Simple Machine Learning GUI App with Taipy and Tensorflow

[@pythonpeng7018]

This video shows significant improvement, and I can truly feel the difference. I used to watch your introductory Python course, which, honestly, made me a bit drowsy. However, this video has completely grabbed my attention. The choice of a more challenging topic, coupled with a web page, is exactly what I needed to engage with machine learning without feeling overwhelmed. Your creative blend of machine learning and Python GUI is both refreshing and informative.

[@PythonSimplified]

Thank you so much for the incredible feedback!!! I'm so happy you like my new (yet constantly developing) style of tutorials!!! 🙂 I always try to make the next video better than the previous one - writing, filming and editing-wise. Actually, when I started this channel I knew nothing of videography or teaching! folks just kept asking for tutorials and I kept delivering content with the limited skillset I had at the time... Thank you so much for sticking around to see the improvement! And thank you for sharing your thoughts with me!! 😀😀😀

[@Sinke_100]

The reason why she grown so much, it's because she is humble person who can take compliments, suggestions and criticism too as positive value, she is also very hard working and engaged with comunity and her audience. In all of her videos she radiates with positivity, that is why she is a true marvel for python content on yt platform

[@keithdow8327]

Dude, you can also send her money.

[@Sinke_100]

@@keithdow8327 thanks for the tip, yes I saw now she entered a joining program

[@cryptowitcher]

Your simplified approach to teaching is fantastic! The hands-on practice and relatable examples truly make these subjects easier to grasp. Thank you for creating an engaging learning environment that encourages exploration and experimentation.

[@adeoluwaoyin]

This is by far the best video I’ve seen on KZbin because it literally just saved my life. I’m an MSc student and my deep learning was to build cnn model that classifies waste images. My next step is deployment and I’ve been everywhere. I stumbled upon this video and i wish i can meet you to say thank you 😢. God bless you. This is super amazing. The details and explanation is extraordinary.

[@arnoweber9448]

figuratively, not literally 🚝

[@JoaoMarcosFromBrasil]

This was a really inspiring video for my projects. As a molecular biologist, my knowledge of artificial intelligence is very limited. However, this video gave me the idea that it might be possible to design a neural network to define why we are human. If one day I achieve this feat, I will be immensely grateful for your teachings.

[@PythonSimplified]

Thank you so much, Joao! 😀 There are many similarities between artificial neural networks and the way us, humans, process information! Our patterns of thinking are also a result of the data we are exposed to, and therefore combining it with molecular biology might be the missing link to achieve AGI 😉 (a thinking machine capable of human intelligence). Also, thank you so much for supporting the channel and joining the membership program! I'm still trying to figure out how it works and how to set up the members only live streams - but I promise to take care of it this month! 😀 I'm planning to build a neural network from scratch in this stream and get you guys involved with picking the type of data it will process, as well as the structure and hyperparameters of the NN. It's gonna be awesome!... I just need to finish the current project I'm working on before diving into it 😊 Cheers and thanks again! 😁😁😁

[@ocramnodroc]

You did a great job of presenting the material and you outshine technical educators with your lack of monotone speech. Very well done and you absolutely kept the energy up for the whole video. You did something that's actually hard to do and is rarely seen in this industry. Yay!

[@mindhappy912]

It's unbelievable! How does KZbin know I am looking for this inspiring video or book of how to embed machine learning in GUI? So KZbin introduces this video of yours to me! So amazing ! I can not wait to watch your video now.

[@PythonSimplified]

Fantastic!!! Super happy to catch you right on time! 😉

[@jetspray3]

It algorithms base on what you have search and look at before.

[@setyoufree2726]

The joy, smile and clear pronounce you bring during your tutorial make everything looked simple. Really love to learn from you... 🎉

[@botpython8785]

Your video on "Simple Machine Learning GUI App with Taipy and Tensorflow" caught my attention while I was studying, and I must say, it was impressive! Your delivery was excellent. I'm eager to learn more about "LangChain with Llama". Could you consider creating a video specifically focusing on this topic, similar to the quality of this content? That would be greatly appreciated.

