diff --git a/.gitignore b/.gitignore
index a0935e1..20d3eb2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
 **/out
 **/a.out
 .cache/*
-.test-cache/*
\ No newline at end of file
+.test-cache/*
+**/__pycache__
\ No newline at end of file
diff --git a/src/webserver/app.py b/src/webserver/app.py
new file mode 100644
index 0000000..1736aa8
--- /dev/null
+++ b/src/webserver/app.py
@@ -0,0 +1,71 @@
+#!/usr/bin/python3
+from flask import Flask, render_template, request
+import subprocess
+import json
+
+MAGIC_NUMBER = 2051
+
+app = Flask(__name__)
+
+@app.route("/")
+def index():
+    return render_template("index.html")
+
+@app.route("/mnist")
+def mnist():
+    return render_template("mnist.html")
+
+@app.route("/post", methods=["POST"])
+def post_json_handler():
+    """
+    Gère les requêtes POST
+    """
+    if request.is_json:
+        content = request.get_json()
+        req_type = content["type"]
+        if req_type == "prediction":
+            dataset = content["dataset"]
+            image = content["data"]
+            if dataset == "mnist":
+                return recognize_mnist(image)
+    return {"status": "404"}
+
+
+def recognize_mnist(image):
+    """Appelle le programme C reconnaissant les images"""
+    # Créer le fichier binaire
+    write_image_to_binary(image, ".cache/image.bin")
+
+    try:
+        return {"status": 200, "data":
+            json.loads(subprocess.check_output([
+                'out/main',
+                'recognize',
+                '--modele', '.cache/reseau.bin',
+                '--in', '.cache/image.bin',
+                '--out', 'json'
+            ]))["0"]}
+    except subprocess.CalledProcessError:
+        return {
+            "status": 500,
+            "data": "Internal Server Error"
+        }
+
+def write_image_to_binary(image, filepath):
+    byteorder = "big"
+
+    bytes_ = MAGIC_NUMBER.to_bytes(4, byteorder=byteorder)
+    bytes_ += (1).to_bytes(4, byteorder=byteorder)
+    bytes_ += len(image).to_bytes(4, byteorder=byteorder)
+    bytes_ += len(image[0]).to_bytes(4, byteorder=byteorder)
+    for row in image:
+        for nb in row:
+            bytes_ +=  int(nb).to_bytes(1, byteorder=byteorder)
+
+    with open(filepath, "wb") as f:
+        f.write(bytes_)
+
+
+
+if __name__ == '__main__':
+    app.run(debug=True, host='0.0.0.0')
\ No newline at end of file
diff --git a/src/webserver/static/script.js b/src/webserver/static/script.js
new file mode 100644
index 0000000..2b92c6d
--- /dev/null
+++ b/src/webserver/static/script.js
@@ -0,0 +1,169 @@
+/*
+Le code concernant l'entrée par l'utilisateur d'un nombre a été adapté depuis le code suivant: (License MIT)
+https://github.com/maneprajakta/Digit_Recognition_Web_App/blob/master/js/main.js 
+
+On été rajoutées les fonctions permettant de communiquer avec le serveur
+*/
+// Variables globales
+var canvas;
+var ctx;
+var touchX;
+var touchY;
+var mouseX;
+var mouseY;
+var mouseDown = 0;
+
+function init() {
+    canvas = document.getElementById('digit-canvas');
+    ctx = canvas.getContext('2d');
+    
+    ctx.fillStyle = "black";
+    // Créer une zone de dessin
+    ctx.fillRect(0, 0, canvas.width, canvas.height);
+
+    if(ctx)
+    {
+        canvas.addEventListener('mousedown', s_mouseDown, false);          
+        canvas.addEventListener('mousemove', s_mouseMove, false);          
+        window.addEventListener('mouseup', s_mouseUp, false);
+        document.getElementById('clear').addEventListener("click", clear);
+    }
+}
+
+
+function draw(ctx, x, y, isDown) {
+    // isDown représente le fait que le chemin ait déjà commencé ou non
+    // On ne dessine donc ue si le "stylo" est déjà posé
+    if (isDown) {
+        ctx.beginPath();
+        // On choisit les options suivantes:
+        ctx.strokeStyle = "white";
+        ctx.lineWidth = "10";
+        ctx.lineJoin = "round";
+        ctx.lineCap = "round";
+        ctx.moveTo(lastX, lastY);
+        ctx.lineTo(x, y);
+        ctx.closePath();
+        ctx.stroke();
+    }
+    lastX = x;
+    lastY = y;
+}
+
+// Mouse moves
+function s_mouseDown() {
+    mouseDown = 1;
+    draw(ctx, mouseX, mouseY, false);
+}
+
+function s_mouseUp() {
+    mouseDown = 0;
+}
+
+function s_mouseMove(e) {
+    // Si la souris bouge et est cliquée, on souhaite dessiner un trait
+    getMousePos(e);
