diff --git a/data/imagenet_idx_to_class.json b/data/imagenet_idx_to_class.json
new file mode 100644
index 0000000..c0b134d
--- /dev/null
+++ b/data/imagenet_idx_to_class.json
@@ -0,0 +1 @@
+["tench", "goldfish", "great white shark", "tiger shark", "hammerhead", "electric ray", "stingray", "cock", "hen", "ostrich", "brambling", "goldfinch", "house finch", "junco", "indigo bunting", "robin", "bulbul", "jay", "magpie", "chickadee", "water ouzel", "kite", "bald eagle", "vulture", "great grey owl", "European fire salamander", "common newt", "eft", "spotted salamander", "axolotl", "bullfrog", "tree frog", "tailed frog", "loggerhead", "leatherback turtle", "mud turtle", "terrapin", "box turtle", "banded gecko", "common iguana", "American chameleon", "whiptail", "agama", "frilled lizard", "alligator lizard", "Gila monster", "green lizard", "African chameleon", "Komodo dragon", "African crocodile", "American alligator", "triceratops", "thunder snake", "ringneck snake", "hognose snake", "green snake", "king snake", "garter snake", "water snake", "vine snake", "night snake", "boa constrictor", "rock python", "Indian cobra", "green mamba", "sea snake", "horned viper", "diamondback", "sidewinder", "trilobite", "harvestman", "scorpion", "black and gold garden spider", "barn spider", "garden spider", "black widow", "tarantula", "wolf spider", "tick", "centipede", "black grouse", "ptarmigan", "ruffed grouse", "prairie chicken", "peacock", "quail", "partridge", "African grey", "macaw", "sulphur-crested cockatoo", "lorikeet", "coucal", "bee eater", "hornbill", "hummingbird", "jacamar", "toucan", "drake", "red-breasted merganser", "goose", "black swan", "tusker", "echidna", "platypus", "wallaby", "koala", "wombat", "jellyfish", "sea anemone", "brain coral", "flatworm", "nematode", "conch", "snail", "slug", "sea slug", "chiton", "chambered nautilus", "Dungeness crab", "rock crab", "fiddler crab", "king crab", "American lobster", "spiny lobster", "crayfish", "hermit crab", "isopod", "white stork", "black stork", "spoonbill", "flamingo", "little blue heron", "American egret", "bittern", "crane", "limpkin", "European gallinule", "American coot", "bustard", "ruddy turnstone", "red-backed sandpiper", "redshank", "dowitcher", "oystercatcher", "pelican", "king penguin", "albatross", "grey whale", "killer whale", "dugong", "sea lion", "Chihuahua", "Japanese spaniel", "Maltese dog", "Pekinese", "Shih-Tzu", "Blenheim spaniel", "papillon", "toy terrier", "Rhodesian ridgeback", "Afghan hound", "basset", "beagle", "bloodhound", "bluetick", "black-and-tan coonhound", "Walker hound", "English foxhound", "redbone", "borzoi", "Irish wolfhound", "Italian greyhound", "whippet", "Ibizan hound", "Norwegian elkhound", "otterhound", "Saluki", "Scottish deerhound", "Weimaraner", "Staffordshire bullterrier", "American Staffordshire terrier", "Bedlington terrier", "Border terrier", "Kerry blue terrier", "Irish terrier", "Norfolk terrier", "Norwich terrier", "Yorkshire terrier", "wire-haired fox terrier", "Lakeland terrier", "Sealyham terrier", "Airedale", "cairn", "Australian terrier", "Dandie Dinmont", "Boston bull", "miniature schnauzer", "giant schnauzer", "standard schnauzer", "Scotch terrier", "Tibetan terrier", "silky terrier", "soft-coated wheaten terrier", "West Highland white terrier", "Lhasa", "flat-coated retriever", "curly-coated retriever", "golden retriever", "Labrador retriever", "Chesapeake Bay retriever", "German short-haired pointer", "vizsla", "English setter", "Irish setter", "Gordon setter", "Brittany spaniel", "clumber", "English springer", "Welsh