autoencoders.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "load_dataset (generic function with 1 method)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using FileIO, Statistics\n",
    "using Images\n",
    "using Flux\n",
    "using MLDataUtils: splitobs, shuffleobs\n",
    "\n",
    "function preprocess_image(file_path)\n",
    "    img = load(file_path)  # Load the image using FileIO\n",
    "    img_resized = imresize(img, (64, 64))  # Resize image to 64x64\n",
    "    img_float = Float32.(channelview(img_resized)) ./ Float32(255.0)  # Normalize pixel values\n",
    "    # return img_float\n",
    "    if size(img_float, 1) != 3\n",
    "        return nothing\n",
    "    end\n",
    "    try\n",
    "        img_permuted = permutedims(img_float, (2, 3, 1))  # Permute dimensions to (Channels, Height, Width)\n",
    "        return img_permuted\n",
    "    catch ArgumentError\n",
    "        return nothing\n",
    "    end\n",
    "end\n",
    "\n",
    "# Function to load the dataset\n",
    "function load_dataset(dataset_dir)\n",
    "    images, labels = [], []\n",
    "    classes = readdir(dataset_dir)\n",
    "\n",
    "    # Assign a numeric label to each class\n",
    "    class_to_index = Dict(class_name => i for (i, class_name) in enumerate(classes))\n",
    "    \n",
    "    for class in classes\n",
    "        class_dir = joinpath(dataset_dir, class)\n",
    "        for image_file in readdir(class_dir)\n",
    "            full_path = joinpath(class_dir, image_file)\n",
    "            preprocessed_image = preprocess_image(full_path)\n",
    "            if preprocessed_image != nothing\n",
    "                push!(images, preprocessed_image)\n",
    "                push!(labels, class_to_index[class])\n",
    "            end\n",
    "        end\n",
    "    end\n",
    "\n",
    "    # Convert labels to one-hot encoding\n",
    "    labels = Flux.onehotbatch(labels, 1:length(classes))\n",
    "\n",
    "    # Split dataset into training, validation, and test sets\n",
    "    return splitobs(shuffleobs((images, labels)), at = 0.7)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Warning: Premature end of JPEG byte sequence.\n",
      "└ @ JpegTurbo /Users/advaitshukla/.julia/packages/JpegTurbo/qyyJK/src/decode.jl:220\n",
      "┌ Warning: Premature end of JPEG byte sequence.\n",
      "└ @ JpegTurbo /Users/advaitshukla/.julia/packages/JpegTurbo/qyyJK/src/decode.jl:220\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Warning: Premature end of JPEG byte sequence.\n",
      "└ @ JpegTurbo /Users/advaitshukla/.julia/packages/JpegTurbo/qyyJK/src/decode.jl:220\n",
      "┌ Warning: Premature end of JPEG byte sequence.\n",
      "└ @ JpegTurbo /Users/advaitshukla/.julia/packages/JpegTurbo/qyyJK/src/decode.jl:220\n"
     ]
    }
   ],
   "source": [
    "classes = readdir(\"dataset2\")\n",
    "train_data, test_data = load_dataset(\"dataset2\")\n",
    "\n",
    "x, y = train_data\n",
    "trainData = []\n",
    "for i in range(start=1, stop=size(x, 1), step=1)\n",
    "    push!(trainData, (Flux.unsqueeze(x[i], 4), y[:, i]))\n",
    "end\n",
    "\n",
    "x, y = test_data\n",
    "testData = []\n",
    "for i in range(start=1, stop=size(x, 1), step=1)\n",
    "    push!(testData, (Flux.unsqueeze(x[i], 4), y[:, i]))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Chain(\n",
       "  Chain(\n",
       "    Conv((3, 3), 3 => 8, relu, pad=1),  \u001b[90m# 224 parameters\u001b[39m\n",
       "    MaxPool((2, 2)),\n",
       "    Flux.flatten,\n",
       "    Dense(8192 => 32, relu),            \u001b[90m# 262_176 parameters\u001b[39m\n",
       "  ),\n",
       "  Chain(\n",
       "    Dense(32 => 8192, relu),            \u001b[90m# 270_336 parameters\u001b[39m\n",
       "    var\"#47#49\"(),\n",
       "    Upsample(:nearest, scale = (2, 2)),\n",
       "    Conv((3, 3), 8 => 3, relu, pad=1),  \u001b[90m# 219 parameters\u001b[39m\n",
       "    var\"#48#50\"(),\n",
       "  ),\n",
       ") \u001b[90m                  # Total: 8 arrays, \u001b[39m532_955 parameters, 2.035 MiB."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_cnn = Chain(\n",
    "    Conv((3, 3), 3=>8, relu, pad=(1,1)),  \n",
    "    MaxPool((2, 2)),                       \n",
    "    Conv((3, 3), 8=>16, relu, pad=(1,1)),  \n",
    "    MaxPool((2, 2)),                       \n",
    "    Flux.flatten,\n",
    "    Dense(16 * 16 * 16, 120),              \n",
    "    Dense(120, 84),\n",
    "    Dense(84, 4),                         \n",
    "    Flux.softmax\n",
    ")\n",
    "\n",
    "encoder = Chain(\n",
    "    Conv((3, 3), 3=>8, relu, pad=(1,1)),  \n",
    "    MaxPool((2, 2)), \n",
    "    Flux.flatten,\n",
    "    Dense(32*32*8 => 32, relu),\n",
    ")\n",
    "\n",
    "decoder = Chain(\n",
    "    Dense(32 => 32*32*8, relu),\n",
    "    x -> reshape(x, 32, 32, 8, :),  \n",
    "    Upsample(scale=(2,2)),  \n",
    "    Conv((3, 3), 8=>3, relu, pad=(1,1)), \n",
    "    x -> sigmoid.(x)  \n",
    ")\n",
    "\n",
    "classifier = Chain(\n",
    "    Dense(32 => 16, relu),\n",
    "    Dense(16 => 4, relu),\n",
    "    Flux.softmax\n",
    ")\n",
    "\n",
    "encoder_classifier = Chain(encoder, classifier)\n",
    "\n",
    "autoencoder = Chain(encoder, decoder)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "getAccuracy (generic function with 1 method)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "function getAccuracy(model, data)\n",
    "    correct = 0\n",
    "    for i in 1:size(data, 1)\n",
    "        pred = zeros(4)\n",
    "        predlabel = argmax(model(data[i][1]))\n",
    "        pred[predlabel] = 1\n",
    "        if pred == data[i][2]\n",
    "            correct += 1\n",
    "        end\n",
    "    end\n",
    "    return correct / size(data, 1)\n",
    "end\n",
