diff --git a/M2/TP-stat-desc-sol.ipynb b/M2/TP-stat-desc-sol.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3ec63ed34cc5dd37b42dc947ed42e53d6c54328b
--- /dev/null
+++ b/M2/TP-stat-desc-sol.ipynb
@@ -0,0 +1,6295 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Descriptive Statistics\n",
+    "## Descriptive Statistics in one dimension for Continuous variables\n",
+    "### Histograms and Kernel Density Estimation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "propertynames(iris) = [:SepalLength, :SepalWidth, :PetalLength, :PetalWidth, :Species]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "using Plots, StatsPlots\n",
+    "\n",
+    "using RDatasets\n",
+    "iris = RDatasets.dataset(\"datasets\", \"iris\")  # Iris Datas\n",
+    "println(\"propertynames(iris) = \", propertynames(iris))\n",
+    "p1 = histogram(iris[!,:SepalLength], norm=true, label=\"histogram\")   # Histogram\n",
+    "density!(p1,iris[!,:SepalLength], c=:red, label=\"Density via StatsPlots\") # Kernel Density Estimation\n",
+    "hvals = [0.5,0.2,0.1]\n",
+    "colors = [:green, :orange, :black]\n",
+    "for i in 1:length(hvals)\n",
+    "    density!(p1,iris[!,:SepalLength], c=colors[i], bandwidth=hvals[i],label=\"h=$(hvals[i])\")\n",
+    "end\n",
+    "#salaries = [2500, 5000, 10000, 15000, 20000, 30000, 50000, 70000, 100000, 200000, 400000]\n",
+    "#relative_frequences = [0.0067, 0.3018, 0.2750, 0.1709, 0.1445, 0.0701, 0.0166, 0.0081, 0.0051, 0.0010]\n",
+    "\n",
+    "plot(p1, title =\"Sepal Length of Iris Datas\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Box Plots and Violin Plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "p2 = boxplot(iris[!,:Species], iris[!,:SepalLength], label = \"Sepal Length\")\n",
+    "p3 = violin(iris[!,:Species], iris[!,:SepalLength], label = \"Sepal Length\")\n",
+    "plot(p2,p3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Two dimensions\n",
+    "This comes from the book \"Statistics with Julia, Fundamentals for Data Science, Machine Learning and Artificial Intelligence\", Yoni NAzarathy and Hayden Klok, Springer, 2021, pages 168-169."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+       "<circle clip-path=\"url(#clip7317)\" cx=\"4618.47\" cy=\"2544.25\" r=\"14.4\" fill=\"#008000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"6.4\"/>\n",
+       "<circle clip-path=\"url(#clip7317)\" cx=\"4458.47\" cy=\"2635.73\" r=\"14.4\" fill=\"#008000\" fill-rule=\"evenodd\" fill-opacity=\"1\" stroke=\"#000000\" stroke-opacity=\"1\" stroke-width=\"6.4\"/>\n",
+       "</svg>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "using Measures\n",
+    "\n",
+    "insertSpace(name) = begin\n",
+    "    i = findlast(isuppercase,name)\n",
+    "    name[1:i-1]*\" \"*name[i:end]\n",
+    "end\n",
+    "featureNames = insertSpace.(string.(names(iris)))[1:4]\n",
+    "\n",
+    "scatters = [ \n",
+    "scatter(iris[:,i], iris[:,j], c=[:blue :red :green], group=iris.Species, xlabel=featureNames[i], ylabel=featureNames[j], legend = i==1 && j==1)    \n",
+    "for i in 1:4, j in 1:4 ]\n",
+    "plot(scatters..., size=(1200,800), margin = 4mm) # ... for expanding"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.10.5",
