diff --git "a/Coding_Challenge_for_Fatima_Fellowship.ipynb" "b/Coding_Challenge_for_Fatima_Fellowship.ipynb" deleted file mode 100644--- "a/Coding_Challenge_for_Fatima_Fellowship.ipynb" +++ /dev/null @@ -1,731 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "eBpjBBZc6IvA" - }, - "source": [ - "# Fatima Fellowship Quick Coding Challenge (Pick 1)\n", - "\n", - "Thank you for applying to the Fatima Fellowship. To help us select the Fellows and assess your ability to do machine learning research, we are asking that you complete a short coding challenge. Please pick **1 of these 5** coding challenges, whichever is most aligned with your interests. \n", - "\n", - "**Due date: 1 week**\n", - "\n", - "**How to submit**: Please make a copy of this colab notebook, add your code and results, and submit your colab notebook to the submission link below. If you have never used a colab notebook, [check out this video](https://www.youtube.com/watch?v=i-HnvsehuSw).\n", - "\n", - "**Submission link**: https://airtable.com/shrXy3QKSsO2yALd3" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "braBzmRpMe7_" - }, - "source": [ - "# 1. Deep Learning for Vision" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "1IWw-NZf5WfF" - }, - "source": [ - "**Upside down detector**: Train a model to detect if images are upside down\n", - "\n", - "* Pick a dataset of natural images (we suggest looking at datasets on the [Hugging Face Hub](https://huggingface.co/datasets?task_categories=task_categories:image-classification&sort=downloads))\n", - "* Synthetically turn some of images upside down. Create a training and test set.\n", - "* Build a neural network (using Tensorflow, PyTorch, or any framework you like)\n", - "* Train it to classify image orientation until a reasonable accuracy is reached\n", - "* [Upload the the model to the Hugging Face Hub](https://huggingface.co/docs/hub/adding-a-model), and add a link to your model below.\n", - "* Look at some of the images that were classified incorrectly. Please explain what you might do to improve your model's performance on these images in the future (you do not need to impelement these suggestions)\n", - "\n", - "**Submission instructions**: Please write your code below and include some examples of images that were classified" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Imports" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "id": "K2GJaYBpw91T" - }, - "outputs": [], - "source": [ - "### WRITE YOUR CODE TO TRAIN THE MODEL HERE\n", - "import torch\n", - "import torch.nn as nn\n", - "import torch.nn.functional as F\n", - "import torch.optim as optim\n", - "\n", - "import torchvision\n", - "import torchvision.transforms as T\n", - "import torchvision.transforms.functional as TF\n", - "\n", - "from datasets import load_dataset\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "np.random.seed(7)\n", - "import cv2 as cv\n", - "from tqdm import tqdm" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Helper functions" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def show_image(img, title='', ctype='rgb'):\n", - " plt.figure(figsize=(10, 10))\n", - " img = np.transpose(img, (1, 2, 0))\n", - " if ctype == 'bgr':\n", - " b, g, r = cv.split(img)\n", - " rgb_img = cv.merge([r, g, b])\n", - " plt.imshow(rgb_img)\n", - " elif ctype == 'hsv':\n", - " rgb = cv.cvtColor(img, cv.COLOR_HSV2RGB)\n", - " plt.imshow(rgb)\n", - " elif ctype == 'gray':\n", - " plt.imshow(img, cmap='gray')\n", - " elif ctype == 'rgb':\n", - " plt.imshow(img)\n", - " else:\n", - " raise Exception(\"Unknown colour type\")\n", - " plt.title(title)\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load dataset" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Pick a dataset of natural images" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Reusing dataset cifar10 (/home/cis/.cache/huggingface/datasets/cifar10/plain_text/1.0.0/447d6ec4733dddd1ce3bb577c7166b986eaa4c538dcd9e805ba61f35674a9de4)\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7d8d0cf9d1044f4194394937a73bfa80", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/2 [00:00 0.5:\n", - " images[i] = TF.vflip(img)\n", - " labels[i] = 