springer spaniel", "cocker spaniel", "Sussex spaniel", "Irish water spaniel", "kuvasz", "schipperke", "groenendael", "malinois", "briard", "kelpie", "komondor", "Old English sheepdog", "Shetland sheepdog", "collie", "Border collie", "Bouvier des Flandres", "Rottweiler", "German shepherd", "Doberman", "miniature pinscher", "Greater Swiss Mountain dog", "Bernese mountain dog", "Appenzeller", "EntleBucher", "boxer", "bull mastiff", "Tibetan mastiff", "French bulldog", "Great Dane", "Saint Bernard", "Eskimo dog", "malamute", "Siberian husky", "dalmatian", "affenpinscher", "basenji", "pug", "Leonberg", "Newfoundland", "Great Pyrenees", "Samoyed", "Pomeranian", "chow", "keeshond", "Brabancon griffon", "Pembroke", "Cardigan", "toy poodle", "miniature poodle", "standard poodle", "Mexican hairless", "timber wolf", "white wolf", "red wolf", "coyote", "dingo", "dhole", "African hunting dog", "hyena", "red fox", "kit fox", "Arctic fox", "grey fox", "tabby", "tiger cat", "Persian cat", "Siamese cat", "Egyptian cat", "cougar", "lynx", "leopard", "snow leopard", "jaguar", "lion", "tiger", "cheetah", "brown bear", "American black bear", "ice bear", "sloth bear", "mongoose", "meerkat", "tiger beetle", "ladybug", "ground beetle", "long-horned beetle", "leaf beetle", "dung beetle", "rhinoceros beetle", "weevil", "fly", "bee", "ant", "grasshopper", "cricket", "walking stick", "cockroach", "mantis", "cicada", "leafhopper", "lacewing", "dragonfly", "damselfly", "admiral", "ringlet", "monarch", "cabbage butterfly", "sulphur butterfly", "lycaenid", "starfish", "sea urchin", "sea cucumber", "wood rabbit", "hare", "Angora", "hamster", "porcupine", "fox squirrel", "marmot", "beaver", "guinea pig", "sorrel", "zebra", "hog", "wild boar", "warthog", "hippopotamus", "ox", "water buffalo", "bison", "ram", "bighorn", "ibex", "hartebeest", "impala", "gazelle", "Arabian camel", "llama", "weasel", "mink", "polecat", "black-footed ferret", "otter", "skunk", "badger", "armadillo", "three-toed sloth", "orangutan", "gorilla", "chimpanzee", "gibbon", "siamang", "guenon", "patas", "baboon", "macaque", "langur", "colobus", "proboscis monkey", "marmoset", "capuchin", "howler monkey", "titi", "spider monkey", "squirrel monkey", "Madagascar cat", "indri", "Indian elephant", "African elephant", "lesser panda", "giant panda", "barracouta", "eel", "coho", "rock beauty", "anemone fish", "sturgeon", "gar", "lionfish", "puffer", "abacus", "abaya", "academic gown", "accordion", "acoustic guitar", "aircraft carrier", "airliner", "airship", "altar", "ambulance", "amphibian", "analog clock", "apiary", "apron", "ashcan", "assault rifle", "backpack", "bakery", "balance beam", "balloon", "ballpoint", "Band Aid", "banjo", "bannister", "barbell", "barber chair", "barbershop", "barn", "barometer", "barrel", "barrow", "baseball", "basketball", "bassinet", "bassoon", "bathing cap", "bath towel", "bathtub", "beach wagon", "beacon", "beaker", "bearskin", "beer bottle", "beer glass", "bell cote", "bib", "bicycle-built-for-two", "bikini", "binder", "binoculars", "birdhouse", "boathouse", "bobsled", "bolo tie", "bonnet", "bookcase", "bookshop", "bottlecap", "bow", "bow tie", "brass", "brassiere", "breakwater", "breastplate", "broom", "bucket", "buckle", "bulletproof vest", "bullet train", "butcher shop", "cab", "caldron", "candle", "cannon", "canoe", "can opener", "cardigan", "car mirror", "carousel", "carpenter's kit", "carton", "car wheel", "cash machine", "cassette", "cassette player", "castle", "catamaran", "CD player", "cello", "cellular telephone", "chain", "chainlink fence", "chain mail", "chain