+   "language": "julia",
+   "name": "julia-1.10"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/M2/TP3-linear-regression-following-etu.ipynb b/M2/TP3-linear-regression-following-etu.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..1238c5c1cb96f3d04d641845c949a11512594509
--- /dev/null
+++ b/M2/TP3-linear-regression-following-etu.ipynb
@@ -0,0 +1,2987 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Checcking Model Asumption in Linear regression in Julia \n",
+    "## The Anscombe exemples\n",
+    "The following script comes from \"Statistics with Julia, Fundamentals for Data Science, Machine Learning and Artificial Intelligence\", Yoni Nazarathy and Hayden Klol, Springer, 2021. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model 1. Coefficients: [3.0000909090909165, 0.5000909090909085]\t R squared: 0.6665424595087749\n",
+      "Model 2. Coefficients: [3.0009090909090794, 0.5000000000000012]\t R squared: 0.6662420337274841\n",
+      "Model 3. Coefficients: [3.002454545454549, 0.49972727272727235]\t R squared: 0.6663240410665592\n",
+      "Model 4. Coefficients: [3.001727272727266, 0.49990909090909164]\t R squared: 0.6667072568984653\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\" />"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "sys:1: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n",
+      "sys:1: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n",
+      "sys:1: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n",
+      "sys:1: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n"
+     ]
+    }
+   ],
+   "source": [
+    "using RDatasets, DataFrames, GLM, Plots, StatsPlots, Measures; pyplot()\n",
+    "\n",
+    "df = dataset(\"datasets\", \"anscombe\")\n",
+    "\n",
+    "model1 = lm(@formula(Y1 ~ X1), df)\n",
+    "model2 = lm(@formula(Y2 ~ X2), df)\n",
+    "model3 = lm(@formula(Y3 ~ X3), df)\n",
+    "model4 = lm(@formula(Y4 ~ X4), df)\n",
+    "\n",
+    "println(\"Model 1. Coefficients: \", coef(model1),\"\\t R squared: \",r2(model1))\n",
+    "println(\"Model 2. Coefficients: \", coef(model2),\"\\t R squared: \",r2(model2))\n",
+    "println(\"Model 3. Coefficients: \", coef(model3),\"\\t R squared: \",r2(model3))\n",
+    "println(\"Model 4. Coefficients: \", coef(model4),\"\\t R squared: \",r2(model4))\n",
+    "\n",
+    "yHat(model, X) = coef(model)' * [ 1 , X ] # coef(model) and [1, X] are vectors \n",
+    "# the type of coef(model)' is LinearAlgebra.Adjoint{Float64, Vector{Float64}}\n",
+    "# so coef(model)' * [ 1 , X ] is the dot product between the 2 vectors\n",
+    "\n",
+    "xlims = [0, 20]\n",
+    "\n",
+    "p1 = scatter(df.X1, df.Y1, c=:blue, msw=0, ms=8)\n",
+    "p1 = plot!(xlims, [yHat(model1, x) for x in xlims], c=:red, xlims=(xlims))\n",
+    "\n",
+    "p2 = scatter(df.X2, df.Y2, c=:blue, msw=0, ms=8)\n",
+    "p2 = plot!(xlims, [yHat(model2, x) for x in xlims], c=:red, xlims=(xlims))\n",
+    "\n",
+    "p3 = scatter(df.X3, df.Y3, c=:blue, msw=0, ms=8)\n",
+    "p3 = plot!(xlims, [yHat(model3, x) for x in xlims], c=:red, xlims=(xlims))\n",
+    "\n",
+    "p4 = scatter(df.X4, df.Y4, c=:blue, msw=0, ms=8)\n",
