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-![Generative AI For Beginners](./images/repo-thubmnail2.png?WT.mc_id=academic-105485-koreyst)
+![Generative AI For Beginners](./images/repo-thumbnailv3.png?WT.mc_id=academic-105485-koreyst)
 
 ### 18 Lessons teaching everything you need to know to start building Generative AI applications