## 🚢 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
👏6
and Mid-exam in a week so time to study before I get cooked again😅
😢4😁1😭1
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)
❤3
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.
❤5
Media is too big
VIEW IN TELEGRAM
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
❤4
ቆይ አንዳንድ ሠዎች ማርፈድ በደማቸው ነውንዴ ያለው like fr እህህህህ specially demo የኛዎቹ literally everyone i know is አርፋጅ weys their clock runs on a different timezone than the rest of us? ወገን atleast Let’s try to sync up የምር ያስተዛዝባል😭
😁3