Hope you guys know the basics of python so you can start with data handling and https://news.1rj.ru/str/MikeDevThoughts/134 you can simply start from this
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Mike's DevThoughts
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/numpy-exercises.ipynb
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Forwarded from Tech Nerd (Tech Nerd)
KiNFiSH Farms
how in the world i would answer this ... this things are getting out of control
Imagine the captcha is too complicated you need ai to help you prove you're not an ai 😁
@selfmadecoder
@selfmadecoder
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I want to take a moment to thank someone who inspired my journey into machine learning and AI. He introduced me to the field, constantly encouraged me, and pushed me to think bigger. Shoutout to this guy ,He’s the most humble and hardworking person I know, and he continues to be a huge inspiration. I truly appreciate his guidance—thank you for everything
@kalkin_21
@kalkin_21
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## 🚢 Titanic Survival Prediction – Final Model!
I trained and fine-tuned a RandomForestClassifier to predict Titanic survivors. After tweaking the model, i tried to implemet the things that i was talking here tbh it feels so nice actually this is the first dataset i handled on my own , and i'm sure i'll do more. here are the final results:
✅ Accuracy: 83.24%
✅ Precision: 0.84 (Fewer false positives)
✅ Recall: 0.73 (Decent survivor detection)
✅ F1 Score: 0.78
✅ AUC Score: 0.814
🔹 False positives dropped to 12 (from 15)
🔹 False negatives stayed at 19
📌 Next? Maybe test other models like XGBoost or ensemble methods. Let me know if you want a breakdown! 🚀
#MachineLearning #Titanic #DataScience
I trained and fine-tuned a RandomForestClassifier to predict Titanic survivors. After tweaking the model, i tried to implemet the things that i was talking here tbh it feels so nice actually this is the first dataset i handled on my own , and i'm sure i'll do more. here are the final results:
✅ Accuracy: 83.24%
✅ Precision: 0.84 (Fewer false positives)
✅ Recall: 0.73 (Decent survivor detection)
✅ F1 Score: 0.78
✅ AUC Score: 0.814
🔹 False positives dropped to 12 (from 15)
🔹 False negatives stayed at 19
📌 Next? Maybe test other models like XGBoost or ensemble methods. Let me know if you want a breakdown! 🚀
#MachineLearning #Titanic #DataScience
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and Mid-exam in a week so time to study before I get cooked again😅
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Forwarded from Dave Dumps
living means choosing. But do we always choose freely and consciously ? is our choice not frequently forced on us by circumstances, by our faint-heartedness, our habits or even our guilts ?
~ Dr. Paul Tournier ( Guilt & Grace - Matters of Time)
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Midnight silence isn’t just the absence of noise—it’s a presence. A quiet so deep it feels alive, wrapping you in its calm, making the world feel both infinite and intimate at the same time.
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mann I love this stg It’s the kind of quiet that doesn’t feel empty but full—full of thoughts, emotions, and the weight of the night
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