    "# getAccuracy(model_cnn, testData)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 1 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 2 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 3 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 4 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 5 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 6 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 7 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 8 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 9 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 10 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 11 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 12 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 13 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 14 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 15 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 16 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 17 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 18 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 19 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 20 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 21 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 22 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 23 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 24 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 25 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 26 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 27 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 28 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 29 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 30 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 31 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 32 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 33 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 34 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 35 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 36 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 37 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 38 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 39 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 40 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 41 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 42 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 43 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 44 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 45 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 46 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 47 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 48 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 49 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 50 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    }
   ],
   "source": [
    "loss(x, y) = Flux.crossentropy(model_cnn(x), y)\n",
    "optimizer = ADAM()\n",
    "epochs = 50\n",
    "trainLosses = []\n",
    "testLosses = []\n",
    "accuracies = []\n",
    "for epoch in 1:epochs\n",
    "    Flux.train!(loss, Flux.params(model_cnn), trainData, optimizer)\n",
    "    accuracy = getAccuracy(model_cnn, testData)\n",
    "    push!(trainLosses, mean([loss(x, y) for (x, y) in trainData]))\n",
    "    push!(testLosses, mean([loss(x, y) for (x, y) in testData]))\n",
    "    push!(accuracies, accuracy)\n",
    "    @info \"Epoch $epoch done\"\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0:5"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "l = Flux.params(model_cnn)\n",
    "\n",
    "prod(collect(size(l[1])))\n",
    "0:5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": []
    }
   ],
   "source": [
    "p = Flux.params(model_cnn)\n",
    "numParams = 0\n",
    "for layer in p\n",
    "    numParams += prod(collect(size(layer)))\n",
    "end\n",
    "\n",
    "plot(0:log10(numParams*epochs), trainLosses, xlabel=\"log (wt updates)\", ylabel=\"Loss\", label=\"Train Loss\", title=\"CNN without autoencoder\")\n",
    "plot!(0:log10(numParams*epochs), testLosses, label=\"Test Loss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using Plots\n",
    "plot(1:epochs, trainLosses, xlabel=\"epochs\", ylabel=\"Loss\", label=\"Train Loss\", title=\"CNN without autoencoder\")\n",
    "plot!(1:epochs, testLosses, label=\"Test Loss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(1:epochs, accuracies, xlabel=\"epochs\", ylabel=\"Accuracy\", label = \"Test Accuracy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracies: 31.845238095238095%\n"
     ]
    }
   ],
   "source": [
    "println(\"Accuracies: $(accuracies[end]*100)%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = train_data\n",
    "trainDataAE = []\n",
    "for i in range(start=1, stop=size(x, 1), step=1)\n",
    "    push!(trainDataAE, (reshape(Flux.flatten(x[i]), 4096*3), y[:, i]))\n",
    "end\n",
    "\n",
    "x, y = test_data\n",
    "testDataAE = []\n",
    "for i in range(start=1, stop=size(x, 1), step=1)\n",
    "    push!(testDataAE, (reshape(Flux.flatten(x[i]), 4096*3), y[:, i]))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 1 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 2 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 3 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 4 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 5 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 6 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 7 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 8 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 9 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 10 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 11 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 12 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 13 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 14 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 15 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 16 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 17 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 18 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 19 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 20 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 21 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 22 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 23 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 24 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 25 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 26 