+    "p4 = plot!(xlims, [yHat(model4, x) for x in xlims], c=:red, msw=0, xlims=(xlims))\n",
+    "\n",
+    "plot(p1, p2, p3, p4, layout = (2,2), xlims=(0,20), ylims=(0,14), \n",
+    "\tlegend=:none, xlabel = \"x\", ylabel = \"y\",\n",
+    "    \tsize=(1200, 800), margin = 10mm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Your Comments\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Residuals\n",
+    "We recall that the residuals are\n",
+    "$${r} = y-X\\hat{\\beta}=y-X(X^TX)^{-1}X^Ty = (I-H)y,$$\n",
+    "where $H = X(X^TX)^{-1}X^T$.\n",
+    "So the variance, covariance matrix of the residuals are $\\sigma^2(I-H)$.\n",
+    "\n",
+    "Definitions\n",
+    "- Standardized residuals : \n",
+    "$$t_i = \\frac{r_i}{\\hat{\\sigma}\\sqrt{1-h_{ii}}}$$\n",
+    "- Studentized residuals\n",
+    "$$t_i^* = \\frac{r_i}{\\hat{\\sigma}_{(i)}\\sqrt{1-h_{ii}}}$$\n",
+    "where $\\hat{\\sigma}_{(i)}$ is the estimation of $\\sigma$ obtained without the observation $i$.\n",
+    "\n",
+    "### Exercise \n",
+    "Compute the standardized residuals and plot these residuals versus the variable $x$ for the 4 linear models\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "UndefVarError",
+     "evalue": "UndefVarError: `t` not defined",
+     "output_type": "error",
+     "traceback": [
+      "UndefVarError: `t` not defined\n",
+      "\n",
+      "Stacktrace:\n",
+      " [1] standardized_residuals(model::StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Vector{Float64}}, GLM.DensePredChol{Float64, CholeskyPivoted{Float64, Matrix{Float64}, Vector{Int64}}}}, Matrix{Float64}}, i::Int64)\n",
+      "   @ Main ~/git-ENS/Julia-TSE/enseignants/M2/jl_notebook_cell_df34fa98e69747e1a8f8a730347b8e2f_W4sZmlsZQ==.jl:16\n",
+      " [2] top-level scope\n",
+      "   @ ~/git-ENS/Julia-TSE/enseignants/M2/jl_notebook_cell_df34fa98e69747e1a8f8a730347b8e2f_W4sZmlsZQ==.jl:19"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "using LinearAlgebra\n",
+    "\n",
+    "function standardized_residuals(model, i::Int)\n",
+    "    \"\"\" Compute the standardized residuals\n",
+    "        and plot these residuals versus the variable x for the 4 linear models\n",
+    "    input\n",
+    "    -----\n",
+    "        model : result of lm\n",
+    "        i : integer \n",
+    "    output\n",
+    "        t : vector of Real\n",
+    "        p : plot\n",
+    "    \"\"\"\n",
+    "    #to complete\n",
+    "    return t,p # t is the vector of standardized residuals and p is the plot\n",
+    "end\n",
+    "\n",
+    "t1,p1 = standardized_residuals(model1, 1)\n",
+    "t2,p2 = standardized_residuals(model2, 2)\n",
+    "t3,p3 = standardized_residuals(model3, 3)\n",
+    "t4,p4 = standardized_residuals(model4, 4)\n",
+    "plot(p1,p2,p3,p4,legend=false)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### QQPlot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "UndefVarError",
+     "evalue": "UndefVarError: `t1` not defined",
+     "output_type": "error",
+     "traceback": [
+      "UndefVarError: `t1` not defined\n",
+      "\n",
+      "Stacktrace:\n",
+      " [1] top-level scope\n",
+      "   @ ~/git-ENS/Julia-TSE/enseignants/M2/jl_notebook_cell_df34fa98e69747e1a8f8a730347b8e2f_W6sZmlsZQ==.jl:1"
