Python Machine Learning Tutorial (Data Science)

[@programmingwithmosh]

Some people had problem downloading the CSV file. I added it to a GitHub repository you can access here: github.com/mosh-hamedani/python-supplementary-materials

[@michaelumeokoli]

Hi, I can't find the csv here either.

[@msbeau5341]

its a different file in there called music csv. The vgsales.csv file is not linked there

[@yakalimsilas5689]

Cant find the data there

[@TPMTP-k2x]

file

[@muddymkamba352]

Good trainer,

[@fullstackspiderman]

for info: 1) At 32:52, to avoid UserWarning: X does not have valid feature names, we need to train the model with the values of input_dataset. i.e, use X.values instead of X in model.fit(X.values, y). 2) 42:04, joblib is now a seperate py package. we now need to import it as import joblib rather than from skilearn.externals. Anyway thanks Mosh for another great tutorial..

[@pranshusabharwal6738]

Thanks for the help!

[@fullstackspiderman]

Welcome

[@allenmark7981]

Thank you!

[@hasanovmaqsud]

Thank you, kind person! God bless you!

[@Joel_M]

thanks

[@munibatalha55]

45:00 to visualize the decision tree right in the jupyter notebook. tree.plot_tree(model, feature_names = ['age', 'gender'], class_names = sorted(y.unique()), filled = True)

[@brokegod5871]

lifesaver

[@mehmetunal9731]

YOU ARE THE MAN

[@nicktorres4044]

how did you figure that out? I was stumped until I saw your comment. Thank you so much.

[@azariahazane4101]

doesn’t work for me. it says list object has no attribute

[@grass8388]

@@azariahazane4101 double check you copied it down correctly, tree.plot_tree(model, feature_names = ['age','gender'], class_names = sorted(y.unique()), filled = True) Copy and paste that because I know mine works

[@codewithchikwa]

I haven't come across a tutorial that helps a complete beginner understand Machine Learning like this video. Its super simplified. Thanks a million.

[@Mr.Z-b8f]

Use Kaggle, it really helped me out a lot

[@Lovelace-y6b]

share it with us plz

[@pantepember]

I'm so happy that you started giving courses on machine learning. I appreciate your clear teaching style.

[@mbomboaimaim798]

@@programmingwithmosh, Do you have a full course in this subject please?

[@swapnikaswapnika3415]

@@programmingwithmosh sir I have a query regarding machine learning recently I have done a smoke absorber machine project ,but I have a dialemma that whether I can apply Machine learning concept to that project and how to apply ??. Can you Please help me out sir.??

[@ixaazan1696]

Yes I agree. Knowledge point to point. We love Moshs' teach style. Lots of Love from Nepal 🎉😘💐

[@hackingchampion]

@@programmingwithmosh I was wondering if you could make more Machine Learning project videos

[@AshutoshShelkeP]

hey, I can't find his machine learning course. can you please share the link.

[@nate4257]

Dude, ive been working with python for 2 years and never really dove into machine learning. This was such a cool tutorial thank you!

[@ASOT666]

i thought to myself “i’ll watch a video in bed to fall asleep” - ended up watching the whole thing and realised how easy it is to get started with machine learning! thank you for the amazing video

[@codyhaeys]

I’m literally doing the exact same thing lol. It’s 3:28 am

[@pbarmyff]

​@@codyhaeysits 3:37 now here😅😂

[@joelausten]

is there any more video to get more advanced with this machine learning?

[@ehuuiisis]

​@@codyhaeys3:18 right now here

[@outlawfrom1899]

I finally got a video explaining only the topic of machine learning with python! Thank you very much Mosh! Really love this channel :)

[@tharakadissanayake301]

I am a university student. I was not good at programming in my first year, and always receive the less grade for programming. Then I followed your several courses. Now I am good at programming as well as other CS subjects. Thank you so much. Following your courses will make subject knowledge, how to learn programming, and how to think as a programmer. Highly recommend your all courses....❤

[@veotic2728]

You are the reason why I started programming. I'll never forget the things you've done to help me.

[@christancone243]

Same bruhhhh !!!!!!!!!!

[@DylanBrito-b6o]

me3

[@Intellectual_House]

Is this tutorial useful for someone who is beginning in data science?

[@codespear]

@@Intellectual_House yes, for people like me who have been intro android for a while

[@ad-uz5jl]

​@@codespear could you recommend me any data science with python channel?