+    if (mouseDown == 1) {
+        draw(ctx, mouseX, mouseY, true);
+    }
+}
+
+function getMousePos(e) {
+    if (e.offsetX) {
+        mouseX = e.offsetX;
+        mouseY = e.offsetY;
+    } else if (e.layerX) {
+        mouseX = e.layerX;
+        mouseY = e.layerY;
+    }
+}
+
+
+function clear() {
+    ctx.clearRect(0, 0, canvas.width, canvas.height);  
+    ctx.fillStyle = "black"; 
+    ctx.fillRect(0, 0, canvas.width, canvas.height);
+}
+
+
+
+function sendJSON(data,callback){
+    // Creating a XHR object
+    let xhr = new XMLHttpRequest();
+    let url = "post";
+
+    // open a connection
+    xhr.open("POST", url, true);
+
+    // Set the request header i.e. which type of content you are sending
+    xhr.setRequestHeader("Content-Type", "application/json");
+
+    // Create a state change callback
+    xhr.onreadystatechange = function () {
+        if (xhr.readyState === 4 && xhr.status === 200) {
+
+            // Print received data from server
+            callback(this.responseText);
+
+        }
+    };
+
+    // Converting JSON data to string
+    var data = JSON.stringify(data);
+
+    // Sending data with the request
+    xhr.send(data);
+}
+
+
+function getPrediction() {
+    let totalWidth = 280;
+    let totalHeight = 280;
+    let curWidth = 0;
+    let curHeight = 0;
+    let stepSize = 10;
+
+    let tableau = [];
+    let tmp_tableau = [];
+
+    while (curWidth < totalWidth) {
+        curHeight = 0;
+        tmp_tableau = [];
+        while (curHeight < totalHeight) {
+            data = ctx.getImageData(curWidth, curHeight, stepSize, stepSize);
+            size = data.width * data.height;
+            density = 0;
+
+            for (let i=0;i < size;i++) {
+                density += (data.data[i*4]+data.data[i*4+1]+data.data[i*4+2])/3;
+            }
+            density = density*1.0 / size;
+
+            tmp_tableau.push(density);
+            curHeight += stepSize;
+        }    
+        curWidth += stepSize;
+        tableau.push(tmp_tableau);
+    }
+
+    return sendJSON({
+        "type": "prediction",
+        "dataset": "mnist",
+        "data": tableau
+    }, (data) => {
+        data = JSON.parse(data);
+        if (data["status"] != 200) {
+            document.getElementById("result").innerHTML = "500 Internal Server Error";
+        } else {
+            let resultat = document.getElementById("result");
+            resultat.innerHTML = "Résultat:";
+            let dict = {};
+            let i = 0;
+            data["data"].map((e) => { dict[e] = i; i++; });
+            let res = Object.keys(dict).sort().reverse();
+            for (let j=0; j < res.length; j++) {
+                resultat.innerHTML += "<br/>"+dict[res[j]]+" : "+res[j];
+            }
+        }
+    })
+}
\ No newline at end of file
diff --git a/src/webserver/static/style.css b/src/webserver/static/style.css
new file mode 100644
index 0000000..4794e71
--- /dev/null
+++ b/src/webserver/static/style.css
@@ -0,0 +1,4 @@
+#digit-canvas {
+    border: 2px solid #e0e0e0;
+    border-radius: 5px;
+}
\ No newline at end of file
diff --git a/src/webserver/templates/index.html b/src/webserver/templates/index.html
new file mode 100644
index 0000000..d27f8b5
--- /dev/null
+++ b/src/webserver/templates/index.html
@@ -0,0 +1,12 @@
+<!doctype html>
+<html lang="fr">
+<head>
+  <meta charset="utf-8">
+  <title>Home page<</title>
+  <link href="{{ url_for('static',filename='style.css') }}" rel="stylesheet">
+  
+</head>
+<body>
+  <a href="/mnist">MNIST</a>
+</body>
+</html>
\ No newline at end of file
diff --git a/src/webserver/templates/mnist.html b/src/webserver/templates/mnist.html
new file mode 100644
index 0000000..2174c8d
--- /dev/null
+++ b/src/webserver/templates/mnist.html
@@ -0,0 +1,17 @@
+<!doctype html>
+<html lang="fr">
+<head>
+  <meta charset="utf-8">
+  <title>MNIST interaction</title>
+  <link href="{{ url_for('static',filename='style.css') }}" rel="stylesheet">
+  <script src="{{ url_for('static',filename='script.js') }}"></script>
+</head>
+<body onload="init()">
+  <div id="maincard">
+    <canvas id="digit-canvas" width="280" height="280"></canvas><br/>
+    <button id="clear">Clear</button>
+    <button id="predict" onclick="getPrediction()">Prédire</button>
+  </div><br/>
+  <div id="result"></div>
+</body>
+</html>
\ No newline at end of file