Siraj Raval
We’re going to make our own Image Classifier for cats & dogs in 40 lines of Python! First we’ll go over the history of image classification, then we’ll dive into the concepts behind convolutional networks and why they are so amazing.
Coding challenge for this video:
https://github.com/llSourcell/how_to_make_an_image_classifier
Charles-David’s winning code:
https://github.com/alkaya/TFmyValentine-cotw
Dalai’s runner-up code:
https://github.com/mdalai/Deep-Learning-projects/tree/master/wk5-speed-dating
More Learning Resources:
http://ufldl.stanford.edu/tutorial/supervised/ConvolutionalNeuralNetwork/
https://adeshpande3.github.io/adeshpande3.github.io/A-Beginner’s-Guide-To-Understanding-Convolutional-Neural-Networks/
http://cs231n.github.io/convolutional-networks/
http://deeplearning.net/tutorial/lenet.html
https://ujjwalkarn.me/2016/08/11/intuitive-explanation-convnets/
http://neuralnetworksanddeeplearning.com/chap6.html
http://xrds.acm.org/blog/2016/06/convolutional-neural-networks-cnns-illustrated-explanation/
http://andrew.gibiansky.com/blog/machine-learning/convolutional-neural-networks/
https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721#.l6i57z8f2
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Source
Hey, I trained a model and when I ran predict on an image, I got [[1. 1. 1.]] as output. What does that mean?
Can I use this process for apple defect Multispectral Method for Apple Defect
Detection using Hyperspectral Imaging System ?Im new in image processing
You full of life….love the teaching method
Can u make a tutorial to classify videos
webapp image classifier https://github.com/pengoox/Image-Classifier
At 4:09 what did you mean by feature mapping.
I just had one doubt. Suppose that we have a filter to detect the curve as shown in the video but the curve is aligned in some direction. How would it still recognize it? Or is it even supposed to?
In some cases, like identifying an object, the filter should be able to identify the object regardless of it's orientation. While in other cases like identifying numbers, it shouldn't cause it may confuse a 6 with a 9.
Awesome. Just fantastic
the model.predict method gives out an error, can you help me with it please
from parcer import load_data ? where can we find this ?
really, a rap session?
0:36 The Humanity Party can make that possible http://www.humanityparty.com
It is really very useful!!!! thank you!
Sir to be sincere, you're too fast
that rap was kinda fire
You say 32 by 32 for the first convolution2D added to the model , yet what is the difference if we used 64 by 64. Would we gain resolution in data and accuracy in exchange for more processing time; or is this difference negligible and the results nearly equivalent?
What is the best way to make a alphabate classifier.?
What is better approch using tensor flow only or keras only?
Keep rapping! Keep teaching the way you want! +1
Youre a god and I love you – thanks a bunch
How can I make a neural network to extract the features from images of food wrappers and train the network ? As they don't have any specific shape or type..
Please reply..
y Predict_proba and predict in keras produce same results . I am preparing a htr for english . so i have 26 classes , now i need to get the probabilities for each class . but both predict and predict_proba gives only the predicted class . any solutions . My last activation layer is softmax
literally when im running the first block it says.
importError Traceback(most recent call last)
importError: cannot import name load_data
what is going on? any help??
hey siraj, u're work's good! but u have been replying to all the comments that praises u but havent been able to answer the question that what does import parser do and what is "load_data"?? plz get back to this
At least try to make an effective video: train dataset & detect a certain shape using boundingbox
For some reason the load_data command doesn't work anymore.
can you teach us this stuff in low level, then go high level
Thank you so much for your lecture!
Thanks teacher
Hello, do you know any intelligence that recognizes hand gestures? I would like to do something like that using an OpenMV cam M7
What version of python did you use?
Haha Macarena!
runn forestt runnnnn
I CAME HERE TO LEARN, I LEARNT NOTHING. CLICKBAIT. STACKOVERFLOW WOULD RIP YOU APART.
so sad…
This vdo seems informative but presented steps are too advance to follow (many guidance missing).
it is not helpful to beginner like me. 🙁
How to make a web application for an tensorflow image classifier