[@spacecoyote99]

From about 43:30, You can also plot the decision tree in Jupyter without creating a dot file. Just replace the tree.export_graphviz method with tree.plot_tree and leave out the "out_file" kwarg.

[@FawwadAhmadSiddiquie]

excellent, 100% working Thanks

[@yahalo4409]

Thank you! This is useful, because somehow the option: "open preview to the side" didnt show up for me

[@2q2rs17]

@@yahalo4409 Same... Very annoying

[@_Ayke]

It works. Thank you! I have the same problem that "Open review to the side" didn't show up.

[@gudguy1a]

Nope, tree.export_graphviz did not work for me. used graphviz preview by EFanZH after exiting VSCode, did the following: a) Installed GraphViz (for all users) either directly from the marketplace or via the VSCode extension install method - I prefer the direct install for this one… but…. powershell install is another way using ===>> winget install graphviz b) in powershell, verified it was up with dot -V c) edited the system PATHs (both of them) in environmental variables, using:  C:\Program Files\Graphviz & C:\Program Files\Graphviz\bin for both PATH sections d) restarted the PC (just in case) e) opened VSCode There it is…

[@azagua]

Modern teaching requires modeling, hands-on training and right to the point - step-by-step like you would do at a real the job. I believe Mosh is a natural born teacher who puts students first. He’s a true master of his craft. I want to enroll in you data science class. You are simply the best.

[@salimsimba4806]

Df _..... Plz how can find this in clavier (df _ pd.read_csv(vgsales.csv) _ is not work with color pink

[@mohammedalghaili1129]

Words are not enough to appreciate what you present in your channel, I do believe you are number one in programming.

[@StuckInDisregard]

completely agree

[@nerdygeek9865]

What I find fascinating is how schools struggle to teach kids because the teachers hate their job and don't want to be there along with the students, but you go to KZbin and you find enthusiastic, detailed, videos along with people who legitamently want to help people learn. Then turn around and teach others how to do what they were taut and all that for the low low price of a like, comment and subscribe. I learn and use very very little of what I learned in school, but I know and learned so much more from KZbin. I know alot about Python, HTML, and Unity, SQL Database, Hacking, Pentation testing, building, home repair, car repair, and robotics ALL OF IT from KZbin not school. Thank You!

[@ashishsolanki6948]

Mosh You're really helping the students which cannot afford the costliest courses online. Thanx, a lot mosh, you're such an amazing person.

[@Guerra-kg6iq]

i thought to myself “i’ll watch a video in bed to fall asleep” - ended up watching the whole thing and realised how easy it is to get started with machine learning! thank you for the amazing video

[@haydenshirley8152]

Why did you copy someone else's comment? Are you incapable of generating original thought?

[@franxtheman]

​@haydenshirley8152 i noticed it too. But honestly, save your energy on these things. Comments is just comments.

[@manjushreej7588]

Finally, I found something practical rather than theoretical. Thank you sir😇

[@Intellectual_House]

Any other good videos ?

[@cientifiko]

I've watching many videos about python, machine learn, sci-kit learn, computer languages and I think your videos are the best, highly didactical.

[@krishklicks.26]

Dude you are literally amazing, few months ago I bought your Python Mastery Course now you uploaded this for free, you are saving millions of people (by getting jobs) lol

[@sauloalvex]

You're one of the best teachers ever! Please make more Machine Learning videos. Thank you for this!

[@garvitpahwa2349]

You are the best teacher please make a full course on machine learning and deep learning.

[@mohammedfawaaz693]

Yeah mosh please we need machine learnings full course

[@dragonborn7152]

@@mohammedfawaaz693 agreed!!!!!

[@garvitpahwa2349]

@@mohammedfawaaz693 Yes agree tensorflow, keras and scikit learn.

[@bijoyketon]

Have patience there are other tutorials out there if you really need it now

[@mohammedfawaaz693]

@@bijoyketonWe want moshs style of explanation of machine learning viz best

[@ammaraltaf8332]

Thank you man ❤️ after completing your 6 hours python course. I loved the way you teach 🤩 This is what I'm waiting for 😍 Thank you Mosh 😊

[@SanyAnnieJohn]

Same here.Thanku Mosh!

[@SaurabhSingh-kc8tm]

is this enough video for machiine learning with python?

