{"cells":[{"metadata":{},"cell_type":"markdown","source":"## About the contest\n\nThe goal of this competition is to provide a simple extension to the classic MNIST competition we're all familiar with. Instead of using classic MNIST with La LeCunn, it uses a recently-released dataset of Kannada digits.Kannada is a language spoken predominantly by people of Karnataka in southwestern India. The language has roughly 45 million native speakers and is written using the [Kannada script](https://en.wikipedia.org/wiki/Kannada). This work was made available by efforts of amazing research paper written by Prabhu, Vinay Uday on [Kannada-MNIST: A new handwritten digits dataset for the Kannada language.](https://arxiv.org/abs/1908.01242)\n\n\n![Screenshot-2019-10-1%20Kannada%20MNIST%20Kaggle.png](attachment:Screenshot-2019-10-1%20Kannada%20MNIST%20Kaggle.png)\n\n\nNote: This is a fork of @faizu07 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"}}},{"metadata":{},"cell_type":"markdown","source":"### Checking the contents of data"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Note**:\n\nKannada-MNIST dataset contains the following files:\n\n- train.csv\n- test.csv\n- sample_submission.csv\n\nRest of files in Input are `fastai-pretrained-models` from the [Kaggle Dataset](https://www.kaggle.com/pronkin/fastai-pretrained-models) fastiai-pretrained models with trained models:\n- VGG16\n- Resnets\n- Densenet\n- SqueezeNet "},{"metadata":{},"cell_type":"markdown","source":"### Loading the libraries\n\n**FastAI:** Fast.ai is amazing Deep Learning library to make Deep neural networks uncool again. Their fast.ai Massive Open Online Course (MOOC) on [Practical Deep Learning for Coders is simply amazing.](https://course.fast.ai/)\n\n**Numpy:** For Mathematical operations\n\n**Pandas:** For handling CSV files\n\n**matplotlib & seaborn:** Used for charting and plotting."},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"%reload_ext autoreload\n%autoreload 2\n%matplotlib inline","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from fastai import *\nfrom fastai.vision import *\nimport imageio\nimport numpy as np \nimport pandas as pd \nimport seaborn as sns","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"path = Path('../input/Kannada-MNIST')\ntrain = pd.read_csv('../input/Kannada-MNIST/train.csv')\ntest  =pd.read_csv('../input/Kannada-MNIST/test.csv')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Analysing the given data\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head(5)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Label:** This contains the label which are going to predict.That is our target value.Here it is numbers from 0 to 9 which represents the various Kannada characters.\n\n**pixel0-783:** These are the pixel values of the image metrics.That is each row contains 28 * 28 = 784 (0-783 here) values here.Each one of these values indicates the pixel value at i x 28 + j th pixel position in the image metric.Simple !"},{"metadata":{"trusted":true},"cell_type":"code","source":"train.describe()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y=train.label.value_counts()\nsns.barplot(y.index,y)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We have an balanced dataset with equal no of images in each classes.There are 6000 examples of each numbers in kannada in the the training dataset.Cool !\n"},{"metadata":{},"cell_type":"markdown","source":"**Preprocessing**"},{"metadata":{},"cell_type":"markdown","source":"Using the function `to_img_shape`, you reshape the input data which is passed in the form:\n\n`data_X:` Represents the various pixels of our data which is being passed and is reshaped adequately using numpy.\n\n`data_y:` We make our label into a numpy array"},{"metadata":{"trusted":true},"cell_type":"code","source":"def to_img_shape(data_X, data_y=[]):\n    data_X = np.array(data_X).reshape(-1,28,28)\n    data_X = np.stack((data_X,)*3, axis=-1)\n    data_y = np.array(data_y)\n    return data_X,data_y","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data_X, data_y = train.loc[:,'pixel0':'pixel783'], train['label']\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Splitting train and test\n\n\n\nNow we will split out training data into train and validation data.10% of the training data will be used for validation purpose.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\n\ntrain_X, val_X, train_y, val_y = train_test_split(data_X, data_y, test_size=0.10,random_state=7,stratify=data_y)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_X,train_y = to_img_shape(train_X, train_y)\nval_X,val_y = to_img_shape(val_X,val_y)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def save_imgs(path:Path, data, labels):\n    path.mkdir(parents=True,exist_ok=True)\n    for label in np.unique(labels):\n        (path/str(label)).mkdir(parents=True,exist_ok=True)\n    for i in range(len(data)):\n        if(len(labels)!