+     ]
+    }
+   ],
+   "source": [
+    "p1 = qqnorm(t1, msw=0, lm=2, c=[:red :blue], legend=false)\n",
+    "p2 = qqnorm(t2, msw=0, lm=2, c=[:red :blue], legend=false)\n",
+    "p3 = qqnorm(t3, msw=0, lm=2, c=[:red :blue], legend=false)\n",
+    "p4 = qqnorm(t4, msw=0, lm=2, c=[:red :blue], legend=false)\n",
+    "plot(p1,p2,p3,p4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Cook's distance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "11×4 Matrix{Float64}:\n",
+       " 6.13979e-5   0.0523253   0.0117646      0.00716517\n",
+       " 0.000104247  0.0523253   0.00214148     0.0622595\n",
+       " 0.489209     0.0766572   1.39285        0.0203214\n",
+       " 0.061637     0.0578706   0.00547314     0.136718\n",
+       " 0.00159934   0.0314518   0.0259839      0.087238\n",
+       " 0.0003829    0.807869    0.300571       6.14881e-5\n",
+       " 0.126756     0.00137384  0.000517641    0.123947\n",
+       " 0.1227       0.807869    0.0338173    149.027\n",
+       " 0.27903      0.00137384  0.0595359      0.0839441\n",
+       " 0.154341     0.0314518   0.000354629    0.0334033\n",
+       " 0.00426801   0.0766572   0.00694781     0.00049809"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cook's distance\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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36quv6vHHH7/hvHlKfepRd3ZxYt1Of+grgOyT8J3cY3lS/bjGxkb19vbqtddeu+F8eUp9elB3dsnWugEgVRIKWJOfVJ+TkxP1SfWS9PLLLyscDuudd97RggUL5txhAACATJfQOVixPql+7969am1t1fHjx7Vo0aK59hUAAMAREr6K8EZPqn/33Xf19NNPa2RkRGvXrpXf79fq1att6TQAAEAmS/gcrFieVD/beVkAAABuxZ3cAQAAbEbAAgAAsBkBCwAAwGYELAAAAJsRsAAAAGxGwAIAALAZActFwuGwSkrKNX/+LSopKVc4HE53lwAAyEoELJcIh8MKBoPq7LxNly+/oM7O2xQMBglZAACkAQHLJXbtelGW9aiMOSrpBzLmqCzrETU0NKa7awAAZB0Clkv09HTLmHWSrGuvWDJmvc6d+yCd3QIAICsRsFzC5yuSZR2TNP54IiPLOqrCwnvS2S0AALISAcsldu58Rsa8LctaJ2mvLGudjDmunTufSXfXAADIOgQslwgEAgqFQiouvqjc3OdUXHxR4XBYmzZtSnfXAADIOjnp7gDsEwgEFAgE0t0NAACyHnuwAAAAbEbAShFuAgoAQPbI+IDlhmDCTUABAMguGR2w3BJMuAkokB69vb2qrKyUz+dTRUWFurq6pky/fPmyNm7cKJ/PJ7/fr/Xr16u/vz89nQXgKhkdsNwSTLgJKJAeW7duVV1dnXp6erRjxw7V1tZOa1NXV6dz586po6NDGzZsUF1dXRp6CsBtMjpguSWYcBNQIPXOnz+v9vZ2bdmyRZIUDAbV19c3ZQ9Vbm6uqqqqZFljY8yaNWv00UcfpaO7AFwmo2/T4PMVqbPzmIz5vsZCljODyc6dzygYDF67+ed6WdbRazcBddahTsBJIpGICgoKlJMzNsxZliWPx6OBgQF5vd4Z/+bVV1/V448/fsN519fXKy8vT4FAQMFg0M5u39Dw8HBKl5cpqDu7OLHu/Pz8Kb9ndMBySzAZvwloQ0Ojzp17ToWF92jnTm4CCiTb+J6pccaYKC2lxsZG9fb26rXXXrvhfJuamlRWVjbn/iXq+oE8W1B3dnF63Rl9iNBNdycPBALq6Ditzz67pI6O046sAXCSZcuWaXBwUFevXpU0Fq4ikYg8Hs+0ti+//LLC4bDeeustLViwINVdBeBCGb0HS+Lu5AASs2TJEpWWlqqlpUU1NTUKhULyer3TDg/u3btXra2teuedd7Ro0aK09BWA+yS0B+tGlz6P2759u7xeryzL0tmzZ+fUUQCIV3Nzs5qbm+Xz+bRnzx7t379/YlpVVZXeffddPf300xoZGdHatWvl9/u1evXqNPYYgFsktAdr/NLnmpoaHT58WLW1tWpra5vW7oknntCOHTt0//33z7mjABCvwsLCGccmSTpy5Iik2c/LAoBExb0HK5ZLn8c98MADWrp06Zw7CQAA4CRx78FK5NLneHD5c+pRd3ZxYt1Ov5oIQPZJ6BBhPJc+x4vLn9ODurNLttYNAKkS9yHCeC59BgAAyEZxB6zJlz5LinrpMwAAQLZK6DYNN7r0+fTp05Kkbdu2aenSpRocHNTDDz+sFStW2NNrAACADJbQOVixXPosSfv27dO+ffsS6xkAAIBDZfSjcgAAAJyIgAUAAGAzAhYAAIDNCFgAAAA2I2Aho4TDYZWUlGv+/FtUUlKucDic7i4BABA3AhYyRjgcVjAYVGfnbbp8+QV1dt6mYDBIyAIAOA4BCxlj164XZVmPypijkn4gY47Ksh5RQ0NjursGAEBcCFjIGD093TJmnaTxZ11aMma9zp37IJ3dAgAgbgQsZAyfr0iWdUzS+MPDjSzrqAoL70lntwAAiBsBCxlj585nZMzbsqx1kvbKstbJmOPaufOZdHcNSLvxC0AKCpZxAQgwSaZeHEXAQsYIBAIKhUIqLr6o3NznVFx8UeFwWJs2bUp314C0mnwByOefcwEIMC6TL44iYCGjBAIBdXSc1mefXVJHx2nCFSAuAAGiyeTPBgELADIcF4AAM8vkzwYBCwAyHBeAZJ5MPe8n22TyZ4OABQAZjgtA4pPs8JOK8364qCE2mfzZIGABQIabfAHIzTdzAchsUhF+kn3eDxc1xC6TL46yjDHmxs2Sr729XeXl5Tpz5ozKysrS0oeLFy8qPz8/LctOJ+rOLtlatx0Yp9In1rpLSsrV2XnbtfBjaeyQ0ToVF19UR8dpW/oyf/4tunz5BUk/mPTqXuXmPqfPPrs05/mnooZM54btnD1YAADXSMVJz8k+7yeTT9xG7AhYAADXSMVJz8k+7yeTT9xG7AhYAICUSfYJ6Kk46TnZ5/2k6sRtroRMLgIWACAlUnECeqpOek7mTZFTcVFDJt8B3S04yX0SN5xUlwjqzi7ZWrcdGKfmZi4nbzu57rlIVt2ZfiK9G9Y3e7AAACnByduZg3WRfAQscUM3AEgFTt7OHKyL5Mv6gMUN3ZAMnDwKTJfJd93ONqyL5EsoYPX29qqyslI+n08VFRXq6uqaU7t0yuQncWcat4SGZO+x5OTR2CVzm3LTOJUqyf6MZ/Jdt7NNqtaFW743EmISsHbtWvPGG28YY4x58803zZo1a+bUzhhjzpw5YySZM2fOJNKlhOXmLjDSK0Yyk35eMbm5C1Laj3S6cOHCDduEQiEjyVjWo0Z65dp/ZUKhUAp6aJ9U1FFcXHZtvqPXtqdRY1mPmJKSctuWMRexrO9USPa6cNM4NVmy1l+mf8YzZbtNNSfXPZdtysl1j4s7YA0NDZm8vDxz5coVY4wxo6Oj5vbbbzd9fX0JtRuXroEr078MUyGWDdkt71Mq6sj00J4pA1cy14XbxqnJkrX+Mv0zninbbao5ue65bFNOrntcTrx7vCKRiAoKCpSTM/anlmXJ4/FoYGBAXq837nbXq6+vV15engKBgILBYLzdi9sPfrBdNTU1144/r5dlHZUxx/WDHxzQxYsXk778TDA8PHzDNufOdcuYF3T9FSfd3c856n1KRR133XW3urqOyZjv6/8ufz6qFSt8GfFexbK+UyGedRHv5dpuG6cmS9b6y/TPeKZst6nm5Lrnsk05se7rx6m4A5Y0NghNZqLcSivWdpM1NTWl9P4y1dXV+spXvqKGhkZ1dz+noqJ7tHNn9p0TcKMvsMLCInV2Tg8NRUX3OOpeJamoo6HheQWDwWmhvaEhnDHvVSb0I9nrwk3j1PWSsf6c8BnPlH6kmlPrnus25dS6J8S7y2toaMgsXLgwpl3vsbQblwm73n/yk5+kbdnpFEvd/3cs/ZFrx9IfMZJMOBxOQQ/tk6o6QqGQKSkpN7m5C0xJSXlGvU+Zsp0nc10wTsUv0z/jmbLdppqT657LNuXkuscldJL7gw8+OOWk0NWrV8+pnTGZMXCtX78+bctOp1jrzuTQEI/xOm66aZ6j60hUJm3nydymGKfil8mf8UzablPJ6XUnuk05vW5jEjgHS5Kam5tVU1OjxsZGLVy4UAcOHJiYVlVVpYaGBt13332ztrveZ599Jkn64IP03UX2008/VXt7e9qWny6x1u31evX66z+Z8poT36/xOurr69XU1CTJmXUkKpO283i2qaKiIi1YsCDmeTNOxS+TP+OZtN2mktPrTnSbcmrdU8apdCe8cS0tLUZjt5Tlhx9++Jn2k869RoxT/PDDTyw/k8epjHnY8yeffKJjx47J6/Vq/vz56e4OgAwT7x6sZGCcAjCbyeNUxgQsAAAAt8j6ZxECAADYjYAFAABgMwIWAACAzbIuYHm9XhUVFcnv98vv9+vQoUMztuvt7VVlZaV8Pp8qKirU1dWV4p7aZ2RkZKJev98vn8+nnJycGR9VEOv7k6m2b98ur9cry7J09uzZKdNiXadOXPfR6r58+bI2btwon88nv9+v9evXq7+/f8Z5OH3duwnjFOOUG8cpKcvGqjRd7Zw2d9xxh+ns7Lxhu7Vr1065+eCaNWuS3LPUeemll8yGDRtmnBbr+5OpTpw4YSKRyIx1xLpOnbjuo9X92WefmV/96ldmdHTUGGPMj370I/PII4/MOA+nr3s3YZxinDLGfeOUMdk1VhGwZjA0NGTy8vJifnyG09x7773m5z//+YzTnLLh3sj1dcS6Tp2+7m+0/k6dOmXuuuuuhP4WqcM4xThljHvHKWOyY6zKukOEkrR582atWrVK3/3ud/XHP/5x2vRIJKKCggLl5Izd6N6yLHk8Hg0MDKS6q7Zra2vThQsXtGHDhqhtbvT+OFGs69TN616SXn31VT3++ONRp7tx3TsV4xTjVLaOU5I7xqqsC1gnT57U+++/r/b2dt16662qrq6esZ1lWVN+Ny65Xdjrr7+uJ598cuKDeb1Y3x8ninWdunXdNzY2qre3Vy+++OKM09287p2GcYpxaly2jVOSi8aqdO4+S7ePP/7YfPnLX572+tDQkFm4cKGjd7/O5M9//rP5yle+Yj744IOY2kd7f5xgpl3vsaxTp6/7aLvOX3rpJVNeXm6Gh4djmo+T173bME7NzsnbaraOU8Zkx1iVVXuwLl26pJGRkYnfW1tbVVpaOq3dkiVLVFpaqpaWFklSKBSS1+uV1+tNUU+T480331RxcbGKiopmnB7r++NEsa5TN677vXv3qrW1VcePH9eiRYtmbOPmde80jFOMU9k4TkkuHKvSnfBS6cMPPzR+v9+sWrXKrFy50nzrW9+akvgfe+wxc+rUKWOMMd3d3WbNmjXm7rvvNuXl5ebs2bNp6rV97r//fvP6669Pe3287hu9P07wve99z3z1q181X/rSl8ztt98+5STJ2dap09d9tLojkYiRZJYvX25KSkpMSUmJqaiomPg7N617t2CcYpxy6zhlTHaNVTyLEAAAwGZZdYgQAAAgFQhYAAAANiNgAQAA2IyABQAAYDMCFgAAgM0IWAAAADYjYAEAANiMgAUAAGCzjAlYf/nLX9Te3q6//OUv6e4KAMyIcQpArDImYHV3d6u8vFzd3d1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\" />"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "sys:1: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n",