[@ammaraltaf8332]

@@SaurabhSingh-kc8tm Nope. You have to learn more things gradually. This is the first step to make a strong base in ML using python. After that you can watch Videos from Coursera - Machine Learning (University of Stanford) - By Andrew NG

[@Intellectual_House]

​@@ammaraltaf8332any other good video to suggest for more data science learning ? I am a little bit lost and need some orientation 😢

[@anandrkashyab]

Awesome video! Not only the video provided fast track intro into the world of machine learning, but also creates interest in us to learn it even if we weren't interested before. Great stuff Mosh!

[@nazlihq2096]

0:39:41 Persisting Models: I couldn't save my model because of this line: 'from sklearn.externals import joblib'. You may encounter this error: 'cannot import name 'joblib' from 'sklearn.externals''. I replaced that line with direct import 'import joblib', and it solved the issue.

[@kingsleyjulius2994]

very useful, thank you: i got stuck with that issue for a bit

[@codewithonkar2377]

Great you are the best instructor and software engineer in the world you teach the best course in the world 😎😎😎👍👍👍👍👌👌👌👌✌✌🔥🔥🔥☄☄☄

[@paulmampilly9828]

I am not going to lie, but that was one of the best video tutorials I have seen on ML. I kept on thinking that ML would be beyond me, but I ,amaged to grasp the fundamentals and understood further. Thank you so much for this. You have a subscriber.

[@UjjwalKumar-wg4wu]

data analysts should be charged for animal trafficking,, as they import pandas and feed them to python.

[@ici6308]

Hahaha that's funny

[@coderbharadwaj2925]

good sense of humour :)

[@iamethan1238]

we are laughing; really

[@Abdul1999-]

Funny guy I like it

[@iamethan1238]

@@Abdul1999- 🤪🤭

[@davidatoroyosika5297]

You are the best teacher I've ever come across. You're better than our lecturers, lecturers teach us only to pass exams.

[@adityakareer6803]

Best tutorial to get started with machine learning

[@PrachiMaurya13]

NOW THAT'S THE DEFINITION OF A PERFECT FULL FLEDGED TUTORIAL IN LESS TIME. THANK YOU

[@saddiqurrehman9643]

loved the tutorial. I wish you cover more ML algorithms specially NLP.

[@shilpiyerramsetti89]

This is probably the best tutorial on ML for beginners

[@joyakintundeogunwusi5745]

Your assumptions in the kind of music liked based on age prediction,It's quite true. Building a model of such truly shows that you are one of the best guys who totally know what he does for real. Mosh, I doff my hat. Just keep it rolling !

[@MuthuSelvam-s4l]

I'm a huge fan of Mosh and have been following his content for a long time! He’s one of the best instructors, with an incredible ability to simplify even the most complex concepts. This Python Machine Learning tutorial was yet another masterpiece. Thank you for sharing your expertise and making learning so enjoyable! I’m eagerly looking forward to the complete Python Machine Learning full course. Can’t wait to dive in!

[@anveshdange1778]

This is the best tutorial I've ever seen. The best use of time .❤️

[@nareddyaravindreddy]

I watched it completely... In parallel, I have practised the code, and executed and understood every line of the CODE. Highly recommended ML with the PYTHON Tutorial video

[@Siva-lx9dw]

This kind of topics I expect from you for a long time man....keep rocking mosh 😁

[@mumbaiindiansfan3087]

Siva bro yellame padustiya bro coding theriyuma bto

[@Siva-lx9dw]

@@mumbaiindiansfan3087 python ah

[@mumbaiindiansfan3087]

@@Siva-lx9dw aama bro entha channel la easy a padikalam sollunga bro

[@Siva-lx9dw]

@@mumbaiindiansfan3087 intha channellaye python 6hours video irukum bro atha paarunga ...easy ah understand aagum...

[@Siva-lx9dw]

@@mumbaiindiansfan3087 kzbin.info/www/bejne/laa0o31midCNosU

[@hasanxnv]

You are the only one in KZbin who actually made ML for beginners so much understandable. It will be a sin if I do not acknowledge you. Thanks for your tutorial. Just awesome.

[@user-yh8jr8tk9z]

I'm so glad I stumbled upon this. You are amazing! This was very pleasant and easy to follow. I learned a ton and I especially like that you took us through your thought process while examining the music data set, too. Thank you very much! Subscribed.

