which should be done first
Anonymous Quiz
10%
Scaling the data
70%
Handle missing values
20%
check correlation
It’s one of those nights where everything’s just… still. No chaos. No overthinking. Just peace. I needed this so bad and I don’t want it to end.
❤3
They say I’m strange for loving the night,
for walking alone with no one around,
for enjoying silence more than noise.
But I’m not strange. I just found peace where most people never look within.
for walking alone with no one around,
for enjoying silence more than noise.
But I’m not strange. I just found peace where most people never look within.
❤5
Alrighttt the break is over lemme get back to tuning them hyperparameters
⚡5
Hoping you find strength as you look to what was done on the cross
❤3🥰2
Mike's ML Forge
2. How to Know Which Columns Are Useful? Here are every possible way to decide which features matter: A. Correlation with Target Variable (for regression) Check how each feature correlates with the target (label). df.corr()['target_column'].sort_value…
B. Feature Importance (for tree models)
Use models like RandomForest or XGBoost to get importance scores.
Use models like RandomForest or XGBoost to get importance scores.
from sklearn.ensemble import RandomForestRegressor
model = RandomForestRegressor()
model.fit(X, y)
importances = model.feature_importances_
# Show them in a DataFrame
feature_scores = pd.DataFrame({'Feature': X.columns, 'Importance': importances})
feature_scores = feature_scores.sort_values(by='Importance', ascending=False)
print(feature_scores)
Forwarded from Tech Nerd (Tech Nerd)
Imagine Barabbas — the criminal who was supposed to be crucified. He was guilty, no question about it. But at the last moment, the crowd shouted for Jesus to take his place, and Pilate released Barabbas (Matthew 27:16-26). Think about that: an innocent man took the punishment meant for the guilty, and the guilty man walked free. Barabbas didn’t earn it, didn’t ask for it — yet he was set free because Jesus was condemned.
That’s the heart of Easter. Just like Barabbas, we were guilty — our sin deserved judgment. In the Old Testament, the law reminded people of this constantly. But Jesus stepped in, not just to cover our guilt like sacrifices did, but to take it on Himself and remove it entirely. As Colossians 2:14 says, He nailed our record of wrongs to the cross. Easter isn’t just about Jesus rising from the dead — it’s about Him switching places with us, paying our debt, and giving us His freedom. Barabbas walked off the platform a free man. So do we, because of Easter.
@selfmadecoder
That’s the heart of Easter. Just like Barabbas, we were guilty — our sin deserved judgment. In the Old Testament, the law reminded people of this constantly. But Jesus stepped in, not just to cover our guilt like sacrifices did, but to take it on Himself and remove it entirely. As Colossians 2:14 says, He nailed our record of wrongs to the cross. Easter isn’t just about Jesus rising from the dead — it’s about Him switching places with us, paying our debt, and giving us His freedom. Barabbas walked off the platform a free man. So do we, because of Easter.
@selfmadecoder
❤1
Mike's ML Forge
B. Feature Importance (for tree models) Use models like RandomForest or XGBoost to get importance scores. from sklearn.ensemble import RandomForestRegressor model = RandomForestRegressor() model.fit(X, y) importances = model.feature_importances_ # Show…
C. Statistical Tests
Depending on the type of data:
Numerical vs numerical? → correlation
Categorical vs numerical? → ANOVA / t-test
Categorical vs categorical? → Chi-Squared test
Depending on the type of data:
Numerical vs numerical? → correlation
Categorical vs numerical? → ANOVA / t-test
Categorical vs categorical? → Chi-Squared test