=0):\n            imageio.imsave( str( path/str(labels[i])/(str(i)+'.jpg') ), data[i] )\n        else:\n            imageio.imsave( str( path/(str(i)+'.jpg') ), data[i] )\n\nsave_imgs(Path('/data/train'),train_X,train_y)\nsave_imgs(Path('/data/valid'),val_X,val_y)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Applying Image augmentation\n\nCurrently we have about 6000 images of various characters in the classes. Yet in deep learning we usually face two problems ie Overfitting and Underfitting.\n\n**Overfitting:** Our learned models gets too specific for the given problem, and is not able to generalise the solution for a data outside of the trained images. Have you ever\nhad that weird experience of getting very high accuracy and seeing it perform bad in real life example. This is why generally we prefer to have a bigger validation dataset.\n\n**Underfitting:** Our model on having too less data is not able to learn the patterns from the given data\n\n![mlconcepts_image5.png](attachment:mlconcepts_image5.png)","attachments":{"mlconcepts_image5.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"In order to avoid both these problems and to have a balanced model, we are using Image augmentation techniques to double or triple the available data.\n\nSome popular augmentations people use are grayscales, horizontal flips, vertical flips, random crops, color jitters, translations, rotations, and much more.By applying just a couple of these transformations to our training data, we can easily double or triple the number of training examples and create a very robust model.\n\nTo learn more about Image augmentation techniques check out @init27s [amazing article](https://towardsdatascience.com/introduction-to-image-augmentations-using-the-fastai-library-692dfaa2da42)."},{"metadata":{"trusted":true},"cell_type":"code","source":"tfms = get_transforms(do_flip=False )","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data = (ImageList.from_folder('/data/') \n        .split_by_folder()          \n        .label_from_folder()        \n        .add_test_folder()          \n        .transform(tfms, size=64)   \n        .databunch())","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Displaying a data bunch\n\nNicely displaying 9 images of given Kannada Alphabets"},{"metadata":{"trusted":true},"cell_type":"code","source":"data.show_batch(3,figsize=(6,6))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Choosing the appropriate model\n\nUsing the correct model at the proper time is always, necessary. Use of internet is not allowed in this competiton, So we are using pre-trained models in the added kaggle dataset."},{"metadata":{},"cell_type":"markdown","source":"We are using **Resnet 101** for training our model. It fundamentally works on the principle of Resblocks which is a very revolutionary idea in the history of Deep Learning.\n\n\n![Screenshot-2019-10-3%20Lesson%207%20-%20ResNets,%20U-Nets,%20GANs%20and%20RNNs.png](attachment:Screenshot-2019-10-3%20Lesson%207%20-%20ResNets,%20U-Nets,%20GANs%20and%20RNNs.png)\n\nI am quoting what Jeremy Howards said during [Fastai Deep Learning Lesson7](https://www.youtube.com/watch?v=9spwoDYwW_I) about Resnets and how Resblocks originated:\n\n![Screenshot-2019-10-3%20Lesson%207%20-%20ResNets,%20U-Nets,%20GANs%20and%20RNNs%281%29.png](attachment:Screenshot-2019-10-3%20Lesson%207%20-%20ResNets,%20U-Nets,%20GANs%20and%20RNNs%281%29.png)\n> The problem was pointed out in this paper, very influential paper called \"Deep Residual Learning for Image Recognition\" by Kaiming He and colleagues then at Microsoft Research. They did something interesting. Let's look at the training error. So forget generalization even. Let's look at the training error of a network train on CIFAR-10 and let's try one network with 20 layers just basic 3x3 conv basically the same network I've showed you but without BatchNorm. So I train a 20-layer one and the 56-layer one on the training set. So the 56-layer one has a lot more parameters, it got a lot more this stride 1 convs in the middle. The one with a lot more parameters should seriously overfit. You would expect the 56-layer one to zip down to zero-ish training error pretty quickly. And that is not what happened. It is worst for the shallower network.\n\n> So when you see something wierd happen, really good researcher don't go \"No it is not working.\". They go \"That's interesting.