[@Fakipo]

Thanks, now I got an overview of what Machine learning is all about, and how we go about solving problems using algorithms. THANKS.

[@taindraneupane3549]

Hey Mosh, your contents and teaching style are straightforward and easy to follow. It would be great help if you do some tutorials based on medical imaging (CT,MRI) data! I am having difficulties in dealing with those. Thank you!

[@shuaibmuhammadyasir4130]

This would really be helpful

[@clerpington_the_fifth]

That's one of the cool things about machine learning and why I want to get into it; it is applicable to virtually every subject matter and field. For Mosh to do specific use cases, I suppose they would have to become common or popular enough for him to do a video tutorial. He could also place it behind a pay wall as he does have lots of more in=depth content that costs money; check the description for links if you're interested.

[@EVaishakT]

41:00 those who wondering why the joblib module is not working, please note that joblib is not included in scikit's new versions. if you have anaconda, just directly import joblib and use it else do "pip install joblib".

[@kasineva9983]

Mister Mosh, thank you for all of the easy to follow tutorials that you make for us, please keep keep up the good work, i hope you post more courses (preferably in python) :)

[@tahooramirbeigi1431]

Your was the best course I've taken in programming. It even solves my other problems that I had with python that even google couldn't answer me. Thanks.

[@GBlunted]

This was excellent material! Nice to see how well planned and put together this whole thing was. Very professional content! And it actually got me to open my laptop to download jupyter to try this out...and start learning python along the way lol! I come from programming background so not too worried about that, I just mention this as a testament to this video and as feedback to the appeal it had for this particular viewer. 👍

[@salimsimba4806]

Df _..... Plz how can find this in clavier (df _ pd.read_csv(vgsales.csv) _ is not work with color pink

[@papayonarchitect3392]

This is ML simplified- the a,b,c... of ML. Thank you Mosh

[@samuelndiritu521]

HELLO MOSH PLEASE CONSIDER MAKING MORE VIDEOS ON MACHINE LEARNING LIKE THIS,YOU'RE MY FAVOURITE AND BEST INSTRUCTOR,YOUR WAY OF INSTRUCTING IS TO ANOTHER LEVEL.THANKS VERY MUCH FOR THIS! HOPING MORE IS COMING FROM YOU ON THIS FIELD

[@Intellectual_House]

Hello any good links for machine learning

[@redfox_hh8046]

I'm flat out amazed how easy sklearn is to use. It basically does all the work for you.

[@jeesantony5308]

I recently took some advanced ML courses partially but was unsure of how to handle real-world data even if I finish the course, but this basic course gave me a great foundation and the confidence to understand how machine learning works. Thank you so much for your help.

[@Intellectual_House]

Is this tutorial useful for someone who is beginning in data science?

[@marshalljamieson231]

I have been looking for courses for a while, then I thought about looking on youtube and of course this is where all the best courses are.

[@Nedwin]

Feels like a lecture in a prestigious european university. Thanks Mosh.

[@Siddhantmane03]

Sir, Your are best ML TEACHER ON KZbin.

[@rudragolakoti4575]

Thanks for doing this!!!! You mastered the art of content creation. I was asking you to do this for a quite long time. Looking forward to an end to end ML & DL COURSES.

[@discreteloner9573]

One of the best I have seen. The video has clear sound and it is easy to follow. You cut the unnecessary stuff out so we don’t get distracted or overwhelm by the small tiny detail that might not be important at the moment.

[@King-Gilamashur2758]

man this seems exciting as hell. I'm deep into javascript, react and all that stuff now but I'm gonna def come back to this sometime in the future.

[@vishnusomanath]

Thank you so much for the tutorial.❤ import pandas as pd from sklearn.tree import DecisionTreeClassifier from sklearn.model_selection import train_test_split from sklearn.metrics import accuracy_score music_data = pd.read_csv('music.csv') x = music_data.drop(columns=['genre']) y = music_data['genre'] x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2) model = DecisionTreeClassifier() model.fit(x_train, y_train) predictions = model.predict(x_test) accuracy = accuracy_score(y_test, predictions) accuracy

[@rendipratama42]

Thank you very much sir, I've never seen a full tutorial like this specifically for machine learning, data preparation until visualization

[@oluwaseyiakinronbi2925]

You're a gifted teacher Mosh. I lost your channel on my old KZbin account, I just found your channel again. Do you have a longer machine learning tutorial covering clustering, classification, neuro networks, and logical regression?