[@PythonSimplified]

Thank you so much dear! I haven't had a chance to work with Llama yet, but if I see more requests - will definitely give it a go! 😉

[@xtazy1337]

Thank you for all the explanation and tips, this is a big help for me wanting to become a pro.... I am tired of answering people's calls and running office repairs for a living...😅😂

[@jonathanokellox]

please please please make us a complete Taipy tutorial, please

[@PythonSimplified]

Thanks so much for your request! If I see more comments like yours - I definitely will! 😉

[@walaahamed7961]

Yes please , we ask your help in a taiby full tutorial 🙏 and if I may ask Which is better from your experience taipy or Tkinter or kivy ?

[@PatrickHoodDaniel]

I am very surprised that this channel has not been fed to me yet. Love the content!!

[@davidtindell950]

GREAT! THANK YOU!! We did not know about Taipy and how to setup interfaces to our TensorFlow projects. Next, we will try it with PyTorch !

[@lt3lt3lt3]

I made my first ml project today because of what you did here, thank you.

[@tkdgab]

So incredibly simple, yet so dense, powerful and complete ... as all of your videos. Thank you! ☺

[@yacahumax1431]

Amazing tutorial. Thank you. In one tutorial you show me more about AI than any other I have seen.

[@haydnrayturner1383]

I do love your videos, so easy to follow and understand!! 😄😄

[@PythonSimplified]

Thank you so much!!! Super happy to hear!! 😀

[@haydnrayturner1383]

@@PythonSimplified I'm gonna see if I can make an Overclock utility with this method. Unless you wanna make your own video for this idea.. up to you.

[@way4708]

Wow cute teacher, now lets study 🤪. In a serious note, good content. Thanks

[@rje4242]

never heard of Taipy before, great video topic. One thing I wanted to find out ASAP was "is Taipy a self contained component, or is it a wrapper around an external for pay service?" Python has a zoo of web gui approaches like Shiny and .Gradio and it's great to hear about Taipy's fresh take.

[@_PremKharat]

Thank You so much I really need such type of guided video for my Final Year Project Keep Making Such videos😃😃

[@michaelomosebi6374]

This video is giving me multiple ideas for new projects. This is indeed Python Simplified!

[@praveenm3414]

Very informative video, Excellent explanation/description if the entire development of a GUI in Python with Taipy and TensorFlow. 👍🙂

[@MaximStarikov]

The best ASMR learning videos I ever seen! Your "booom" and "yeey" are soo nice :) Maria, you are the best, so much info in so short videos! Thank you!

[@cleofaspintolimalima1627]

Hey , there, I am here ,from brazil

[@PythonSimplified]

Greetings from Vancouver!! 😀😀😀

[@DanielKiiti-n1j]

Been following all the tutorials,,they are all well presented and made me have a real passion to python and coding in general😇

[@gerardcubaka342]

You are the best, I love your content and your voice. Thank you very much

[@ad1sirbu]

Props, very high quality teaching there. I recently made a small web app in Flask, I would have used Taipy if I'd seen this tutorial first.

[@go.battle]

Learning Python right now and aiming to learn more languages your videos are helpful, so you gain my subscription

[@tamtam8420]

Thanks for sharing this video with us, I was breaking my head on my next project, which should be associated with AWS, and thanks to you now I know.

[@jorgeabalo4054]

how do you live with nice sound? youtube settings does it?

[@PythonSimplified]

Good microphone and echo cancelling wall mounts 😉

[@kloudytics]

Amazing! Thank you for such a nice content with a clear explanation.

[@PythonSimplified]

Thank you so much for the lovely comment! 😀

[@MonaCodeLisa]

Such a great video :) thank you so much for the great content, I am really happy to find someone who explains everything very well, yet keeping the video interesting and to the point, keep up the good work 👍👍👍תודה

[@MogensBLaursen]

Excellent walk-through - really love your fast-paced style

[@richardhaddadau]

Great video. You definitely have a gift for teaching. Just a note, VW is Viewport Width, which is the width of the browser window.

[@samsquamsh78]

really good video! Really well walk through of how you structure the logic as well as the code! well done!

[@PythonSimplified]

Thank you so much!! Glad you liked it!! 😃😃😃

[@paulocoelho558]

Hi Mariya! Do you know streamlit? I would need your simplification to understand the main differences of PyTorch and TensorFlow... Sometimes I get confused with so many things that we can choose to learn... That's why I like your channel so much! 😽😽😉😄

[@shawonshovon226]

You helped me fall in love with Python. Thank you for teaching me!