saw", "chest", "chiffonier", "chime", "china cabinet", "Christmas stocking", "church", "cinema", "cleaver", "cliff dwelling", "cloak", "clog", "cocktail shaker", "coffee mug", "coffeepot", "coil", "combination lock", "computer keyboard", "confectionery", "container ship", "convertible", "corkscrew", "cornet", "cowboy boot", "cowboy hat", "cradle", "crane", "crash helmet", "crate", "crib", "Crock Pot", "croquet ball", "crutch", "cuirass", "dam", "desk", "desktop computer", "dial telephone", "diaper", "digital clock", "digital watch", "dining table", "dishrag", "dishwasher", "disk brake", "dock", "dogsled", "dome", "doormat", "drilling platform", "drum", "drumstick", "dumbbell", "Dutch oven", "electric fan", "electric guitar", "electric locomotive", "entertainment center", "envelope", "espresso maker", "face powder", "feather boa", "file", "fireboat", "fire engine", "fire screen", "flagpole", "flute", "folding chair", "football helmet", "forklift", "fountain", "fountain pen", "four-poster", "freight car", "French horn", "frying pan", "fur coat", "garbage truck", "gasmask", "gas pump", "goblet", "go-kart", "golf ball", "golfcart", "gondola", "gong", "gown", "grand piano", "greenhouse", "grille", "grocery store", "guillotine", "hair slide", "hair spray", "half track", "hammer", "hamper", "hand blower", "hand-held computer", "handkerchief", "hard disc", "harmonica", "harp", "harvester", "hatchet", "holster", "home theater", "honeycomb", "hook", "hoopskirt", "horizontal bar", "horse cart", "hourglass", "iPod", "iron", "jack-o'-lantern", "jean", "jeep", "jersey", "jigsaw puzzle", "jinrikisha", "joystick", "kimono", "knee pad", "knot", "lab coat", "ladle", "lampshade", "laptop", "lawn mower", "lens cap", "letter opener", "library", "lifeboat", "lighter", "limousine", "liner", "lipstick", "Loafer", "lotion", "loudspeaker", "loupe", "lumbermill", "magnetic compass", "mailbag", "mailbox", "maillot", "maillot", "manhole cover", "maraca", "marimba", "mask", "matchstick", "maypole", "maze", "measuring cup", "medicine chest", "megalith", "microphone", "microwave", "military uniform", "milk can", "minibus", "miniskirt", "minivan", "missile", "mitten", "mixing bowl", "mobile home", "Model T", "modem", "monastery", "monitor", "moped", "mortar", "mortarboard", "mosque", "mosquito net", "motor scooter", "mountain bike", "mountain tent", "mouse", "mousetrap", "moving van", "muzzle", "nail", "neck brace", "necklace", "nipple", "notebook", "obelisk", "oboe", "ocarina", "odometer", "oil filter", "organ", "oscilloscope", "overskirt", "oxcart", "oxygen mask", "packet", "paddle", "paddlewheel", "padlock", "paintbrush", "pajama", "palace", "panpipe", "paper towel", "parachute", "parallel bars", "park bench", "parking meter", "passenger car", "patio", "pay-phone", "pedestal", "pencil box", "pencil sharpener", "perfume", "Petri dish", "photocopier", "pick", "pickelhaube", "picket fence", "pickup", "pier", "piggy bank", "pill bottle", "pillow", "ping-pong ball", "pinwheel", "pirate", "pitcher", "plane", "planetarium", "plastic bag", "plate rack", "plow", "plunger", "Polaroid camera", "pole", "police van", "poncho", "pool table", "pop bottle", "pot", "potter's wheel", "power drill", "prayer rug", "printer", "prison", "projectile", "projector", "puck", "punching bag", "purse", "quill", "quilt", "racer", "racket", "radiator", "radio", "radio telescope", "rain barrel", "recreational vehicle", "reel", "reflex camera", "refrigerator", "remote control", "restaurant", "revolver", "rifle", "rocking chair", "rotisserie", "rubber eraser", "rugby ball", "rule", "running