[@nandunieharischandra9967]

The clearest tutorial I found on YT! Thanks a lot!

[@vasilet2511]

the 3 dots in VS Code at 46:47 no longer provide the "Open Preview to the Side" and the shortcut "command K V" also don't lead to the decision tree... if anyone has an idea how to fix this, please lmk. Thank you

[@bendeng9300]

'Preview Tree' under file path

[@bot_gal]

This a god send, the best python tutorials out there! very clear, simple, to the point!

[@josephjohngalo5939]

I'm really glad that I watched this video! now we are working on Machine Learning base project for our Thesis. Thank you for your amazing work!

[@emree2598]

Python is so strong,with few lines of code you can build a predictive decision tree modal. I am not a programmer , I'm self learner about data analytics and science , but I use python for data analytics and forecasting in my marketing job and results are very accurate. This tutorial is amazing way to get away with data science and machine learning tasks.

[@sagniksaha4179]

Sir you read my mind this was just the tutorial I was looking for. As before you are the best

[@sheshasain018]

I just searched about this tutorial today

[@universal4334]

He uploaded this a year ago under python tutorial , now he just bifurcated that and uploaded seperately

[@garvitpahwa2349]

@@universal4334 Yes, but it's quite good for people who never searched for full python course.

[@suomynona7261]

Thank you for making this video and for free! Some of us want to learn but don’t have the resources! You are helping my future!

[@IneeAder]

MOOOOOSH! I found you earlier this week and bought your Python course. You teach so simply and clearly, thank you! Will you be coming out with a Machine Learning full course on your site soon? I need it yesterday!

[@SouravPlaysOff]

??

[@u12blue]

Just wow! Im currently in a bootcamp on machine learning but this vid is 10000x way easier to understand

[@kunalsoni7681]

Seriously this tutorial is going amazing ☺️😊 Thank you so much mosh.

[@kunalsoni7681]

@@programmingwithmosh yes 😊🥰

[@KASIDIABHILASH]

@@programmingwithmosh can you help me with that graphiz part 😑

[@MarkWusinich]

This is the type of thing I have to read, watch ask questions. Your video is a great presentation, repeating a lot of what I have already read/been taught. It is nice to see the same information presented multiple ways. Thank you

[@vasilpavlov1912]

At 41:06, where Mosh types 'from sklearn.externals import joblib', I (and many other people) get the error that the module could not be found. The fix is to import joblib directly like: 'import joblib as jb' and use it as 'jb.dump(.........)' later on.

[@Akakas_fans_only]

MOSH HAMEDANI YOU GENIUS. PLEASE MAKE MORE DATA SCIENCE CONTENT. I'M VENTURING INTO THE FIELD AND MOST TUTORIALS THAT I WATCH ARE ALWAYS DIFFICULT TO UNDERSTAND. WITH YOU IT'S LIKE I UNDERSTAND EVERY WORD YOU SAY.

[@programmerrdai]

Please make a deep learning tutorial also please, This course helped me a lot. Please Thank you mosh you are the best guru.

[@somtam-999]

The way you explain is amazing! Do you have a course completely on machine learning? Thanks

[@obihendrix4217]

I love the way you teach. Repeatedly just stretching the topic a bit more...a bit more...a bit more. So straight forward to follow (Though still working on some of my understanding) and your explanations along the way are so relatable and understandable. Awesome dude!

[@ritikroushan4024]

Rather than run button we can press shift+enter for output

[@zezedeyoko3365]

First time i understood from a youtuber who speak in English Very good video

[@webdecodedwithfahad4414]

At perfect time I have just finished pandas numpy matplotlob😍🤟

[@webdecodedwithfahad4414]

@Rahul Ranjan yup I have learned that it really helped me🤟

[@webdecodedwithfahad4414]

@Rahul Ranjan ok thanks

[@webdecodedwithfahad4414]

@Rahul Ranjan bro I am from Pakistan .

[@webdecodedwithfahad4414]

@Rahul Ranjan 😂ok

[@donnalysan]

This video really helped me. You covered everything my professor tried to in his lecture and did it clearer, better and faster.