[@thefattysplace]

You are both incredibly intelligent and beautiful.

[@xitrumgmail]

Excellent tutorial on Taipy. I was looking at Taipy as a tool to create simple Python GUI web app a few days ago as an alternative to other Javascript framework and almost given up because of the lack of clarity from Taipy official website and even their YT videos until I saw your video. I guess they need to hire you to do some PR for them (taipy) because they do have a wonderful framework but don't know how to market it.

[@bessriel]

A few of the requirements cannot be installed in other OS besides Windows, such as tensorflow-intel, tensoreflow-io-gcs-filesystem, pywin32, pywnipty, twisted-iocsupport

[@edwardcheng8974]

Saw a few vids before and got bored and felt not really helpful in the past, but this one covers a wide range of applications and provided some free hosting options. Decent work!

[@carsonfball4]

30:00 Elk are a species of deer. So, from a biological standpoint, the ML is correct. From Wikipedia: "The elk (pl.: elk or elks; Cervus canadensis), or wapiti, is the second largest species within the deer family,"

[@cyber3760]

Hi, Python Simplified! Are you using brackets? What do you think about it? It can provide secure by community regardless adobe do not support anymore?

[@PythonSimplified]

I'm using Brackets for years, specifically because of its live preview option. It's great for making web based interfaces! I'm not aware of any security issues... they may exist, I'm just not sure what it's all about 🤷‍♀️

[@dankprole7884]

29:00 this is the type of OCD only true coders understand 😊

[@AnnoyingErrors41]

Tiny correction while uploading to cloud. Don't forget to add in the requirements.txt file and ensure that the compressed file is a ZIP and not a RAR file.

[@affiliateanimalistic9607]

Thank you! This was wonderful and very easy to learn 😊 when you test and write your code for the first time. Will you smile as much as in video? 🤔

[@staffiman]

Bravo 👏👏, thank you Mariya for this superb video. As always, I enjoyed watching it. I'd just like to make a correction regarding the error you must have noticed when running the app: --- 1 warning(s) were found for page '/' in variable 'index' --- - Warning 1: Opened tag part in line 2 is not closed. ----------------------------------------------------------------- In fact, you just need to add a pipe before > at the end of the index variable like this: |>""" And Boouuum there are no more errors 😉 I waiting for the upcoming great content ❤

[@heikoloewe1539]

cool stuff. How about the same thing for gradio

[@nadeemrafiq2198]

Supporting from pakistan, your amazing KZbinr about python 🎉

[@smirnizky]

Hi, Mariya! We've missed you so much!!! Glad to see your new video after such a long pause! When do you plan to hold the next stream?

[@amaraelbarquito]

Muy bien, Gracias. Son siempre interesantes las librerias que traes.

[@EmaMazzi76]

So good to see you back, Mariya 😄

[@rangabharath4253]

Awesome as always. Thank you so much for the interesting and useful content. Keep rocking😎

[@javascriptes]

I love it and I am glad that I found you. But I got lost in the initial setup because I am just getting started with Py and ML. It would be nice to recommend a video for that. But I am very impress with your work and fluency. Outstanding work.

[@andrewtagg3690]

Awesome video, I stumbled a few times trying to get this working on an M2 Mac, some of the items in the requirements did not seem happy. I commented out a few and got it working. In fact I learn better when there are a few glitches for me to solve. Lots of new concepts here for me, so will go back over your previous videos on Jupyter etc. many thanks.

[@bow2me26]

I see a lot of tutorials on stuff like image recognition on the web. I hope she does a machine learning tutorial to do something like a ai that can draw useful 3d models that we can use with 3d printers and stuff like that. I haven't seen a tutorial like that yet.

[@dubonstin8676]

I have a question: how is it, that our function "on_change" is being executed without being called?

[@mohammed_Ansar]

hi there, can you please let me know the difference between streamlit and Taipy libraries?