shoe", "safe", "safety pin", "saltshaker", "sandal", "sarong", "sax", "scabbard", "scale", "school bus", "schooner", "scoreboard", "screen", "screw", "screwdriver", "seat belt", "sewing machine", "shield", "shoe shop", "shoji", "shopping basket", "shopping cart", "shovel", "shower cap", "shower curtain", "ski", "ski mask", "sleeping bag", "slide rule", "sliding door", "slot", "snorkel", "snowmobile", "snowplow", "soap dispenser", "soccer ball", "sock", "solar dish", "sombrero", "soup bowl", "space bar", "space heater", "space shuttle", "spatula", "speedboat", "spider web", "spindle", "sports car", "spotlight", "stage", "steam locomotive", "steel arch bridge", "steel drum", "stethoscope", "stole", "stone wall", "stopwatch", "stove", "strainer", "streetcar", "stretcher", "studio couch", "stupa", "submarine", "suit", "sundial", "sunglass", "sunglasses", "sunscreen", "suspension bridge", "swab", "sweatshirt", "swimming trunks", "swing", "switch", "syringe", "table lamp", "tank", "tape player", "teapot", "teddy", "television", "tennis ball", "thatch", "theater curtain", "thimble", "thresher", "throne", "tile roof", "toaster", "tobacco shop", "toilet seat", "torch", "totem pole", "tow truck", "toyshop", "tractor", "trailer truck", "tray", "trench coat", "tricycle", "trimaran", "tripod", "triumphal arch", "trolleybus", "trombone", "tub", "turnstile", "typewriter keyboard", "umbrella", "unicycle", "upright", "vacuum", "vase", "vault", "velvet", "vending machine", "vestment", "viaduct", "violin", "volleyball", "waffle iron", "wall clock", "wallet", "wardrobe", "warplane", "washbasin", "washer", "water bottle", "water jug", "water tower", "whiskey jug", "whistle", "wig", "window screen", "window shade", "Windsor tie", "wine bottle", "wing", "wok", "wooden spoon", "wool", "worm fence", "wreck", "yawl", "yurt", "web site", "comic book", "crossword puzzle", "street sign", "traffic light", "book jacket", "menu", "plate", "guacamole", "consomme", "hot pot", "trifle", "ice cream", "ice lolly", "French loaf", "bagel", "pretzel", "cheeseburger", "hotdog", "mashed potato", "head cabbage", "broccoli", "cauliflower", "zucchini", "spaghetti squash", "acorn squash", "butternut squash", "cucumber", "artichoke", "bell pepper", "cardoon", "mushroom", "Granny Smith", "strawberry", "orange", "lemon", "fig", "pineapple", "banana", "jackfruit", "custard apple", "pomegranate", "hay", "carbonara", "chocolate sauce", "dough", "meat loaf", "pizza", "potpie", "burrito", "red wine", "espresso", "cup", "eggnog", "alp", "bubble", "cliff", "coral reef", "geyser", "lakeside", "promontory", "sandbar", "seashore", "valley", "volcano", "ballplayer", "groom", "scuba diver", "rapeseed", "daisy", "yellow lady's slipper", "corn", "acorn", "hip", "buckeye", "coral fungus", "agaric", "gyromitra", "stinkhorn", "earthstar", "hen-of-the-woods", "bolete", "ear", "toilet tissue"]
\ No newline at end of file
diff --git a/notebooks/pytorch/MLA-CV-Lecture1-CNN.ipynb b/notebooks/pytorch/MLA-CV-Lecture1-CNN.ipynb
new file mode 100644
index 0000000..2d4b7a0
--- /dev/null
+++ b/notebooks/pytorch/MLA-CV-Lecture1-CNN.ipynb
@@ -0,0 +1,661 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "![MLU Logo](../../data/MLU_Logo.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "-"
+ }
+ },
+ "source": [
+ "# Machine Learning Accelerator - Computer Vision - Lecture 1\n",
+ "\n",
+ "\n",
+ "## Convolutional Neural Networks with PyTorch\n",
+ "\n",
+ "In this notebook, we strengthen the fundamental understanding of Convolutional Neural Network (CNN) by using built-in CNN architectures in [PyTorch](https://pytorch.org/docs/stable/index.html) to train a multiclass classification model on a real-world dataset.\n",
+ "\n",
+ "1. A Toy Example\n",
+ " * Convolution 2D \n",
+ " * Padding and Stride\n",
+ " * Computing the Shape\n",
+ " * Pooling\n",
+ " \n",
+ " \n",
+ "2. A Real-world Example - MINC\n",
+ " * Loading the datasets\n",
+ " * Designing the Network Architectures"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "Notice that, if you are running on GPU, please ensure you are:\n",
+ "1. using library `torch` >= 1.6.0, and\n",
+ "1. using library `d2l` >= 0.15.0\n",
+ "\n",
+ "by running the following updating command."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "torch 1.6.0 \r\n",
+ "torchvision 0.7.0 \r\n"
+ ]
+ }
+ ],
+ "source": [
+ "! pip list | egrep torch"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "d2l 0.15.0 \r\n"
+ ]
+ }
+ ],
+ "source": [
+ "! pip list | egrep d2l"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "You should see `torch` and `d2l` are listing with its versions. If the above packages meet the requirements, feel free to skip the next line of installation code. If not, simply running the following code to install the packages:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# ! pip install torch torchvision\n",
+ "# ! pip install -q d2l==0.15.0"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "After the sanity check, let's import the packages for this notebook:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "from d2l import torch as d2l\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "import torchvision\n",
+ "from torch import nn\n",
+ "from torchvision import transforms\n",
+ "from torch.nn import BCELoss\n",
+ "from sklearn.metrics import accuracy_score"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "fragment"
+ }
+ },
+ "source": [
+ "## 1. A Toy Example\n",
+ "(Go to top)\n",
+ "\n",
+ "### 1.1 Convolution 2D\n",
+ "(Go to top)\n",
+ "\n",
+ "Firstly, let's use the built-in CNN classes in PyTorch with a toy example. PyTorch has a variety of convolutional layers such as \n",
+ "\n",
+ "\n",
+ "```python\n",
+ "nn.Conv1d()\n",
+ "nn.Conv2d()\n",
+ "nn.Conv3d()\n",
+ "```\n",
+ "\n",
+ "and more operators [here](https://pytorch.org/docs/stable/nn.html#convolution-layers). \n",
+ "\n",
+ "\n",
+ "### 1.2 Padding and Stride\n",
+ "(Go to top)\n",
+ "\n",
+ "In the built-in classes, we can also add padding and stride. Recall that:\n",
+ "\n",
+ "\"padding\" adds rows/columns around the input, \n",
+ "\n",
+ "![Padding.](https://d2l.ai/_images/conv-pad.svg)\n",
+ "\n",
+ "\n",
+ "while \"stride\" refers to the number of “unit” the kernel shifted per slide over rows/columns.\n",
+ "\n",
+ "![Stride.](https://d2l.ai/_images/conv-stride.svg)\n",
+ "\n",
+ "\n",
+ "\n",
+ "### 1.3 Computing the Shape\n",
+ "(Go to top)\n",
+ "\n",
+ "\n",
+ "Let's experiment an example with input shape of (3, 3), with a kernel size of 2, padding size of 1 on both sides and stride size of (2, 3). The output shape of the `Conv2d()` should be:\n",
+ "\n",
+ "\\begin{align}\n",
+ "\\text{ Output shape} & = \\lfloor(n_h-k_h+p_h+s_h)/s_h\\rfloor \\times \\lfloor(n_w-k_w+p_w+s_w)/s_w\\rfloor \\\\\n",
+ " & = \\lfloor(3 - 2 + 2*1 + 2) / 2\\rfloor \\times \\lfloor(3 - 2 + 2*1 + 3) / 3\\rfloor \\\\\n",
+ " & = (2, 2)\n",
+ "\\end{align}\n",
+ "\n",
+ "Let's validate in code! To check the output of the convolution layers, we define the `comp_conv2d` function as forward propogation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def comp_conv2d(conv2d, X):\n",