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 27 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 28 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 29 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 30 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 31 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 32 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 33 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 34 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 35 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 36 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 37 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 38 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 39 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 40 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 41 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 42 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 43 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 44 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 45 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 46 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 47 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 48 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 49 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 50 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:10\n"
     ]
    }
   ],
   "source": [
    "aeLoss(x, y) = Flux.mse(autoencoder(x), x)\n",
    "optimizer = ADAM()\n",
    "epochs = 50\n",
    "trainLossesAE = []\n",
    "testLossesAE = []\n",
    "for epoch in 1:epochs\n",
    "    Flux.train!(aeLoss, Flux.params(autoencoder), trainData, optimizer)\n",
    "    push!(trainLossesAE, mean([aeLoss(x, y) for (x, y) in trainData]))\n",
    "    push!(testLossesAE, mean([aeLoss(x, y) for (x, y) in testData]))\n",
    "    @info \"Epoch $epoch done\"\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(1:epochs, trainLossesAE, xlabel=\"epochs\", ylabel=\"Loss\", label=\"Train Loss\", title=\"Autoencoder reconstruction loss\")\n",
    "plot!(1:epochs, testLossesAE, label=\"Test Loss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 1 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 2 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 3 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 4 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 5 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 6 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 7 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 8 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 9 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 10 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 11 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 12 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 13 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 14 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 15 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 16 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 17 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 18 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 19 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 20 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 21 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 22 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 23 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 24 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 25 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 26 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 27 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 28 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 29 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 30 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 31 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 32 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 33 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 34 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 35 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 36 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 37 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 38 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 39 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 40 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 41 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 42 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 43 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 44 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 45 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 46 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 47 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 48 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 49 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Epoch 50 done\n",
      "└ @ Main /Users/advaitshukla/Documents/ANN/image2.ipynb:13\n"
     ]
    }
   ],
   "source": [
    "ecLoss(x, y) = Flux.crossentropy(encoder_classifier(x), y)\n",
    "optimizer = ADAM()\n",
    "epochs = 50\n",
    "trainLossesEC = []\n",
    "testLossesEC = []\n",
    "accuraciesEC = []\n",
    "for epoch in 1:epochs\n",
    "    Flux.train!(ecLoss, Flux.params(encoder_classifier), trainData, optimizer)\n",
    "    accuracy = getAccuracy(encoder_classifier, testData)\n",
    "    push!(trainLossesEC, mean([ecLoss(x, y) for (x, y) in trainData]))\n",
    "    push!(testLossesEC, mean([ecLoss(x, y) for (x, y) in testData]))\n",
    "    push!(accuraciesEC, accuracy)\n",
    "    @info \"Epoch $epoch done\"\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(1:epochs, trainLossesEC, xlabel=\"epochs\", ylabel=\"Loss\", label=\"Train Loss\", title=\"Autoencoder classifier loss\")\n",
    "plot!(1:epochs, testLossesEC, label=\"Test Loss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 27.976190476190478%\n"
     ]
    }
   ],
   "source": [
    "println(\"Accuracy: $(accuraciesEC[end]*100)%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "mimetype": "application/julia",
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