Deep Learning - Image Classification Tutorial step by step (for Beginners) (python / TensorFlow)

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This video contains a basic level tutorial for implementing image classification using deep learning library such as Tensorflow.
1. Overview of concepts (Brainstorming) Image Classification
2. Image loading (four different methods)
(i) Python Imaging Library
(ii) Open CV
(iii) IPython.display
(iv) Tensorflow.Keras API - Preprocessing
3. Deep learning architectures
(i) Model Loading (MobileNet etc)
(ii) Predictions
4. Decoding the predictions into labels

Опубликовано:

20 сен 2020

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Комментарии : 110

@sethnguna8809 Год назад

Best tutorial that I've come across thus far. Thank you so much!🙂

@ronztinz 3 года назад

Haven't found a simpler explanation than this of Deep Learning for Image Recognition anywhere else. Thanks..!!

@KHM95 3 года назад

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@user-ej5tx2hk5t 2 года назад

Thank you for the video. It's easy to understand about how I can use it.

@naimamushfika1167 2 года назад

WOW ....... !! Best Tutorial, Please make more videos on this topic.

@josephmwangi3528 8 месяцев назад

Thank you. i can now start relating for. I was initially confused.

@eshetiebekele4381 2 года назад

I am From Ethiopia! I was studding an AI courser for free! Your lecture is so good !!

@kayetries 2 года назад

Thank you for this!!! 🙏

@hailah5856 2 года назад

Thanks, that’s really helpful

@prakashsubburaj219 2 года назад

Awesome video very clear

@md.shafaatjamilrokon8587 3 года назад

Thanks. Love from Bangladesh

@hh-iq9zk 8 месяцев назад

Hallo there. I would like to colorize my Corona image from 1968 into RGB, so that I would be able to use it along with other Landsat multiband images for time series analysis. Could you suggest any method or tool to implement it? The problem is that there is no color pair images as a training image. Thanks and I will be watching for your reply.

@rosiemarlton 3 года назад

This is so helpful! Thank You!!!!

@KHM95 3 года назад

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@nikhilnale4549 3 года назад

Sir , yours videos are easy to understand and Thanks You so Much sir 😊

@KHM95 3 года назад

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@lLlLawliet1 Год назад

is there any tutorial to make a custom dataset for this case?

@Readwithaami 2 года назад

Hi sir, I am a beginner in deep learning . one doubt: Using CNN if we created an image classifier, and its validation accuracy is 90% above, but testing is so poor. it is overfitting right ,,so can i use k fold cross validation to solve this? I have used GTOS mobile dataset and 1 lakh images .. Training data splitted to training set and validation set and test set used for testing

@mamb5323 3 года назад

Thank you very much sir, very helpful video to understand many concepts on deeplearning

@KHM95 3 года назад

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@chemophile14 3 года назад

Well done Shan

@ShannonXavier Год назад

Hello Sir. Thank you for this amazing video tutorial. May i ask if you could share your script and slides? Thanks

@gkworld2024 2 года назад

sir which pre trained model is more suitable for brain tumor classification please replay me... thanks

@AtenTetsu 3 года назад

Thank you for this amazing video, sir! I'm now more understand about the Tensorflow and image classification. May I know, can I use Microsoft Visual Studio instead of Anaconda? Are they have the same function? And lastly, I want to know, this method can be use in Raspberry Pi for image processing sir with camera implement with it? Thank you 😄

@KHM95 3 года назад

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@ayuteachingaids624 Год назад

Interesting one

@AtifVLogs360 3 года назад

good job.

@umairmughal0001 3 года назад

Amazing... Finally, someone teaching very good

@KHM95 3 года назад

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@RahulSoni-pr5sq Год назад

where you train your model with large dataset because it unable to train in my PC

@afsanehmaleki1128 3 года назад

Thanks it was great. I need to learn how train unseen images then classify 5 types

@KHM95 3 года назад

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@vishnukeerthi5024 3 года назад

Sir where did u load ur data set

@GurpreetKaur-ej8ng 2 года назад

Can you please post step by step tutorial for Pan sharpening using Deep Learning?

@DataTP 2 года назад

done...thanks

@shroukramadan1844 Год назад

can we make a confusion matrix for this problem?

@kaziranga_national_park Год назад

Hello sir, it is possible to classify animal-trapped camera images and segregate them into folders using an automatic process. This can be done using machine learning and computer vision techniques. Please make a video. I work in the forest department. Many Photographs capture a maximum of 18 lakhs. One by one segregation of having a problem. Please help us

@lukespearson8173 2 года назад

Thanks!

@kavins8054 2 года назад

Bruh.. I was using Vscode and importing tensorflow works fine but from tensorflow.python.keras.preprocessing import Image gives import could not be resolved..?

@hussencomputertrainingcent2600 2 года назад

Thanks it was great. I need to learn how train skin diseases image classification and pridiction with the accuracy 4 types skin diseases or if you have a tutorial give me link

@r.e.p.a2240 3 года назад

hey man awesome tutorial, but on my end, i couldnt use resized_img becasue it would throw a syntax error. so i had to ued resize_img instad. also my predictions = mobile.predictions(final_mimg) does not work and kills my kernel. any idea how to fix this?

@KHM95 3 года назад

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@kaziranga_national_park Год назад

Hello sir I am a beginner, wildlife Trapped camera approx 20 lakhs photographs, how to image classify and automatically segregation. Please help me

@najwameftah3581 2 года назад

how to use neura lnetwork for face recognition

@kondwanimwafulilwa9677 9 месяцев назад

Thanks

@sandeshwar7407 3 года назад

Very useful, but I thought it's for classification but you told about Image recognition, can you pls tell me where can I find it.

@KHM95 3 года назад

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@ksivamohan2222 2 года назад

Thanks...

@libo70 3 года назад

sorry in which version of tensorflow? thank you for every thing

@deeplearning_by_phdscholar6925 3 года назад

Sorry for being late in replying and thank you so much for your interest. We have used Tensorflow 2.0., however, the example we have used will also run in Tensorflow 1.14 onwards and all latest versions hopefully.

@woonie3134 3 года назад

Can u make more videos on this possibly on food recognition using a large dataset? PLS ty

@KHM95 3 года назад

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@kaveeshamadhubhashana3094 2 года назад

can i use mobilenet offline

@muzahirmohsin9049 3 года назад

Great. Please do work on the tutorial for Python too!

@KHM95 3 года назад

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@suhanshupatel9204 3 года назад

Thank you so much :)

@KHM95 3 года назад

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@PardheevusWorld 3 года назад

Sir what is your phd topic

@showbikshowmma3520 3 года назад

can u plz give me a sugestion if i ask u a question

@hamzedaoud3152 3 года назад

Hello sir , i can't import imagenet_utils could you please help me to solve this issue. (it shown me this bro "ImportError: cannot import name 'imgenet_utils' from 'tensorflow.keras.applications' (unknown location) ")

@KHM95 3 года назад

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@saurabhkalra3042 3 года назад

can you tell me how to do like this with python: detect an image on an application and if the image is not there search for the image again and if it's there then do something.

@KHM95 3 года назад

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@Madhu-fs8dw 11 месяцев назад

Thq sir

@onkarmangrulkar2239 Год назад

file not found error please tell me how to set path

@sudheeshe1384 3 года назад

can you share the code link in Github

@protectyourself4759 3 года назад

Brother are you from Bangladesh?

@zaheenyusuf5465 Год назад

Sir how can I contact you ? I am having business and facing some serious issues. I need your consultation sir. How can j contact you ?

@sathiyamoorthi7411 3 года назад

Bro Which place in South Korea ? Am also live in South Korea. Am studying Kunsan National University (Computer Vision).

