MachineLearning/Flux_Tutorial1.ipynb

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   "cell_type": "markdown",
   "id": "ambient-dutch",
   "metadata": {},
   "source": [
    "# Tutorial 1 - Simple Neural Network with Flux"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "equivalent-clarity",
   "metadata": {},
   "outputs": [],
   "source": [
    "using Flux\n",
    "using Statistics\n",
    "# using Statistics, Distributions\n",
    "using Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "internal-disclosure",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NeuralNetwork (generic function with 1 method)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function generate_real_data(n)\n",
    "    x1 = rand(1,n) .- 0.5\n",
    "    x2 = (x1 .* x1)*3 .+ randn(1,n)*0.1\n",
    "    return vcat(x1,x2)\n",
    "end\n",
    "\n",
    "function generate_fake_data(n)\n",
    "    θ  = 2*π*rand(1,n)\n",
    "    r  = rand(1,n)/3\n",
    "    x1 = @. r*cos(θ)\n",
    "    x2 = @. r*sin(θ)+0.5\n",
    "    return vcat(x1,x2)\n",
    "end\n",
    "function NeuralNetwork()\n",
    "    return Chain(\n",
    "            Dense(2, 25,relu),\n",
    "            Dense(25,1,x->σ.(x))\n",
    "            )\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "blocked-overall",
   "metadata": {},
   "outputs": [
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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_size = 5000\n",
    "real = generate_real_data(train_size)\n",
    "fake = generate_fake_data(train_size)\n",
    "\n",
    "scatter(real[1,1:500],real[2,1:500],label=\"1\")\n",
    "p = scatter!(fake[1,1:500],fake[2,1:500], label=\"0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "crucial-swing",
   "metadata": {},
   "outputs": [],
   "source": [
    "savefig(p,\"Flux_Tutorial_img1.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "needed-compound",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "loss (generic function with 1 method)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m    = NeuralNetwork()\n",
    "opt = Descent(0.05)\n",
    "\n",
    "\n",
    "X    = hcat(real,fake)\n",
    "Y    = vcat(ones(train_size),zeros(train_size))\n",
    "data = Flux.Data.DataLoader((X, Y'), batchsize=100,shuffle=true);\n",
    "\n",
    "loss(x, y) = sum(Flux.Losses.binarycrossentropy(m(x), y))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "certain-hayes",
   "metadata": {},
   "source": [
    "### Method 1 - Using the Flux.train! function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "guilty-boating",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.800784809369560.20227498869410565\n"
     ]
    }
   ],
   "source": [
    "ps = Flux.params(m)\n",
    "epochs = 20\n",
    "\n",
    "for i in 1:epochs\n",
    "    Flux.train!(loss, ps, data, opt)\n",
    "end\n",
    "println(mean(m(real)),mean(m(fake)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "coupled-integrity",
   "metadata": {},
   "source": [
    "### Method 2 - Create your own Train function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "described-possible",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(mean(m(real)), mean(m(fake))) = (0.79174060517065, 0.2230493992736714)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.79174060517065, 0.2230493992736714)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m    = NeuralNetwork()\n",
    "function trainModel!(m,data;epochs=20)\n",
    "    for epoch = 1:epochs\n",
    "        for d in data\n",
    "            gs = gradient(Flux.params(m)) do\n",
    "                l = loss(d...)\n",
    "            end\n",
    "            Flux.update!(opt, Flux.params(m), gs)\n",
    "        end\n",
    "    end\n",
    "    @show mean(m(real)),mean(m(fake))\n",
    "end\n",
    "trainModel!(m,data;epochs=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "breeding-binding",
   "metadata": {},
   "outputs": [
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       "  \"/>\n",
       "</svg>\n"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l = 100\n",
    "scatter(real[1,1:l],real[2,1:l],zcolor=m(real)')\n",
    "p = scatter!(fake[1,1:l],fake[2,1:l],zcolor=m(fake)',legend=false)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "essential-fashion",
   "metadata": {},
   "outputs": [],
   "source": [
    "savefig(p,\"Flux_Tutorial_img2.png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "JuliaFlux 1.6.3",
   "language": "julia",
   "name": "juliaflux-1.6"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.6.3"
  }
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 "nbformat": 4,
 "nbformat_minor": 5
}