1\n", - " else:\n", - " images[i] = img\n", - " labels[i] = 0\n", - " split_dataset = list(zip(images, labels))\n", - " if split == 'train':\n", - " trainloader = torch.utils.data.DataLoader(split_dataset, batch_size=batch_size)\n", - " else:\n", - " testloader = torch.utils.data.DataLoader(split_dataset, batch_size=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Visualization" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "images.shape = torch.Size([16, 3, 32, 32])\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# get some random training images\n", - "dataiter = iter(trainloader)\n", - "images, labels = dataiter.next()\n", - "print(f'images.shape = {images.shape}')\n", - "show_image(torchvision.utils.make_grid(images))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Build the model" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# Build a neural network \n", - "class Model(nn.Module):\n", - " def __init__(self):\n", - " super().__init__()\n", - " self.conv1 = nn.Conv2d(3, 8, 5)\n", - " self.pool = nn.MaxPool2d(2, 2)\n", - " self.conv2 = nn.Conv2d(8, 16, 5)\n", - " \n", - " self.fc1 = nn.Linear(16 * 5 * 5, 120)\n", - " self.fc2 = nn.Linear(120, 84)\n", - " self.fc3 = nn.Linear(84, 2)\n", - "\n", - " def forward(self, x):\n", - " x = self.pool(F.relu(self.conv1(x)))\n", - " x = self.pool(F.relu(self.conv2(x)))\n", - " x = torch.flatten(x, 1)\n", - " x = F.relu(self.fc1(x))\n", - " x = F.relu(self.fc2(x))\n", - " x = self.fc3(x)\n", - " return x\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Training" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "model = Model()\n", - "criterion = nn.CrossEntropyLoss()\n", - "optimizer = optim.Adam(model.parameters())" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 2000] loss: 0.56227\n", - "[2, 2000] loss: 0.48812\n", - "[3, 2000] loss: 0.45425\n", - "[4, 2000] loss: 0.42685\n", - "[5, 2000] loss: 0.40361\n", - "[6, 2000] loss: 0.37881\n", - "[7, 2000] loss: 0.35889\n", - "[8, 2000] loss: 0.33771\n", - "[9, 2000] loss: 0.31993\n", - "[10, 2000] loss: 0.29883\n", - "[11, 2000] loss: 0.28178\n", - "[12, 2000] loss: 0.26565\n", - "[13, 2000] loss: 0.25455\n", - "[14, 2000] loss: 0.23797\n", - "[15, 2000] loss: 0.22605\n", - "[16, 2000] loss: 0.22094\n", - "[17, 2000] loss: 0.21007\n", - "[18, 2000] loss: 0.20093\n", - "[19, 2000] loss: 0.18976\n", - "[20, 2000] loss: 0.18003\n", - "[21, 2000] loss: 0.17212\n", - "[22, 2000] loss: 0.16658\n", - "[23, 2000] loss: 0.15356\n", - "[24, 2000] loss: 0.15458\n", - "[25, 2000] loss: 0.14523\n", - "[26, 2000] loss: 0.14522\n", - "[27, 2000] loss: 0.13753\n", - "[28, 2000] loss: 0.13043\n", - "[29, 2000] loss: 0.12817\n", - "[30, 2000] loss: 0.12139\n", - "[31, 2000] loss: 0.12434\n", - "[32, 2000] loss: 0.11681\n", - "[33, 2000] loss: 0.11471\n", - "[34, 2000] loss: 0.11297\n", - "[35, 2000] loss: 0.10869\n", - "[36, 2000] loss: 0.10742\n", - "[37, 2000] loss: 0.10433\n", - "[38, 2000] loss: 0.09798\n", - "[39, 2000] loss: 0.10139\n", - "[40, 2000] loss: 0.10111\n", - "[41, 2000] loss: 0.09679\n", - "[42, 2000] loss: 0.09670\n", - "[43, 2000] loss: 0.08554\n", - "[44, 2000] loss: 0.09479\n", - "[45, 2000] loss: 0.09182\n", - "[46, 2000] loss: 0.08623\n", - "[47, 2000] loss: 0.07728\n", - "[48, 2000] loss: 0.08316\n", - "[49, 2000] loss: 0.08408\n", - "[50, 2000] loss: 0.07680\n", - "Finished Training\n" - ] - } - ], - "source": [ - "epochs = 50\n", - "for epoch in range(epochs): \n", - " running_loss = 0.0\n", - " for i, data in enumerate(trainloader, 0):\n", - "\n", - " inputs, labels = data\n", - "\n", - " # zero the parameter gradients\n", - " optimizer.zero_grad()\n", - "\n", - " # forward + backward + optimize\n", - " outputs = model(inputs)\n", - " loss = criterion(outputs, labels)\n", - " loss.backward()\n", - " optimizer.step()\n", - "\n", - " # print statistics\n", - " running_loss += loss.item()\n", - " if i % 2000 == 1999:\n", - " print(f'[{epoch + 1}, {i + 1:5d}] loss: {running_loss / 2000:.5f}')\n", - " running_loss = 0.0\n", - "\n", - "print('Finished Training')" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "torch.save(model.state_dict(), './up_down_net.pth')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Test" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "GroundTruth: normal\n", - "Predicted: flipped\n" - ] - } - ], - "source": [ - "dataiter = iter(testloader)\n", - "images, labels = dataiter.next()\n", - "outputs = model(images)\n", - "_, predicted = torch.max(outputs, 1)\n", - "\n", - "print('GroundTruth:', classes[labels[0]])\n", - "print('Predicted:', classes[predicted[0]])" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy of the network on the 10000 test images: 74 %\n" - ] - } - ], - "source": [ - "correct = 0\n", - "total = 0\n", - "error_images = list()\n", - "\n", - "with torch.no_grad():\n", - " for i, data in enumerate(testloader):\n", - " images, labels = data\n", - " outputs = model(images)\n", - " _, predicted = torch.max(outputs.data, 1)\n", - " total += labels.size(0)\n", - " correct += (predicted == labels).sum().item()\n", - " if predicted != labels:\n", - " error_images.append(i)\n", - "\n", - "print(f'Accuracy of the network on the 10000 test images: {100 * correct // total} %')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Error exploration" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "idxes = np.random.choice(error_images, 16)\n", - "images = list()\n", - "convert_tensor = T.ToTensor()\n", - "\n", - "for idx in idxes:\n", - " images.append(convert_tensor(dataset['test']['img'][idx]))\n", - "\n", - "show_image(torchvision.utils.make_grid(images))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "qSeLed2JxvGI" - }, - "source": [ - "**Write up**: \n", - "* Link to the model on Hugging Face Hub:\n", - " - [Model link](https://huggingface.co/asebaq/up_down_model/)\n", - "* Include some examples of misclassified images. Please explain what you might do to improve your model's performance on these images in the future (you do not need to impelement these suggestions)\n", - " 1. We can increase the model complexity by implementing a deeper model\n", - " 2. We can infer from the error images that the model has somehow inferred a relationship between the white pixels (sky for example) and the image orientation so to overcome this problem we can do data augmentation in a way that the data has white pixels in places other that the top or bottom (like color jitter)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "sFU9LTOyMiMj" - }, - "source": [ - "# 2. Deep Learning for NLP\n", - "\n", - "**Fake news classifier**: Train a text classification model to detect fake news articles!\n", - "\n", - "* Download the dataset here: https://www.kaggle.com/clmentbisaillon/fake-and-real-news-dataset\n", - "* Develop an NLP model for classification that uses a pretrained language model\n", - "* Finetune your model on the dataset, and generate an AUC curve of your model on the test set of your choice. \n", - "* [Upload the the model to the Hugging Face Hub](https://huggingface.co/docs/hub/adding-a-model), and add a link to your model below.\n", - "* *Answer the following question*: Look at some of the news articles that were classified incorrectly. Please explain what you might do to improve your model's performance on these news articles in the future (you do not need to impelement these suggestions)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "id": "E90i018KyJH3" - }, - "outputs": [], - "source": [ - "### WRITE YOUR CODE TO TRAIN THE MODEL HERE" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kpInVUMLyJ24" - }, - "source": [ - "**Write up**: \n", - "* Link to the model on Hugging Face Hub: \n", - "* Include some examples of misclassified news articles. Please explain what you might do to improve your model's performance on these news articles in the future (you do not need to impelement these suggestions)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jTfHpo6BOmE8" - }, - "source": [ - "# 3. Deep RL / Robotics" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "saB64bbTXWgZ" - }, - "source": [ - "**RL for Classical Control:** Using any of the [classical control](https://github.com/openai/gym/blob/master/docs/environments.md#classic-control) environments from OpenAI's `gym`, implement a deep NN that learns an optimal policy which maximizes the reward of the environment.