23.7K
DADonβt let data leakage trick you or your model performance
@data_pumpkin
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WAAI Capabilities Are Doubling in Months, Not Years
Recent progress in AI has moved from annual leaps to month-scale acceleration. Model performance, reasoning benchmarks, multimodal ability, and training efficiency are improving at a pace that compounds rapidly. What felt cutting-edge a few months ago quickly becomes baseline.
If this rate of improvement continues, the next five years will not look linear. They will look exponential. Systems could handle tasks thousands of times more complex, autonomous, and large-scale than what we see today. Compounding growth at this speed becomes hard to intuit.
This is what exponential curves do. Slow at first. Then suddenly overwhelming. The real shift is not just better outputs. It is the expanding scope of what machines can execute across research, engineering, logistics, and decision-making.
#AI #ArtificialIntelligence #Exponential #FutureOfAI
@waterforge_nyc
278
MOunderstanding the impact of class weights on model performance
@moondevonyt
530
_B@lorexlipluxe reached out to us that she want one of our model to create an interview video content with 5 strangers using her Lip care productsπ₯°β¦..please kindly rate our model performance over 10 π€
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If you want a content like this for your brand, please do not hesitate to send us a dm π―
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Only @_bestadvert can give your brand premium content like this
@_bestadvert
184
LUReal skills are built through real experience. From guided demo to live model performance β training designed to make you confident, not just certified.
At LuxeBeautΓ© International Academy Inc., we provide professional training with internationally recognized certification, ensuring 100% legitimacy, credibility, and long-term career stability in the beauty industry. Our structured programs are designed to equip students with real skills, global standards, and the confidence to succeed professionally.
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β’ Paranaque City, Metro Manila
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@luxebeaute_academy
458
CHOur latest work!
At Chesamel, weβre passionate about helping clients harness the potential of Generative AI to transform their data management and enhance model performance.
π‘Reach out today to learn how we can help you transform your business (link in bio)
#GenerativeAI #DataTransformation
@chesamel
41.7K
KAShotokan Kata: Gankaku
Model performance by Kaishi Hakizume Sensei of JKA HQ Instructor and the World Championπ Ossππ»
@karateluv77
323
ABIf you're not following us, you won't see us again. But if you're following us, congratulations! You're growing every day.
What you are witnessing is a masterclass in Systemic Literacy from Perplexity CEO Aravind Srinivas. Most people "drift" into careers based on what they should do, rather than what they are naturally "coded" for. But the Anchor understands that true wealth is found where your effort feels like play while others are struggling with the "markup" of traditional study. ποΈπ
In the Architecture of Value, your natural edge is your highest-yielding asset. Aravind deconstructs his win not as a result of "hard work," but as a result of Perception Arbitrage. By using "brute force" logic when he didn't know the rules, he bypassed the noise and beat the experts at their own game. While the 99% trade their time for taxable pennies in fields where they are average, the Anchor mines their natural aptitude to build a monopoly of one. π‘οΈπ
Anchor Your Craft.
Secure Your Fortune.
Follow @Absolute.Anchor β
Media Credit: Aravind Srinivas: Will Foundation Models Commoditise & Diminishing Returns in Model Performance | E1161 | 20VC with Harry Stebbings [Youtube]. DM for credit or removal request (no copyright intended) Β© All rights and credits reserved to the respective owner(s).
#SystemicLiteracy #AravindSrinivas #AbsoluteAnchor
@absolute.anchor
24
33.7K
GOBuilding reliable, local agents shouldn't require complex cloud infrastructure. π€ β
β
Today, the Google AI Edge team is sharing how weβre empowering developers to bring on-device function calling to life using LiteRT-LM and FunctionGemma. β
β
Whatβs new?β
β
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Out-of-the-box demos: Mobile Actions and Tiny Garden are now directly accessible in the Gallery appβno developer challenge required. β
β
Cross-platform support: Now officially available on both Android and iOS β
β
Model performance: See how the model performs on your phone directly in the app and compare performance across models, accelerators and different context lengthβ
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From optimized inference to on-device use cases, weβre making private, offline assistants a reality. β
β
Check out the full guide and open-source code. Link in bio.
@googlefordevs
6.3K
RASynthetic data improves model performance only when it expands coverage rather than replicating existing distributions. Using LLMs to generate data from the same examples can inflate metrics without improving generalization. Effective use targets edge casesβrare inputs, tricky prompts, or underrepresented scenariosβadding diversity, not density.
@rajistics
303
DIGLP requires more than model performance.
Your annotations are part of the validation trail.
Define the process, document the expertise,
and preserve the traceability.
#DigitalPathology #AIinPathology #ModelValidation #DataTraceability
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Source: Pohlmeyer-Esch G, Halsey C, Boisclair J, et al. Digital Pathology and Artificial Intelligence Applied to Nonclinical Toxicology Pathology -βThe Current State, Challenges, and Future Directions. Toxicologic Pathology. 2025;53(3):255-271. doi:10.1177/01926233251340622
@digital_pathology_place
β¨ #Modelyperformance Discovery Guide
Instagram hosts 125K posts under #Modelyperformance, creating one of the platform's most vibrant visual ecosystems. This massive collection represents trending moments, creative expressions, and global conversations happening right now.
#Modelyperformance is one of the most engaging trends on Instagram right now. With over 125K posts in this category, creators like @karateluv77, @googlefordevs and @data_pumpkin are leading the way with their viral content. Browse these popular videos anonymously on Pictame.
What's trending in #Modelyperformance? The most watched Reels videos and viral content are featured above. Explore the gallery to discover creative storytelling, popular moments, and content that's capturing millions of views worldwide.
Popular Categories
πΉ Video Trends: Discover the latest Reels and viral videos
π Hashtag Strategy: Explore trending hashtag options for your content
π Featured Creators: @karateluv77, @googlefordevs, @data_pumpkin and others leading the community
FAQs About #Modelyperformance
With Pictame, you can browse all #Modelyperformance reels and videos without logging into Instagram. No account required and your activity remains private.
Content Performance Insights
Analysis of 12 reels
π‘ Top performing posts average 26.4K views (2.9x above average). High competition - quality and timing are critical.
Focus on peak engagement hours (typically 11 AM-1 PM, 7-9 PM) and trending formats
Content Creation Tips & Strategy
π₯ #Modelyperformance shows high engagement potential - post strategically at peak times
πΉ High-quality vertical videos (9:16) perform best for #Modelyperformance - use good lighting and clear audio
β¨ Some verified creators are active (17%) - study their content style for inspiration
βοΈ Detailed captions with story work well - average caption length is 483 characters
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