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catboost explained | catboost algorithm explained | catboost vs lightgbm vs xgboost

  Рет қаралды 21,045

Unfold Data Science

Unfold Data Science

Күн бұрын

Пікірлер: 30
@miaojunlee
@miaojunlee Жыл бұрын
A fantastic video that explains catboost so well! I wish I had seen it before the last tech interview...
@simonebenzi4189
@simonebenzi4189 4 ай бұрын
Thanks!! Would be very appreciated if you could do a video in which you implement CatBoost with Cross Validation in python!!
@omprakashverma6549
@omprakashverma6549 2 жыл бұрын
Hey, nice explanation on how catboost does categorical encoding during training which makes it robust to overfitting and also faster but there is another very important feature 'ordered boosting' of catboost which i think you could cover. I was reading the paper but couldn't grasp it properly. Anyways thanks for the video :)
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
Welcome OM 🙂
@mohitmittal2627
@mohitmittal2627 2 жыл бұрын
yes plz make video on python implementation of lightgbm and cateboost .. with time series implementation and hyper parameter implementation
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
Video is created Mohit. Please look on the channel for "xgboost vs catboost vs lightgbm"
@bijaynayak6473
@bijaynayak6473 Жыл бұрын
Hello Aman, thanks for the sharing the details I have quick question on data encoding for Nominal data, which one will select among list of the encoding techniques ? One-hot/dummy encoding. Label / Ordinal encoding. Target encoding. Frequency / count encoding. Binary encoding. Feature Hashing.
@exxyyf8274
@exxyyf8274 Жыл бұрын
This is truly a fantastic explanation!
@anindyasil6099
@anindyasil6099 2 жыл бұрын
Hi Aman, thanks for sharing the video. nice explanation. Helps a lot. One question on categorical var encoding, i understand the training data part (you made it easy!) but curious to know how it is done in test set. Is it mean/median of the numeric encoded values for each category of a category var in the training set? Thanks
@karthebans248
@karthebans248 2 жыл бұрын
Thanks for the New concept. Can we use this Catboost for Text Classification and Time Series. And please upload the Python code implementation for the Catboost.
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
Welcome. Yes we can use. Sure
@tnmyk_
@tnmyk_ 2 жыл бұрын
What do you mean by Data leakage and how does it affect the model performance if we take the average of all values from the dataset as you mentioned at 10:50
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
Watch thois Tanmay kzfaq.info/get/bejne/r9t_gtJhq7fPnIU.html
@ajaykushwaha-je6mw
@ajaykushwaha-je6mw 2 жыл бұрын
can we also expect practical implementation for the same..
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
It's there, search for catboost vs lightgbm vs xgboost
@radhakrishnanananthan1585
@radhakrishnanananthan1585 2 жыл бұрын
Nice explanation. Thanks Aman.
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
Welcome Radha.
@tanmaychakraborty5472
@tanmaychakraborty5472 2 жыл бұрын
Please create a video of cat boost mathematics
@ankursharma1836
@ankursharma1836 Жыл бұрын
Hi Aman, if encoding is different for every row how the category will be encoded at the time of prediction.
@tanyagupta6319
@tanyagupta6319 2 жыл бұрын
Can u please tell me what is purpose of using catboostregression ?
@dhamodharanr3461
@dhamodharanr3461 Жыл бұрын
What writing you are using ?
@pareshdashore2772
@pareshdashore2772 2 жыл бұрын
Well explained
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
Thank you
@mohitmittal2627
@mohitmittal2627 2 жыл бұрын
can catboost and lightgbm algo used for time series forecasting plz tell me ?
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
Yes possible
@husnakhan7683
@husnakhan7683 2 жыл бұрын
If my data consists of both categorical and numerical feature can i implement catboost directly . coz in the error it says that it has to be str or an int only
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
In the pipeline mention which ones are categorical columns. Check my implementation video, I hv done it. Video title "catboost vs xhboost vs lightgbm"
@mysteriousocean6198
@mysteriousocean6198 2 жыл бұрын
if threre is no cator. variable then we dont need to do pooling ??
@UnfoldDataScience
@UnfoldDataScience 2 жыл бұрын
I dont think so
@bibinkunjumon
@bibinkunjumon Жыл бұрын
Broi..is this relevant outside russia??
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