\n", - "\n", - "* Describe the NN you implemented and the behavior you observe from the agent as the model converges (or diverges).\n", - "* Plot the reward as a function of steps (or Epochs).\n", - "Compare your results to a random agent.\n", - "* Discuss whether you think your model has learned the optimal policy and potential methods for improving it and/or where it might fail.\n", - "* (Optional) [Upload the the model to the Hugging Face Hub](https://huggingface.co/docs/hub/adding-a-model), and add a link to your model below.\n", - "\n", - "\n", - "You may use any frameworks you like, but you must implement your NN on your own (no pre-defined/trained models like [`stable_baselines`](https://stable-baselines.readthedocs.io/en/master/)).\n", - "\n", - "You may use any simulator other than `gym` _however_:\n", - "* The environment has to be similar to the classical control environments (or more complex like [`robosuite`](https://github.com/ARISE-Initiative/robosuite)).\n", - "* You cannot choose a game/Atari/text based environment. The purpose of this challenge is to demonstrate an understanding of basic kinematic/dynamic systems." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "id": "CUhkTcoeynVv" - }, - "outputs": [], - "source": [ - "### WRITE YOUR CODE TO TRAIN THE MODEL HERE" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "bWllPZhJyotg" - }, - "source": [ - "**Write up**: \n", - "* (Optional) link to the model on Hugging Face Hub: \n", - "* Discuss whether you think your model has learned the optimal policy and potential methods for improving it and/or where it might fail." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "rbrRbrISa5J_" - }, - "source": [ - "# 4. Theory / Linear Algebra " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "KFkLRCzTXTzL" - }, - "source": [ - "**Implement Contrastive PCA** Read [this paper](https://www.nature.com/articles/s41467-018-04608-8) and implement contrastive PCA in Python.\n", - "\n", - "* First, please discuss what kind of dataset this would make sense to use this method on\n", - "* Implement the method in Python (do not use previous implementations of the method if they already exist)\n", - "* Then create a synthetic dataset and apply the method to the synthetic data. Compare with standard PCA.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "TpyqWl-ly0wy" - }, - "source": [ - "**Write up**: Discuss what kind of dataset it would make sense to use Contrastive PCA" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "id": "1CQzUSfQywRk" - }, - "outputs": [], - "source": [ - "### WRITE YOUR CODE HERE" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "dlqmZS5Hy6q-" - }, - "source": [ - "# 5. Systems" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "QW_eiDFw1QKm" - }, - "source": [ - "**Inference on the edge**: Measure the inference times in various computationally-constrained settings\n", - "\n", - "* Pick a few different speech detection models (we suggest looking at models on the [Hugging Face Hub](https://huggingface.co/models?pipeline_tag=automatic-speech-recognition&sort=downloads))\n", - "* Simulate different memory constraints and CPU allocations that are realistic for edge devices that might run such models, such as smart speakers or microcontrollers, and measure what is the average inference time of the models under these conditions \n", - "* How does the inference time vary with (1) choice of model (2) available system memory (3) available CPU (4) size of input?\n", - "\n", - "Are there any surprising discoveries? (Note that this coding challenge is fairly open-ended, so we will be considering the amount of effort invested in discovering something interesting here)." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "id": "OYp94wLP1kWJ" - }, - "outputs": [], - "source": [ - "### WRITE YOUR CODE HERE" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "yoHmutWx2jer" - }, - "source": [ - "**Write up**: What surprising discoveries do you see?" - ] - } - ], - "metadata": { - "colab": { - "collapsed_sections": [], - "name": "Coding Challenge for Fatima Fellowship", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.13" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -}