Python Machine Learning Tutorial (Data Science)
Рет қаралды 2,731,511
Күн бұрынBuild your first AI project with Python! 🤖 This beginner-friendly machine learning tutorial uses real-world data.
👍 Subscribe for more awesome Python tutorials like this: goo.gl/6PYaGF
👉 Get the CSV file: bit.ly/3muqqta
💡 Need Python basics? Check out these resources:
- Python in 1 Hour: • Python for Beginners -...
- Full Python Course: • Python Tutorial - Pyth...
✋ Stay connected:
- Twitter: / moshhamedani
- Facebook: / programmingwithmosh
- Instagram: / codewithmosh.official
- LinkedIn: / codewithmosh
💡 What you'll learn:
- Foundational machine learning concepts.
- How to apply algorithms using Python.
- Work with real-world data for practical results.
👉 This tutorial is perfect for you if:
- You're curious about AI and machine learning.
- You have basic Python knowledge.
- You want a hands-on learning experience.
Let's get started!
📖 TABLE OF CONTENT
0:00:00 Introduction
0:00:59 What is Machine Learning?
0:02:58 Machine Learning in Action
0:05:45 Libraries and Tools
0:10:40 Importing a Data Set
0:17:01 Jupyter Shortcuts
0:22:53 A Real Machine Learning Problem
0:26:09 Preparing the Data
0:29:15 Learning and Predicting
0:33:20 Calculating the Accuracy
0:39:41 Persisting Models
0:42:55 Visualizing a Decision Tree
#Python #AI #MachineLearning
@fullstackspiderman 2 жыл бұрын
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 2 жыл бұрын
Thanks for the help!
@fullstackspiderman 2 жыл бұрын
Welcome
@allenmark7981 2 жыл бұрын
Thank you!
@hasanovmaqsud 2 жыл бұрын
Thank you, kind person! God bless you!
@Joel_M 2 жыл бұрын
thanks
@pantepember 3 жыл бұрын
I'm so happy that you started giving courses on machine learning. I appreciate your clear teaching style.
@mbomboaimaim798 3 жыл бұрын
@@programmingwithmosh, Do you have a full course in this subject please?
@swapnikaswapnika3415 3 жыл бұрын
@@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 2 жыл бұрын
Yes I agree. Knowledge point to point. We love Moshs' teach style. Lots of Love from Nepal 🎉😘💐
@hackingchampion 2 жыл бұрын
@@programmingwithmosh I was wondering if you could make more Machine Learning project videos
@AshutoshShelkeP 2 жыл бұрын
hey, I can't find his machine learning course. can you please share the link.
@nate4257 3 жыл бұрын
Dude, ive been working with python for 2 years and never really dove into machine learning. This was such a cool tutorial thank you!
@codewithchikwa Жыл бұрын
I haven't come across a tutorial that helps a complete beginner understand Machine Learning like this video. Its super simplified. Thanks a million.
@outlawfrom1899 3 жыл бұрын
I finally got a video explaining only the topic of machine learning with python! Thank you very much Mosh! Really love this channel :)
@user-dw1to5qz3y 5 ай бұрын
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.
@anandrkashyab 2 жыл бұрын
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!
@veotic2728 3 жыл бұрын
You are the reason why I started programming. I'll never forget the things you've done to help me.
@christancone243 2 жыл бұрын
Same bruhhhh !!!!!!!!!!
@user-bf7qe3mh9y 11 ай бұрын
me3
@Intellectual_House 8 ай бұрын
Is this tutorial useful for someone who is beginning in data science?
@codespear 7 ай бұрын
@@Intellectual_House yes, for people like me who have been intro android for a while
@ad-uz5jl 3 ай бұрын
@@codespear could you recommend me any data science with python channel?
@kasineva9983 3 жыл бұрын
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) :)
@daybeamx 3 жыл бұрын
Amazing tutorial! You explained everything so clearly and helped me to grasp some of the topics even better!
@user-yh8jr8tk9z 3 жыл бұрын
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.
@ashishsolanki6948 3 жыл бұрын
Mosh You're really helping the students which cannot afford the costliest courses online. Thanx, a lot mosh, you're such an amazing person.
@mohammedalghaili1129 3 жыл бұрын
Words are not enough to appreciate what you present in your channel, I do believe you are number one in programming.
@StuckInDisregard Жыл бұрын
completely agree
@rendipratama42 2 жыл бұрын
Thank you very much sir, I've never seen a full tutorial like this specifically for machine learning, data preparation until visualization
@ASOT666 3 жыл бұрын
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 2 ай бұрын
I’m literally doing the exact same thing lol. It’s 3:28 am
@pbarmyff Ай бұрын
@@codyhaeysits 3:37 now here😅😂
@garvitpahwa2349 3 жыл бұрын
You are the best teacher please make a full course on machine learning and deep learning.
@mohammedfawaaz693 3 жыл бұрын
Yeah mosh please we need machine learnings full course
@dragonborn7152 3 жыл бұрын
@@mohammedfawaaz693 agreed!!!!!
@garvitpahwa2349 3 жыл бұрын
@@mohammedfawaaz693 Yes agree tensorflow, keras and scikit learn.
@bijoyketon 3 жыл бұрын
Have patience there are other tutorials out there if you really need it now
@mohammedfawaaz693 3 жыл бұрын
@@bijoyketonWe want moshs style of explanation of machine learning viz best
@azagua 2 жыл бұрын
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 2 жыл бұрын
Df _..... Plz how can find this in clavier (df _ pd.read_csv(vgsales.csv) _ is not work with color pink
@carlostarnowski5746 3 жыл бұрын
What a wonderful way to present ideas. The proper rhythm and match between words, movements and images! Congrats!
@successwhite3149 2 жыл бұрын
Thank you Mosh , i have been following your tutorials and I love the way to break down python programming to my understanding .
@SumeetChawlaMusic 3 жыл бұрын
A really cool and hands-on approach to understanding the basics of ML and decision-tree. Bravo !! 1 hr well spent.
@GBlunted 3 жыл бұрын
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 2 жыл бұрын
Df _..... Plz how can find this in clavier (df _ pd.read_csv(vgsales.csv) _ is not work with color pink
@saddiqurrehman9643 Жыл бұрын
loved the tutorial. I wish you cover more ML algorithms specially NLP.
@puush2007 3 жыл бұрын
Thanks so much for creating this tutorial. It really pulled together some concepts for me from a data science bootcamp im currently taking.
@manjushreej7588 3 жыл бұрын
Finally, I found something practical rather than theoretical. Thank you sir😇
@Intellectual_House 8 ай бұрын
Any other good videos ?
@hallo8801 3 жыл бұрын
Thanks Mosh for your great course about machine learning with python! You are a great teacher and programmer!Looking forward to your further topics of M.L. !
@tharakadissanayake301 2 жыл бұрын
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....❤
@RECHDIful 2 жыл бұрын
Really love your tuts Mosh, want to tell you thank you. I have learn so much stuff with your videos this year!
@jeesantony5308 Жыл бұрын
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 8 ай бұрын
Is this tutorial useful for someone who is beginning in data science?
@taindraneupane3549 2 жыл бұрын
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 2 жыл бұрын
This would really be helpful
@clerpington_the_fifth 6 ай бұрын
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.
@sauloalvex Жыл бұрын
You're one of the best teachers ever! Please make more Machine Learning videos. Thank you for this!
@jessicaliu8885 Жыл бұрын
Mosh's programming courses are the best cources I have ever took. Thank you so much! It helped me a lot!
@yasintasdemir3221 3 жыл бұрын
thank you so much Mosh! I've been going through so many tutorials but this one fitted in my mind finally!
@ammaraltaf8332 3 жыл бұрын
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 3 жыл бұрын
Same here.Thanku Mosh!
@SaurabhSingh-kc8tm 3 жыл бұрын
is this enough video for machiine learning with python?
@ammaraltaf8332 2 жыл бұрын
@@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 8 ай бұрын
@@ammaraltaf8332any other good video to suggest for more data science learning ? I am a little bit lost and need some orientation 😢
@RT_-fj9ht Жыл бұрын
This course is mind-blowing! So organized, easy-to-understand! Thank you so much!
@60pluscrazy 2 жыл бұрын
Fantastic, a single video that cleverly covers just enough to get started.
@rudragolakoti4575 3 жыл бұрын
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.
@king-manu2758 3 жыл бұрын
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.
@Fakipo Жыл бұрын
Thanks, now I got an overview of what Machine learning is all about, and how we go about solving problems using algorithms. THANKS.
@nerdygeek9865 2 жыл бұрын
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 KZfaq 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 KZfaq. I know alot about Python, HTML, and Unity, SQL Database, Hacking, Pentation testing, building, home repair, car repair, and robotics ALL OF IT from KZfaq not school. Thank You!
@oluwaseyiakinronbi2925 6 ай бұрын
You're a gifted teacher Mosh. I lost your channel on my old KZfaq account, I just found your channel again. Do you have a longer machine learning tutorial covering clustering, classification, neuro networks, and logical regression?
@anveshdange1778 3 жыл бұрын
This is the best tutorial I've ever seen. The best use of time .❤️
@MarkWusinich Жыл бұрын
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
@lewin1344 2 жыл бұрын
Thank you so much! Love the visualization of the decision tree. Please have more tutorials on machine learning in Python!
@codewithonkar2377 3 жыл бұрын
Great you are the best instructor and software engineer in the world you teach the best course in the world 😎😎😎👍👍👍👍👌👌👌👌✌✌🔥🔥🔥☄☄☄
@LorenzoNovia 3 жыл бұрын
The way you explain is amazing! Do you have a course completely on machine learning? Thanks
@konstantinosmatsoukas9749 Жыл бұрын
That's an excellent tutorial! With all the appropriate details, and the code while the total duration was just perfect
@nandunieharischandra9967 2 жыл бұрын
The clearest tutorial I found on YT! Thanks a lot!
@joyakintundeogunwusi5745 3 жыл бұрын
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 !
@krishklicks.26 3 жыл бұрын
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
@suomynona7261 3 жыл бұрын
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!
@krinapatel7534 2 жыл бұрын
Your tutorials are really clear and informative. Thankyou Mosh!
@adityakareer6803 2 жыл бұрын
Best tutorial to get started with machine learning
@munibatalha55 7 ай бұрын
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 5 ай бұрын
lifesaver
@mehmetunal9731 4 ай бұрын
YOU ARE THE MAN
@paulmampilly9828 2 жыл бұрын
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.
@jb-oi9yv 2 жыл бұрын
Great video. Took a machine learning course during undergrad but forgot most of it. After watching this video things came back. Thank you.
@vasilpavlov1912 3 жыл бұрын
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.
@samuelndiritu521 2 жыл бұрын
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 8 ай бұрын
Hello any good links for machine learning
@davidatoroyosika5297 2 жыл бұрын
You are the best teacher I've ever come across. You're better than our lecturers, lecturers teach us only to pass exams.
@donnalysan Жыл бұрын
This video really helped me. You covered everything my professor tried to in his lecture and did it clearer, better and faster.
@spacecoyote99 3 жыл бұрын
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 Жыл бұрын
excellent, 100% working Thanks
@yahalo4409 Жыл бұрын
Thank you! This is useful, because somehow the option: "open preview to the side" didnt show up for me
@2q2rs17 11 ай бұрын
@@yahalo4409 Same... Very annoying
@_Ayke 10 ай бұрын
It works. Thank you! I have the same problem that "Open review to the side" didn't show up.
@gudguy1a 4 ай бұрын
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…
@ritikroushan4024 3 жыл бұрын
Rather than run button we can press shift+enter for output
@slls-is-us Жыл бұрын
One of the simplest demo on ML for begininers, with tools and setup information. thanks a lot!
@ajaysagar99 3 жыл бұрын
Mosh, amazing tutorial as always, always wanted to write a simple ML code, Thanks for your work! :)
@programmerrdai 3 жыл бұрын
Please make a deep learning tutorial also please, This course helped me a lot. Please Thank you mosh you are the best guru.
@kalyanirajalingham1286 3 жыл бұрын
I must comment: you're organized, structured and a very very good teacher! Kudos!
@tomasznehring5286 10 ай бұрын
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.
@Akakas_fans_only 2 жыл бұрын
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.
@mohammedelsharkawy6541 3 жыл бұрын
You 're really good teacher ❤ I hope you create a playlist speciallised in AI like tensor flow , pytorch and keras
@Intellectual_House 8 ай бұрын
Any other good link for data science?
@Nedwin 3 жыл бұрын
Feels like a lecture in a prestigious european university. Thanks Mosh.
@avnpl13 3 жыл бұрын
Really enjoyed it. Thanks for your effort. Learnt Python from you and now, this too. Looking forward to much more tutorials
@roehrkard 2 жыл бұрын
thank you soo much for this tutorial, it was absolutely amazing, did not think I could make my first ML project in one night and have so much fun doing it!
@IneeAder 3 жыл бұрын
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!
@Ayesha69420ohno 2 жыл бұрын
??
@UjjwalKumar-wg4wu 3 жыл бұрын
data analysts should be charged for animal trafficking,, as they import pandas and feed them to python.
@ici6308 3 жыл бұрын
Hahaha that's funny
@coderbharadwaj2925 3 жыл бұрын
good sense of humour :)
@iamethan1238 3 жыл бұрын
we are laughing; really
@Abdul1999- 3 жыл бұрын
Funny guy I like it
@iamethan1238 3 жыл бұрын
@@Abdul1999- 🤪🤭
@tahooramirbeigi1431 Жыл бұрын
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.
@kunalsoni7681 3 жыл бұрын
Seriously this tutorial is going amazing ☺️😊 Thank you so much mosh.
@kunalsoni7681 3 жыл бұрын
@@programmingwithmosh yes 😊🥰
@KASIDIABHILASH 3 жыл бұрын
@@programmingwithmosh can you help me with that graphiz part 😑
@zakky44A 3 жыл бұрын
Great!!! Kindly keep going on with ML and DL...