[@xgodwhitex]

Streamlit is more for pilots and prototypes. It doesn't scale, it has problem of events and caching, not truly multi-user. Taipy is for pilots and for real multi-user, multi-page application. You don't have any problem of caching and events. It also features a complete management of pipelines and data that can connect to your UI easily. This is not shown in this video, but this makes really easy to create data-driven application

[@mohammed_Ansar]

@@xgodwhitex thanks bro

[@Elijah-mo1wv]

I'm in for the Taipy tutorial, thanks a lot Mariya

[@miguelesteves7454]

I opened the video to see what I would learn today and ended up falling in love.

[@themax2go]

i've just discovered your channel via this vid

[@tuannguyenuc3513]

Boiz, Now I officially know the definition of intellectual beauty.

[@noutcheulibert939]

@PythonSimplified thank you for you help I was stuck to how to evaluate a torch model but with Your exemple I solve my issue but why don't you use Logging instead of print is more preaty to show and have many option like errors debug and info

[@alejandroibarra8335]

Great video, just wondering if it’s possible to have different sets of datasets available to download, ie instead of animals, to have it of objects, like posts, trains, bicycles etc. without being to overwhelming

[@PythonSimplified]

You can always filter the classes you want to keep, but if you're looking for trains and bicycles - you're probably looking for CIFAR100 rather than 10 (100 diffetent classes of beings and objects). Once you download the dataset, focus on the classes you need with something along the lines of: my_data[my_data["class name"]=="train"] I don't think you can download samples of each CIFAR class individually, but definitely check if Kaggle might have a subset along those lines 😉 Best of luck and I hope it helps! 😃

[@PabloEmmanuelDeLeo]

Bravo. Sos una genia me encanta como explicas. Aparte lo tomas con esa onda que me gusta mucho. Genia.

[@JosephEberle-eh2vv]

Excellent video. I learned so much. I am thinking of many ways to apply this. I'm working on genomic assaying for precision medicine and I have a question. How would you go about training the image on a new set of images. For example I am have an innovative way of imaging a patients disease pathways. for thousands of patients. How would you recommend I store the images and train the CNN ?

[@udaydon456]

Okk we are waiting

[@kukulcan369]

☺ speaks so clearly english programing terms that i feel like teach me in spanish 😚

[@johnmoore8010]

I would if possible like to ask a question about python. I am selve taught in python and as such have a few questions, can i ask them here or is there another platform better suited. Thanks Mick

[@euyin77]

You are the best! 😃 Thank you veryo much for all of this.

[@JoeK-er6dy]

Hi I am using a google chromebook for this project and recieving this error after trying to load the neural network, I was wondering if there was a way around it? ERROR: Illegal instruction (core dumped)

[@dedeye4349]

Wow great job really enjoyed this video helped me with my ML application I am creating thanks Mariya!

[@_isDev]

she did it again! great work! thank you!

[@themax2go]

got a bunch of errors when pip -r requirements.txt on new (non-intel) mac... vid title should say "intel only". i got around it by having changed a few things in the requirements file and changing the python ver from 3.11 to 3.10

[@QbitSyria]

Great ❤, well done Maria... Waiting for the upcoming great content

[@semahirachid8465]

You make me shy when you say Bravo ! 🙃, thank you again and again

[@adeoluwaoyin]

I do have a question though, can i use google colab instead because i saved my model as an h5 file. If yes, how do install colab like Jupyter like you did and go on?

[@baseerx]

Can you please have Tensorflow tutorial for us? there is no any such tutorial on youtube.

[@PythonSimplified]

I'll do a nice live stream this month, showing how to make neural networks with tensorflow 😉 But please keep in mind, it's not something that one tutorial can help you with. You need to understand machine learning / deep learning concepts to wrap your head around it - otherwise, you'd be shooting in the dark 🙃

[@itsMohak]

A cute software developer... Nice.

[@futuresick100]

Bro comments like yours are the reason more women don't go into tech and dev. Don't be a clown your whole life.

[@rouzbehamirazodi3001]

Im a fan of your channel and the good work you do Mariyah but this tutorial was Windows specific and didnt run on the mac due to various libraries in the requirements file being windows based. Wish you had a mac version of this or some notes on mac implementation.

[@r3xxb0bb]

I can't get it to work on Linux either. I'll spin up a Windows machine tomorrow to make sure it isn't me.

