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Kế hoạch ngân sách marketing 2026: Khung làm việc thực tế với dự báo chi phí bằng AI. Dựa trên dữ liệu thực, không phải giả định! Dự trù tăng chi phí 25-50% trên các nền tảng, dùng AI để mô hình hóa kịch bản nhưng giữ linh hoạt ứng phó thay đổi. Đặt quỹ phản ứng nhanh 15-20%, ưu tiên hiệu quả hơn tăng trưởng ảo. #MarketingBudget #AIforecasting #KếHoạchMarketing #NgânSách2026 #DigitalMarketing #ChiPhíQuảngCáo

https://dev.to/synergistdigitalmedia/2026-marketing-budget-planning-the-q4-framework-th

Toto introduces a decoder-only transformer with proportional space-time attention for smarter multivariate time series forecasting. https://hackernoon.com/how-toto-reimagines-multi-head-attention-for-multivariate-forecasting #aiforecasting

Datadog’s Toto sets a new benchmark in time series forecasting with trillion-point training and domain-tuned observability insights. https://hackernoon.com/the-time-series-optimized-transformer-setting-new-standards-in-observability #aiforecasting

Why do so many founders still trust spreadsheets over AI when it comes to revenue forecasting? Are we addicted to the comfort of our own uncertainty?
If your competitors know the future faster, is "business intuition" really an asset, or just a risk?

#AIForecasting #StartupGrowth

Still relying on spreadsheets for revenue forecasting while your competitors use AI?
You’re missing out. AI-powered forecasting cuts errors by up to 20% and lets you make faster, smarter decisions. The real edge: moving from gut calls to informed action 🚀

#AIForecasting

Google’s AI model just nailed the forecast for the strongest Atlantic storm this year https://arstechni.ca/cH6u #science.weather #AIforecasting #hurricanes #deepmind #Science #google

📊 Can your 8GB laptop handle DeepSeek R1?
We ran 250 sessions, built XGBoost models (R² = 0.91 ✅), and found the hidden levers behind RAM, latency & reasoning accuracy.
This isn't guesswork—it's LLM deployment as data science 💡🔍

🔗 Read the full breakdown:
https://medium.com/@rogt.x1997/can-you-run-deepseek-r1-on-8gb-ram-a-data-science-driven-breakdown-21340677a063
#LLM #EdgeAI #DeepSeekR1 #AIForecasting #MachineLearning #LocalInference
https://medium.com/@rogt.x1997/can-you-run-deepseek-r1-on-8gb-ram-a-data-science-driven-breakdown-21340677a063

AI can predict tomorrow’s weather—but not the next 200-year storm. Here's why “gray swan” events break neural networks. #ExtremeWeather #AIforecasting #ClimateRisk

https://geekoo.news/ai-misses-the-storms-its-never-seen/

AI is revolutionizing weather forecasting by offering faster, cheaper, and more accurate predictions without the need for supercomputers. Tools like Aardvark Weather and WeatherMesh-3 can generate 14-day forecasts in seconds using just a laptop.

#WeatherTech #AIinClimate #AardvarkWeather #ExtremeWeather #DisasterPreparedness #AIForecasting #ClimateChange #TECHi