How to evaluate ML models | Evaluation metrics for machine learning

[@forprogramming8541]

This video helped me to pass the azure data scientist associate exam. Thanks for the video.

[@louisawang1308]

super clear explanation! I seldom leave comments, but this video totally amazed me!

[@AssemblyAI]

That's great to hear, thank you!

[@DiwasTimilsina]

Wow, thank you so much for these video. I am a software engineer by trade but increasingly big tech companies have ML system design as one of their interview rounds. Your content was amazingly helpful in preparing for those interviews!

[@AssemblyAI]

Great to know Diwas! Good luck with your interviews!

[@penelopeharo8591]

Thank you so much, this video helped me understand the metrics in the clearest way possible.

[@AssemblyAI]

Glad it helped!

[@xxelurraxx232]

*INSANELY* helpful. Thank you *so* much!

[@AssemblyAI]

You're very welcome!

[@ahmadebrahem4611]

Thanks a lot I needed this clarification for my presentation

[@Mejhool-g5y]

How to evaluate clustering algorithms like K-Means and Fuzzy C-Means.

[@daniapy]

Well explained! thank you soooooo much

[@AssemblyAI]

You are very welcome. :) - Mısra

[@EasyAIForAll]

Interesting how most people jump to the RECALL section. Why? Is it a harder topic?

[@narendrapratapsinghparmar91]

Thanks for this informative lecture.

[@jamesadeke9873]

Please ma, can you share the codes you used to plot the true positive rate vs false positive rate graph, PR curve? It looks so beautify and i can't get the exact, please help. Thanks in advance

[@mahshidz6676]

thanks a lot for your explanations. Seems the MSE is like Brier score?!

[@inkurutimes1332]

Well done 👍

[@daniocionini7043]

Thank you for the informative video

[@AssemblyAI]

You're very welcome!

[@RollingcoleW]

How about the differences here for a non-linear regression? :)

[@sholay7255]

Thank you for this video, Thank you so much. I have questions to ask based on this model evaluation, my questions go like this sir, " is there a way to use the confusion matrix to know the exact datapoint in our dataset our model got wrongly during the predictive system? Also, Sir when we deploy our model to a web app using streamlit, can we use a confusion matrix to figure out which exact datapoint our model predicted wrongly by applying the confusion matrix to the final predictive system output in the web app ?

[@dr.dwight]

Awesome content, but something unrelated question, What are your camera settings? I especially like your camera setup, could you give info on that? What lens, what aperture, and anything else is needed to replicate the same light/room setup. Thanks 🙂

[@aymanekanaoui9604]

how to calculate the coefficient of determination (R2)

[@nikhilgoyal007]

super! thanks!

[@kristianfella-glanville]

What do you think about repeated random data splitting e.g you split the data 80 percent for train and 20 percent for test on a random basis that preserves the class structure vs k fold cross validation? Edit yep I now know this is worse

[@katerina_lina]

Why??? I am concidering It now.

[@kristianfella-glanville]

Good video thanks

[@AssemblyAI]

You're welcome

[@teaknowsoundlab]

thank you dear👏

[@AssemblyAI]

You're welcome! - Mısra

[@sultanaaa8282]

"شكرا جزيلا لك" This means "thank you so much" in Arabic 🕴

[@DaniyarRunning]

Can you please upload code shortcuts of this metrics ? Thank you in advance

[@AssemblyAI]

Depending on the language you're using, you'd need different resources, but for Python and the Scikit-learn library, here is some really good and comprehensive documentation, explaining the implementation of each metric: scikit-learn.org/stable/modules/model_evaluation.html

[@Lexxus28]

great!

[@haticeozbolat0371]

Greatt

[@michaltrodler195]

Idk i somehow seem not being capable of following this pace

[@amanpatil441]

❤️

[@moab2192]

Good explanation + beautiful face (:

[@andresolbach]

How do you pronounce "Accuracy"? Its so triggering lmao Thats not american nor british english, right?

[@greenbrothersuk]

Well explained but might be good if you added something on threshold setting for binary classification

[@AssemblyAI]

Thank you!