\". Kaiming He said \"That's interesting. What is going on?\". He said \"I don't know but what I do know is this. I could take this 56-layer network and make a new version of it which is identical but has to be at least as good as the 20-layer network and here's how. Every 2 convolutions, I am going to add together the input to those 2 convolutions, add it together with the result of those 2 convolutions.\". In other words, he is saying instead of saying output = c2(c1(x)), instead he is saying output = x + c2(c1(x)). That 56-layer worth of convolutions in that.\n\n> His theory was has to be at least as good as the 20-layer version because it could always just set conv2 and conv1 to a bunch of weights for everything except for the first 20 layers because the x, the input can just go straight through. So this thing here as you can see called an identity connection. It's the \"identity\" function, nothing happen at all. It is also known as the skip connection.\nSo that was the theory. That is what the paper described as the intuition behind this is what would happen if we created something which has to train at least as well as the 20-layer neural network because it kind of contains the 20-layer neural network is literally a path you can skip over all the convolutions","attachments":{"Screenshot-2019-10-3%20Lesson%207%20-%20ResNets,%20U-Nets,%20GANs%20and%20RNNs.png":{"image/png":"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"},"Screenshot-2019-10-3%20Lesson%207%20-%20ResNets,%20U-Nets,%20GANs%20and%20RNNs%281%29.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"# Copying pretrained models from fastai-pretrained models in data to adequate folder\n!mkdir -p /tmp/.cache/torch/checkpoints\n!cp /kaggle/input/fastai-pretrained-models/resnet101-5d3b4d8f.pth /tmp/.cache/torch/checkpoints/resnet101-5d3b4d8f.pth\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn = cnn_learner(data, models.resnet101, metrics=[error_rate, accuracy], model_dir = Path('../kaggle/working'),path = Path(\".\"))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.fit_one_cycle(3)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.lr_find()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.recorder.plot()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"lr = slice(2e-05)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.save('stage-1')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Training our model for 2 more epochs"},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.unfreeze()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.fit_one_cycle(2,lr)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.save('stage-2')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### Making Submission"},{"metadata":{"trusted":true},"cell_type":"code","source":"test_csv = pd.read_csv('../input/Kannada-MNIST/test.csv')\ntest_csv.drop('id',axis = 'columns',inplace = True)\nsub_df = pd.DataFrame(columns=['id','label'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_data = np.array(test_csv)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Handy function to get the image from the tensor data\ndef get_img(data):\n    t1 = data.reshape(28,28)/255\n    t1 = np.stack([t1]*3,axis=0)\n    img = Image(FloatTensor(t1))\n    return img","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We will make the final prediction for Test dataset using our trained ML model `learn`. \n\nNote: fastprogress is used to calculate the interference time as progess bar for the dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"from fastprogress import progress_bar\nmb=progress_bar(range(test_data.shape[0]))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for i in mb:\n    timg=test_data[i]\n    img = get_img(timg)\n    sub_df.loc[i]=[i+1,int(learn.predict(img)[1])]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def decr(ido):\n    return ido-1\n\nsub_df['id'] = sub_df['id'].map(decr)\nsub_df.to_csv('submission.csv',index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Displaying the submission file\nsub_df.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# interfering the learner class with one image\n\nimg = data.train_ds[0][0]\nlearn.predict(img)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<a href=\"./submission.csv\"> Download Submission File </a>\n"},{"metadata":{},"cell_type":"markdown","source":"### Thank You\n\n\n<div align='left'><font size='5' color=' #a93226 '>  If you like my work,please do upvote ^ </font></div>"},{"metadata":{},"cell_type":"markdown","source":"## References\n\n- https://www.kaggle.com/shahules/indian-way-to-learn-cnn\n- https://docs.fast.ai/"}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":1}