@ratnaminiblog 3 года назад

thank you soo much sir

@KHM95 3 года назад

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@njilouis3752 Год назад

hi sir thanks for this amazing lecturd but I get an error fro line 35 "'imagenet_utils' from 'tensorflow.keras.preprocessing'"

@hairulaysaabdulhalimsithiq7067 3 года назад

Hi Sir... Very good tutorial. I am PhD student and I do faced some problems in developing my work. appreciate if i can contact you to get more advice..Thanks a lot

@deeplearning_by_phdscholar6925 3 года назад

Thank you for your interest, you can post your problem here in comments, so that others can also get benefits, together we can learn from each other, so I would love to proceed to the best of my knowledge. Stay blessed.

@hairulaysaabdulhalimsithiq7067 3 года назад

@@deeplearning_by_phdscholar6925 I need to develop deep learning for lung segmentation. I am having an issues to start and i need guidance to begin my development. Especially in the segmentation part.

@ametaful 3 года назад

Hello we have a problem code how to load image data example here FileNotFoundError: [Errno 2] No such file or directory: 'Pictures/Mikrolet/train/_01.jpg' please help me

@lebronjames11223 Год назад

wow

@zenoarks35 2 года назад

final image doesnt work pls help

@md.shafaatjamilrokon8587 3 года назад

Assalamu Alaikum Could you please make a video on food ingredients recognition ?? Please

@KHM95 3 года назад

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@nikhilnale4549 3 года назад

Request to make more videos sir ❤️

@KHM95 3 года назад

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@radhikapatil8003 3 года назад

Please do video on image classification using Fixefficientnet..it would be a great help Thanks in advance

@KHM95 3 года назад

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@nassimamoufakkir7519 3 года назад

Lah irhm l walidin u saved meeee

@KHM95 3 года назад

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@vasanthakumarr7823 3 года назад

Hi bro... I am final year mechanical engineering student... I need some help regarding human posture deduction... Can you share your linkedin account name or mail id... It will be really helpful for me

@rajshreesrivastava7650 2 года назад

Hello sir, Nice explanation sir Can u plZ tell how we can use gan for data augmentation and deep learning alexnet /resnet-50/ vgg 16 for classification

@anishmanandhar1203 Год назад

Is there code for this?

@chemophile14 3 года назад

Shan bhai! If I want to multiply a number with a specific row in 3x3 matrix in numpy array, then how should I do that?

@deeplearning_by_phdscholar6925 3 года назад

>> import numpy as np >> Mtx = np.ones((10,10)) # define ones matrix of 10rows and 10 columns *** Typical method without NumPy ***** >> Mtx[[1,3,5],:] = Mtx[[1,3,5],:] * 8 ## multiplying row number 1,3,5 with 8 >> print(Mtx) [[1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]] >> Mtx[[7],:] = Mtx[[7],:] * 5 ## multiplying 7the row with 5 >> print(Mtx) [[1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [5. 5. 5. 5. 5. 5. 5. 5. 5. 5.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]] Or using***** NumPy***** >> Temp= np.dot(Mtx[[9],:],3) ## pick the 9th row and multiply 3 with it , you can use multiple rows as above >> Mtx[[9],:]=Temp ## replace the matrix with the answer of the row >> print(Mtx) [[1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [8. 8. 8. 8. 8. 8. 8. 8. 8. 8.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [5. 5. 5. 5. 5. 5. 5. 5. 5. 5.] [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.] [3. 3. 3. 3. 3. 3. 3. 3. 3. 3.]]

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@muhammadasyraf3638 2 года назад

hey bro, awesome video. i learned alot. how do i send some donation as my appreciation for u. i wish there's join button

@padamsinha4144 3 года назад

why do we need the fourth dimension

@KHM95 3 года назад

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@praveenavala2297 3 года назад

Starts from 11:00

@KHM95 3 года назад

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@pythonhelper9098 3 года назад

No module named Ipython

@nguyenngoctan2188 3 года назад

hey, I've got the same problem when following this instruction. Did you find a way to solve it?

@prashantpatchi 2 года назад

38:00 in short

@BolandianBolandian Год назад

GOOD! but could be better.

@marwan819 2 года назад

Dear Sir Thank you very much for your helpful information. I hope if you can give me an advice: I want to use FPGA to implement moving object traking. Which is the suitable algorithm for that? Thank you and I am looking forward to hear from you. I hope if you can give me your email if possible.