# 87% of executives are investing in AI without understanding what they're actually buying:
Canonical: https://social-archive.org/tgroenwals/aNNAtslZrf
Original URL: https://www.linkedin.com/posts/ashley--nicholson_87-of-executives-are-investing-in-ai-without-share-7493064813246349312-JmmM/?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAAUj9ABA6XwLJ3RcHE4FACjTijtAT4klvY
Author: Ashley Nicholson
Platform: linkedin
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## Content
87% of executives are investing in AI without understanding what they're actually buying: They're throwing millions at "AI solutions" while their teams can't tell machine learning from deep learning. Here are the 6 AI model types that you need to know: 1/ Machine Learning Models: ↳ Learn from historical data to predict what happens next. ↳ Cut forecasting errors by 40% in sales, inventory, and risk management. ↳ Think: Netflix recommendations that keep users watching longer. 2/ Deep Learning Models: ↳ Brain-inspired systems that find patterns humans miss in massive datasets. ↳ Process unstructured data at scale without manual programming. ↳ Enable breakthroughs in medical diagnosis, fraud detection, and quality control. 3/ Generative Models: ↳ Create new content from learned patterns (ChatGPT, Midjourney, and Claude). ↳ Replace hours of manual work with seconds of automated creation. ↳ Transforming marketing, software development, and design workflows. 4/ Hybrid Models: ↳ Combine multiple AI systems to solve complex multi-step problems. ↳ Do different tasks using specialized models for maximum impact. ↳ Handle end-to-end business processes that no single model alone can manage. 5/ Natural Language Processing Models: ↳ Turn human language into actionable, business intelligence. ↳ Automate customer support, contract analysis, and document processing. ↳ Extract insights from emails, reviews, and reports enterprise-wide, at scale. 6/ Computer Vision Models: ↳ Turn visual data into automated decisions with the quality controlled. ↳ Used for autonomous operations, medical imaging, & safety monitoring. ↳ Replace manual inspection with 24/7 automated visual analysis. Stop buying AI hype. Start investing in models that can solve your specific organizational and business problems. 💾 Save this for a reference on AI models for later. ♻️ Share with someone who needs to understand AI more deeply. ➕ Follow me, Ashley Nicholson, for more tech insights. Image credit to Rahul Agarwal. Give him a follow! 👋
## Media
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