+      "sys:1: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n",
+      "sys:1: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n",
+      "sys:1: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n"
+     ]
+    }
+   ],
+   "source": [
+    "println(\"Cook's distance\")\n",
+    "display([cooksdistance(model1) cooksdistance(model2) cooksdistance(model3) cooksdistance(model4)])\n",
+    "p1 = scatter(df.X1,cooksdistance(model1),c=:blue)\n",
+    "p2 = scatter(df.X2,cooksdistance(model2),c=:blue)\n",
+    "p3 = scatter(df.X3,cooksdistance(model3),c=:blue)\n",
+    "p4 = scatter(df.X4,cooksdistance(model4),c=:blue)\n",
+    "plot(p1,p2,p3,p4,legend=false)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "There is also a package : LinRegOutliers"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.10.5",
+   "language": "julia",
+   "name": "julia-1.10"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/M2/homework1.ipynb b/M2/homework1.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d7df8c254f54e783eb25e0879e29b5b129d56a36
--- /dev/null
+++ b/M2/homework1.ipynb
@@ -0,0 +1,80 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Homework : elementary statistics with julia\n",
+    "\n",
+    "## Introduction\n",
+    "The work is to be done in pairs, and you will present your results at the next session (7 minutes for the presentation and 3 minutes for the questions).\n",
+    "\n",
+    "\n",
+    "## Task 1 : Hypothesis Testing\n",
+    "\n",
+    "Julia packages : HypothesisTests, Distributions, CSV, RDatasets, DataFrames, ...\n",
+    "\n",
+    "Using the data you have collected and given as references, you will complete this notebook which will contain : \n",
+    "- The initial problem and the data (you'll give the precise population(s) considered, as well as the random variables considered)\n",
+    "- The descriptive statistics of the data;\n",
+    "- The formulation of the statistical test chosen (you will justify the chosen test)\n",
+    "- The results with Julia;\n",
+    "- The conclusion of the statistical test;\n",
+    "- Any useful comments.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add as many markdown and code cells to answer the questions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Task 2: Simple Linear regression\n",
+    "\n",
+    "Julia package : GLM, RDatasets, DataFrames, ...\n",
+    "\n",
+    "Based on the data you collect and reference, you will complete this notebook which will contain :\n",
+    "- The initial problem and the data (specify the population considered)\n",
+    "- The estimation of the parameters and the graph of the linear regression\n",
+    "- The analysis of variance, confidence intervals, etc.\n",
+    "- The verification of postulates\n",
+    "- Conclusions and comments"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Add as many markdown and code cells to answer the questions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "vscode": {
+     "languageId": "julia"
+    }
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}