+ " # Add batch and channel dimension.\n",
+ " X = X.reshape((1, 1) + X.shape) # after reshape, shape=(1,1,3,3)\n",
+ " Y = conv2d(X)\n",
+ " # Exclude the first two dimensions\n",
+ " return Y.reshape(Y.shape[2:])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now we can verify the output shape of the Conv2D layer."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2019-07-03T22:12:43.364745Z",
+ "start_time": "2019-07-03T22:12:43.345529Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "torch.Size([2, 2])"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X = torch.rand(size=(3, 3))\n",
+ "conv2d = nn.Conv2d(in_channels=1, out_channels=1, kernel_size=2, padding=1, stride=(2,3))\n",
+ "comp_conv2d(conv2d, X).shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1.4 Pooling\n",
+ "(Go to top)\n",
+ "\n",
+ "Recall max pooling returns the maximal value in the pooling window, while average pooling summizes the means.\n",
+ "\n",
+ "![Pooling.](https://d2l.ai/_images/pooling.svg)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "We can also import built-in pooling layer from PyTorch with Padding and Stride, such as `MaxPool2d()` or `AvgPool1d()`. See full list of built-in pooling architectures [here](https://pytorch.org/docs/stable/nn.html#pooling-layers)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "tensor([[[[ 0., 1., 2., 3.],\n",
+ " [ 4., 5., 6., 7.],\n",
+ " [ 8., 9., 10., 11.],\n",
+ " [12., 13., 14., 15.]]]])\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "tensor([[[[ 5., 7.],\n",
+ " [13., 15.]]]])"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X = torch.arange(16, dtype=torch.float32).reshape((1, 1, 4, 4))\n",
+ "print(X)\n",
+ "pool2d = nn.MaxPool2d(kernel_size=3, padding=1, stride=2)\n",
+ "pool2d(X)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2. A Real-world Example - MINC\n",
+ "(Go to top)\n",
+ "\n",
+ "[MINC](http://opensurfaces.cs.cornell.edu/publications/minc/) is short for Materials in Context Database, provided by Cornell. __We will use a subset of this dataset with the following classes: brick, carpet, food, mirror, sky, water.__ It is well labeled and has a moderate size thus is perfect to be our example.\n",
+ "\n",
+ "\n",
+ "![MINC 2500 Examples.](https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/datasets/MINC-2500.png)\n",
+ "\n",
+ "\n",
+ "### 2.1 Loading the datasets\n",
+ "(Go to top)\n",
+ "\n",
+ "First, let's define the paths for train, validation and test dataset. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "path = '../../data/minc-2500'\n",
+ "train_path = os.path.join(path, 'train')\n",
+ "val_path = os.path.join(path, 'val')\n",
+ "test_path = os.path.join(path, 'test')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "It is a good practice to visualize what does the dataset look like! Let's define the `show_images` function and see some sample images in MINC."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def show_images(imgs, num_rows, num_cols, titles=None, scale=1.5):\n",
+ " \"\"\"Plot a list of images.\"\"\"\n",
+ " figsize = (num_cols * scale, num_rows * scale)\n",
+ " _, axes = d2l.plt.subplots(num_rows, num_cols, figsize=figsize)\n",
+ " axes = axes.flatten()\n",
+ " for i, (ax, img) in enumerate(zip(axes, imgs)):\n",
+ " ax.imshow(img.permute(1,2,0).numpy())\n",
+ " ax.axes.get_xaxis().set_visible(False)\n",
+ " ax.axes.get_yaxis().set_visible(False)\n",
+ " if titles:\n",
+ " ax.set_title(titles[i])\n",
+ " return axes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
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+ "