Machine Learning Lessons Learned - The Hard Way

Machine Learning Lessons Learned - The Hard Way

Reflections on my early machine learning experiments - the mistakes, challenges, and important lessons about bias, ethics, and responsible AI development that every beginner should know.

โ€ข By Ehsan Pourhadi โ€ข
Machine Learning Ethics

Hereโ€™s a short, casual rewrite of your AI update post, keeping your playful, self-taught tone and adding a quick note about ethical use:


๐Ÿค– AI Update: More Data, More Categories

Iโ€™ve trained my AI with a bit more data and added some new categories! Now it can give a little more info:

  • Hot
  • Ugly
  • Fat
  • Asian
  • Badgirl

Letโ€™s try some new pics! ๐Ÿ™‚


Julianna Margulies Julianna Margulies Hot: 0.29 | Ugly: 0.26 | Asian: 0.19 | Fat: 0.18 | Badgirl: 0.07

Cardi B Cardi B Hot: 0.63 | Fat: 0.17 | Ugly: 0.12 | Badgirl: 0.07 | Asian: 0.003

I-Hua I-Hua Hot: 0.85 | Asian: 0.13 | Badgirl: 0.003 | Fat: 0.003 | Ugly: 0.001

Nicki Minaj Nicki Minaj Hot: 0.98 | Fat: 0.007 | Ugly: 0.002 | Badgirl: 0.002 | Asian: 0.0003


โš ๏ธ Quick note on ethics: This AI is just a silly experiment. Please remember that using AI to judge peopleโ€™s appearance can be harmful or offensive โ€” itโ€™s fun to play with data, but always respect others and use AI responsibly! โค๏ธ

Tags: #AI Ethics #ML #Learning #Responsible AI #Bias #Data Science
TreeStone
Running cat