@techytutorialz Жыл бұрын
This a god send, the best python tutorials out there! very clear, simple, to the point!
@asmaklad 2 жыл бұрын
Many thanks for this tutorial. I enjoyed going through it. structured concise and into the point.
@josephjohngalo5939 2 жыл бұрын
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!
@Siva-lx9dw 3 жыл бұрын
This kind of topics I expect from you for a long time man....keep rocking mosh 😁
@mumbaiindiansfan3087 3 жыл бұрын
Siva bro yellame padustiya bro coding theriyuma bto
@Siva-lx9dw 3 жыл бұрын
@@mumbaiindiansfan3087 python ah
@mumbaiindiansfan3087 3 жыл бұрын
@@Siva-lx9dw aama bro entha channel la easy a padikalam sollunga bro
@Siva-lx9dw 3 жыл бұрын
@@mumbaiindiansfan3087 intha channellaye python 6hours video irukum bro atha paarunga ...easy ah understand aagum...
@Siva-lx9dw 3 жыл бұрын
@@mumbaiindiansfan3087 kzfaq.info/get/bejne/lduBpa1hudG-nJc.html
@lucasassuncaodeabreu3718 3 жыл бұрын
You can't imagine how much you helped me with this video, thank you very much!
@rangefreewords 2 жыл бұрын
I really enjoyed your video! One thing I would like to suggest is perhaps portraying the graph that was shown in the last minute of the video earlier on to portray how these results will end up being extrapolated. So far, really enjoying how I can program to take data similar to that on an Excel Spreadsheet and create a graph using Python. Kudos!
@abhishekbaghel1619 3 жыл бұрын
Love the data set you took....all above 30 falling in love with classical music.
@muhammadaffaq6687 3 жыл бұрын
Very well Explained. Thanks for uploading this video, although i have a question, if i have string values in my csv files e.g names, publisher, genre, etc then how to work with DecisionTreeClassifier() ? I guess that only works on numerical data.
@redfox_hh8046 7 ай бұрын
I'm flat out amazed how easy sklearn is to use. It basically does all the work for you.
@sydneybuchsbaum9388 Жыл бұрын
This is incredibly helpful. I'm doing research using these skills in the fall and while I'm STEM, I am NOT a CS major
@lelandconn 3 жыл бұрын
Any recommendations for how to build on top of this? Add complexity, improve accuracy? Am applying this lesson to my own project
@NarratorNihad 3 жыл бұрын
Please a mega tutorial about this! 20hrs
@epizone Жыл бұрын
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
@fernandocordoba5934 2 жыл бұрын
Excellent explanations, clear and detailed. 100% recommendable. Thank you so much!
@sagniksaha4179 3 жыл бұрын
Sir you read my mind this was just the tutorial I was looking for. As before you are the best
@sheshasain018 3 жыл бұрын
I just searched about this tutorial today
@universal4334 3 жыл бұрын
He uploaded this a year ago under python tutorial , now he just bifurcated that and uploaded seperately
@garvitpahwa2349 3 жыл бұрын
@@universal4334 Yes, but it's quite good for people who never searched for full python course.
@aseemkhan00 3 жыл бұрын
Please do a full tutorial on MERN Start with MongoDB
@marshalljamieson231 2 жыл бұрын
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.
@ebragimovic Жыл бұрын
As usual, you're a life saver! thank you so much Mosh!!!!
@richardeboloh5280 3 жыл бұрын
Great Video. I built my website from following your tutorials
@pianowella5705 3 жыл бұрын
Great
@michaelagu1762 3 жыл бұрын
Me too
@rajanlamichhane3095 3 жыл бұрын
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 2 жыл бұрын
this is not a course for beginners, go pick a beginner level course (Mosh has one), then come back :)
@cientifiko Жыл бұрын
I've watching many videos about python, machine learn, sci-kit learn, computer languages and I think your videos are the best, highly didactical.
@samirpatel8517 7 ай бұрын
Pretty amazing video. I’ve been wanting to see something that at least one end to end example. I know this is a super simple dataset, but it’s nice to get an understanding of the mechanics. Will very much consider doing your class.
@malikebadullah8023 3 жыл бұрын
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 :)
@gauravkatva 3 жыл бұрын
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 3 жыл бұрын
I aldo really want that course
@bijoyketon 3 жыл бұрын
@Tech With Tim has one you can follow that seies if you really gonna die if you dont learn it
@migueldomingos4570 3 жыл бұрын
@@bijoyketon I know but while tech with tim is awesome mosh explains this stuff lot more in detail and more deep
@vasanthkumar3685 3 жыл бұрын
kzfaq.info/love/UEuQY2PwZDar70aly6ZNrQ
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