Training sequence comments added

Author: pavlos-p

projects/aries-fl/notebooks/hospital/Hospital.ipynb

@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "intended-medicaid",
+   "id": "centered-clerk",
    "metadata": {},
    "outputs": [
     {
@@ -43,7 +43,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "approved-reverse",
+   "id": "strange-passport",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -77,7 +77,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "amino-router",
+   "id": "pediatric-entrepreneur",
    "metadata": {},
    "source": [
     "## Copy Invite from Researcher"
@@ -86,7 +86,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "tired-atmosphere",
+   "id": "local-mitchell",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -97,7 +97,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "diagnostic-colombia",
+   "id": "going-domestic",
    "metadata": {},
    "outputs": [
     {
@@ -127,7 +127,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "straight-frame",
+   "id": "dietary-sleeve",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -141,7 +141,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "similar-tracy",
+   "id": "surface-metabolism",
    "metadata": {},
    "outputs": [
     {
@@ -295,10 +295,26 @@
     "len(y_train_data)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "disciplinary-least",
+   "metadata": {},
+   "source": [
+    "# For the Training follow the Number's Sequence"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "conservative-minnesota",
+   "metadata": {},
+   "source": [
+    "## 2. The Hospital receives the model from the Researcher, Trains it using its own dataset, and saves it as \"/../trained_model.pt\""
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "interesting-marathon",
+   "id": "sustained-fellowship",
    "metadata": {},
    "outputs": [
     {
@@ -398,7 +414,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "martial-military",
+   "id": "collective-garden",
    "metadata": {},
    "outputs": [],
    "source": [

projects/aries-fl/notebooks/researcher/Researcher.ipynb

@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "modern-buddy",
+   "id": "registered-assignment",
    "metadata": {},
    "outputs": [
     {
@@ -34,7 +34,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "mechanical-rachel",
+   "id": "opponent-macro",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -71,7 +71,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "widespread-biology",
+   "id": "strategic-feedback",
    "metadata": {},
    "outputs": [
     {
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "corresponding-treaty",
+   "id": "judicial-floor",
    "metadata": {},
    "source": [
     "## Copy the invitation output from 4 and to the hospital notebook you are connecting to."
@@ -109,7 +109,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "possible-millennium",
+   "id": "bright-cambridge",
    "metadata": {},
    "outputs": [
     {
@@ -135,7 +135,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "collected-employee",
+   "id": "agricultural-enough",
    "metadata": {},
    "outputs": [
     {
@@ -156,7 +156,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "subsequent-enclosure",
+   "id": "extensive-biology",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -166,8 +166,10 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "measured-drill",
-   "metadata": {},
+   "id": "private-hygiene",
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -386,10 +388,26 @@
     "########## END DATA CLEANING ###############\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "dangerous-norwegian",
+   "metadata": {},
+   "source": [
+    "# For the Training follow the Number's Sequence"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "rubber-agency",
+   "metadata": {},
+   "source": [
+    "## 1. The Researcher Generated the model and saves it at \"/../model.pt\""
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "elementary-bouquet",
+   "id": "protecting-agenda",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -421,7 +439,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "breathing-company",
+   "id": "hidden-trustee",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -430,10 +448,18 @@
     "\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "intense-rebel",
+   "metadata": {},
+   "source": [
+    "## 3. The Researcher receives the trained model at \"/../trained_model.pt\" and validates it using its own validation dataset"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "positive-procedure",
+   "id": "regular-narrative",
    "metadata": {},
    "outputs": [
     {
@@ -523,7 +549,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "successful-testing",
+   "id": "alternate-romance",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -535,7 +561,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "welcome-necessity",
+   "id": "clear-bahamas",
    "metadata": {},
    "outputs": [],
    "source": [