[@AlexandrShpv]

Класс! Из твоих уст английский такой понятный и родной 😀

[@13TrafalgarLaw]

With [0] yes select the 1rst image but losses the structure of batch. aka 1 list of n lists [None , [H, W, C]]

[@facturacionhernandezhernan5092]

What a such beautyfull developer you are 😍😍

[@Abdullah-wh6ge]

Hi @python simplified, just find this change and hopefully learning python 🐍 which video playlist do you recommend I watch?

[@dirtyPeter2]

Love it. Thanks a lot. That is exactly what I was looking for :D

[@tyemalshara7006]

What are the limitations of deploying the App on Taipy's cloud for someone who wants to run a ML model on a Video, which requires GPU?. Couldn't found any related info about the instances (whether it's CPU or GPU) that run the Apps on their Cloud.

[@ahmadshabaz2724]

hi Mariya , your work is amazing,

[@mshikebkhan]

Im starting in python GUI so should I go with tkinter or Taipy?

[@Deepsim]

Excellent tutorial!

[@futuresick100]

Hi. How do you decide the modules in the requirements.txt file? There are so many! I wouldn't know which ones to use or not use. 😥🙁

[@leg0b0y0]

I would recomened extracting the files from the zip then copying the directory going into anaconda prompt and do 'cd {the directory you just copied}' then doing 'pip install -r requirements.txt' Tell me if this helps 😀

[@fechedenes522]

Can we do it as a pdf not images bcs i wanna classify pdfs not image. Could you help me?

[@akshay2012rdts]

Great video, thanks Mariya !

[@PythonSimplified]

You're welcome! Enjoy!! 😀😀😀

[@lincolnsimms2780]

Excellent. Learnt a lot++. Question.. Accuracy score for me, at best, was 74%. Do you think this is the trade off for training on images of a lower density of 32*32?

[@lislmcguire6183]

I get an error surrounding the import of tensorflow per these instructions so I changed it to import tensorflow as tf and then from keras import models. This fixed the error. But I cannot fix the error associated with baseline_mariya.keras being file not found even though it is in same directory. the error further elaborates that the .keras needs to be a .keras accessible zip file. Googling hard to resolve. I love your videos by the way, this one has me stumped.

[@chinmaykulkarni2976]

Hey Mariya, what do you think about Streamlit for creating web apps for AI/ML

[@TaylorMcwilliam-s7r]

On MacOS using safari, use command (for image selector)

[@victoryusmd]

where is located "logo.png" ? i am confused ...

[@InspireandAchieve768]

Could you please make a video for setting up environment from the scratch! Thank You❤❤

[@Vorthan01]

I have a problem, after importing tensorflow I have recived an error "Cannot find reference 'keras' in '__init__.py | __init__.py' " any idea why?

[@PythonSimplified]

There might be a few reasons, try the following: ⭐ What version of Python are you running in the environment? you may need to upgrade/downgrade ⭐ How did you install Tensorflow? please upgrade pip first, and only then install Tensorflow (I did not install mine with Anaconda) ⭐ How did you import Tensorflow? Also, does the error occur when you install the requirements file that I prepared for you? If not - please create a new working environment, install Python 3.11 in it, and then install my requirements file with: >> pip install -r requirements.txt I hope it helps! 😀

[@Vorthan01]

@@PythonSimplified I did everything, step by step, according to the guide, from the very beginning.

[@PythonSimplified]

@@Vorthan01 aha! Interesting... maybe let's try installing everything manually? Here's how I did the setup: - create a new working environment with Python 3.11 - install taipy with: pip install taipy - install tensorflow with: pip install tensorflow - install pillow with: pip install pillow - install matplotlib with: pip install matplotlib - install numpy with: pip install numpy - install jupyter notebook with: pip install jupyter I hope it works! Otherwise, please let me know your OS kind or any other information that can help me troubleshoot this further 🙂

[@Vorthan01]

@@PythonSimplified nope :( badluck... still same problem, and it looks like I'm not the only one with this problem, a lot of people have this problem in a google search :( windows10 // pycharm 2022.3.3 // anaconda3

[@royjones1053]

Great to see your content again

[@PythonSimplified]

Thank you so much! great to be back!!! 🙂🙂🙂

[@erikamoonreeves6462]

Saludos desde murcia , españa .

[@PythonSimplified]

Saludos desde Vancouver!! 😀😀😀