added neural net notebook

.gitignore

@@ -7,6 +7,8 @@ scratch.py
 service.json
 cache.json
 .env
+.venv
+tensorboard-logs
 
 # Created by https://www.toptal.com/developers/gitignore/api/jupyternotebooks
 # Edit at https://www.toptal.com/developers/gitignore?templates=jupyternotebooks

README.md

@@ -4,7 +4,8 @@ Notebooks:
 * [analysis](analysis.ipynb) for a intro to the dataset and premise
 * [artist](artist.ipynb), [album](./album.ipynb) & [playlist](playlist.ipynb) investigations
 * [stats](stats.ipynb) for high-level stats about the dataset (Spotify feature miss ratio)
-* [playlist classifier](./playlist-classifier.ipynb) using Scikit to classify tracks using the contents of playlists as models
+* [playlist SVM](./playlist-svm.ipynb) using Scikit to classify tracks using the contents of playlists as models
+* [playlist NN](./playlist-nn.ipynb) using a multi-layer perceptron to classify tracks using the contents of playlists as models
 
 Combining Spotify & Last.fm data for exploring habits and trends
 Uses two data sources,

playlist-svm.ipynb

@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Playlist Classifier\n",
+    "# Playlist SVM\n",
     "\n",
     "Given a list of playlists, can unknown tracks be correctly classified?"
    ]
@@ -521,7 +521,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.4"
+   "version": "3.8.9"
   }
  },
  "nbformat": 4,

pyproject.toml

@@ -5,10 +5,10 @@ description = "Analysing listening habits using Spotify & Last.fm data"
 authors = ["andy <andy@sarsoo.xyz>"]
 
 [tool.poetry.dependencies]
-python = ">=3.8,<3.10"
+python = "~3.8"
 spotframework = {path = "../spotframework"}
 fmframework = {path = "../fmframework"}
-numpy = "^1.20.0"
+numpy = "*"
 pandas = "^1.2.1"
 opencv-python = "^4.5.1"
 ipykernel = "^5.4.3"
@@ -19,6 +19,9 @@ matplotlib = "^3.3.4"
 pyarrow = "^3.0.0"
 scikit-learn = "^0.24.1"
 ipympl = "^0.6.3"
+tensorflow = "^2.4.1"
+google-cloud-bigquery-storage = "^2.4.0"
+seaborn = "^0.11.1"
 
 [tool.poetry.dev-dependencies]
 pylint = "^2.6.0"