Fix README

README.md

@@ -5,8 +5,14 @@
 1. Install [Docker](https://docs.docker.com/engine/install/).
 
 2. Fork this repository to your GitHub account.
- 
-3. Run Jupyter docker image:
+
+3. Pull Jupyter image:
+
+```bash
+docker pull jupyter/minimal-notebook:latest
+```
+
+4. Run Jupyter docker image:
 
 ```bash
 docker run \
@@ -18,24 +24,30 @@ docker run \
 
 Remember to change **DIRECTORY** to directory where all files can be found. You can change it to `$(pwd)` if your current directory is proper one. 
 
-4. Get loging link with following command:
+5. Get loging link with following command:
 
 ```bash
-docker logs REK 2>&1 | grep -o 'http://127.0.0.1:8888.*' | tail -n1
+docker logs REK 2>&1 | grep -o 'http://127.0.0.1:8888/?token.*' | tail -n1
 
 Example output:
 http://127.0.0.1:8888/?token=2bb816a4bc36a4bdbf64e0c9a89f336ae5404a01d15e442c
 ```
 
-5. Prepare conda environment:
+If above command did not work. Just find it in logs:
+```bash
+docker logs REK
+```
+
+6. Prepare conda environment:
 
 ```bash
 docker exec REK bash -c "
-conda env create --name rs-class-env -f /home/jovyan/REK/environment.yml;
-python -m ipykernel install --user --name=rs-class-env"
+conda env create --name REK -f /home/jovyan/REK/environment.yml;
+conda run -n REK /bin/bash -c \"
+python -m ipykernel install --user --name=REK\""
 ```
 
-6. You can start/stop container whenever you want:
+7. You can start/stop container whenever you want:
 
 ```bash
 docker stop REK

environment.yml

@@ -1,4 +1,4 @@
-name: rs-class-env
+name: REK
 channels:
   - defaults
 dependencies:

project_2_recommender_and_evaluation.ipynb

@@ -2,19 +2,10 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 449,
+   "execution_count": 1,
    "id": "alike-morgan",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "%load_ext autoreload\n",
@@ -1371,7 +1362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 455,
+   "execution_count": 2,
    "id": "stable-theta",
    "metadata": {},
    "outputs": [],
@@ -1881,13 +1872,7 @@
       "epoch 4000                                                                             \n",
       "        Train set - loss: 0.961\n",
       "        Test  set - loss: 32.549\n",
-      "        \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "        \n",
       "epoch 5000                                                                             \n",
       "        Train set - loss: 0.922\n",
       "        Test  set - loss: 38.252\n",
@@ -2758,9 +2743,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "rek_uno",
+   "display_name": "REK1",
    "language": "python",
-   "name": "rek_uno"
+   "name": "rek1"
   },
   "language_info": {
    "codemirror_mode": {