledged expansion to $1 billion over three years.

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WhatsApp to Redesign Contact Info Page, Add Search Filters for Businesses, and More

WhatsApp to Redesign Contact Info Page, Add Search Filters for Businesses, and More

The Redesigned Contact Info Page: A Fresh User Interface

WhatsApp is rolling out a significant visual overhaul to its Contact Info page, moving beyond the basic layout that has been in place for years. This update, currently in beta testing for both iOS and Android, introduces a more modern and functional design. Key changes include a smaller, rounded profile picture that saves screen space, along with larger, more accessible buttons for voice and video calls placed prominently near the top.

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US judge decertifies Apple app store class action

US judge decertifies Apple app store class action

The Decertification Ruling and Its Immediate Impact

In a dramatic reversal, U.S. District Judge Yvonne Gonzalez Rogers decertified a massive class action lawsuit against Apple on Monday, stripping tens of millions of iPhone users of their collective legal standing. This decision abruptly halts a 14-year legal battle that accused the tech giant of illegally monopolizing the iPhone app marketplace through its exclusive App Store control.

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Flutter 2018 Event: 9 Announcements You Shouldnโ€™t Miss Out

Flutter 2018 Event: 9 Announcements You Shouldnโ€™t Miss Out

The Dawn of Flutter 1.0

December 4, 2018, wasn't just another date on the calendar for the tech community; it was the day Flutter graduated from a promising experiment to a production-ready powerhouse. At the Flutter Live event in London's Science Museum, the official launch of Flutter 1.0 sent a clear signal: the era of compromising between native performance and cross-platform efficiency was officially over.

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Threads Launches Ghost Posts That Disappear

Threads Launches Ghost Posts That Disappear

What Are Threads Ghost Posts?

Meta's Threads has unleashed a bold new feature called Ghost Posts, fundamentally altering the landscape of social sharing. These are ephemeral updates designed to automatically archive after 24 hours, granting users a passport to post spontaneous, unfiltered thoughts without the looming shadow of a permanent digital record. By flipping a simple toggle in the composer, you can transform any post into a temporary conversation piece that vanishes from public feeds after a day, though it remains snug in your personal archive.

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AIโ€™s environmental impact adds up

AIโ€™s environmental impact adds up

The Electricity Drain: Powering the AI Revolution

Artificial intelligence isn't just a technological leap; it's an energy guzzler on a colossal scale. Training sophisticated models like GPT-4 demands computational power that can consume electricity equivalent to powering hundreds of homes for a year. This isn't a one-time costโ€”every query to a system like ChatGPT uses significantly more energy than a simple web search, creating a persistent and growing demand on global grids.

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