[@arthoxi]

If someone still want to use vscode. Vscode just created an extension for Jupyter in 2021

[@jb-oi9yv]

Great video. Took a machine learning course during undergrad but forgot most of it. After watching this video things came back. Thank you.

[@zakky44A]

Great!!! Kindly keep going on with ML and DL...

[@factualinsights_1]

Mosh sir is amazing. Easy to understand what he saying and his explanations are great. Wish you a good life sir from Singapore. As i was a new developer i searched for bunch of tutorials courses etc. but i didn’t got any good source to learn. Finally i found Mosh sir. Now I’m a programmer work in a company. If some one asks me about a source to learn programming my first word is Programming with Mosh. Thank you very much sir.

[@gauravkatva]

When your flutter course is going release. Please mosh you are the greatest teacher I have ever in my life. Please tell us when your flutter course is going release. Can't wait for it... please

[@migueldomingos4570]

I aldo really want that course

[@bijoyketon]

@Tech With Tim has one you can follow that seies if you really gonna die if you dont learn it

[@migueldomingos4570]

@@bijoyketon I know but while tech with tim is awesome mosh explains this stuff lot more in detail and more deep

[@vasanthkumar3685]

kzbin.info/door/UEuQY2PwZDar70aly6ZNrQ

[@YahkubSulaiman]

You are recalling trying to help some people from novice to professional, whoever take there time to watch and practice this will understand

[@malikebadullah8023]

For all the windows users, the music_data file in the description of this video will not work when you will import it in jupyter notebook. So simply, open this zip file in your file explorer and delete an extra folder from the file named as ' __MACOSX '. Next re-run your program, and it will work :)

[@epizone]

Mosh, i don't know how to say thanks to you. I have really benefitted from your tutorials so much. They include sql, react and some others. I'm from Nairobi, Kenya

[@andreasexner6790]

As Windows User I could only display the decision tree at the end of the video by the use of "Graphviz Interactive Preview" by "tintinweb". Then a very small "dot" icon brought up the visualization

[@SeverinSuverenere]

Thanks! :)

[@ritesh93293]

Best tutorial for beginners. Explained in a simple easy way with complete example !!!

[@jagjotsinghsaini555]

Hi Mosh, Me and my friends have been watching most of your content of the python (the previous videos), we are currently leading C and C++, our professor is super fast and boring ,as it's his first class and he just completed his PhD, I request you to atleast upload C language, you explain really well and systematically, he is just jumping from loops to arrays, explaining basics for a few minutes and starts to write lengthy codes. Please upload C language related content, It will be really helpful.

[@turqoizehexagonsun]

Update from 2021: in the persisting models section, around 41:00, you should import joblib simply as import joblib or it'll throw an error.

[@Krovos_]

Thanks man

[@mohammedelsharkawy6541]

You 're really good teacher ❤ I hope you create a playlist speciallised in AI like tensor flow , pytorch and keras

[@Intellectual_House]

Any other good link for data science?

[@davidadeyemi4324]

This is the best explanation for machine learning i have seen online, simple and well detailed

[@syamjulio3685]

Mosh, do you mind sharing your learning methods? I'm impressed on how you can learn so many different language/framework but still master them. Thank you.

[@gourangasatapathy2565]

Dude he already told in his website...just go through it. codewithmosh.com/p/fundamentals

[@syamjulio3685]

Thanks for pointing it out dude. I didn't know it exist. 😁

[@faizalahmed46]

You are amazing Mosh, this was my first time with ML, and I loved it.

[@lelandconn]

Any recommendations for how to build on top of this? Add complexity, improve accuracy? Am applying this lesson to my own project

[@DanyKshatri]

Dude is the best thing that has ever happened in me life

[@NarratorNihad]

Please a mega tutorial about this! 20hrs

[@julius_karanja]

This is the best, precise video on ML. You have demystified the concept in an excellent way. Thank you so much Mosh for this great work.

[@rajanlamichhane3095]

Finally, i found the video which I was searching before. And could you explain me the difference between using python IDE and jupyter notebook?

[@crypticcoding9680]

this is not a course for beginners, go pick a beginner level course (Mosh has one), then come back :)

[@tomasznehring5286]

You seem to be genuinely joyful when teaching ML. I appreciate this. Also your clear voice and style makes it easy to follow for a person with my kind of hearing flaw. BL.