Broken machine learning notebook (#78)

* Fix broken notebook

* Remove empty cells, fix header

* Bump version

Author: catanzaromj

RELEASE.txt

@@ -1,3 +1,6 @@
+0.3.5
+    - Fix broken notebook, Issue #77 (https://github.com/scikit-tda/persim/issues/77).
+
 0.3.4 
     - Fix bug of Issue #70 (https://github.com/scikit-tda/persim/issues/70).
 

docs/notebooks/Classification with persistence images.ipynb

@@ -350,13 +350,6 @@
     "inverse_image = np.copy(lr.coef_).reshape(pimgr.resolution)\n",
     "pimgr.plot_image(inverse_image)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -375,7 +368,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,

docs/notebooks/Differentiation with Persistence Landscapes.ipynb

@@ -5,7 +5,7 @@
    "id": "bulgarian-conviction",
    "metadata": {},
    "source": [
-    "## Distinguishing spheres using persistence landscapes"
+    "# Distinguishing spheres using persistence landscapes"
    ]
   },
   {
@@ -357,7 +357,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -371,7 +371,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.0"
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,

docs/notebooks/Persistence Landscapes and Machine Learning.ipynb

@@ -1 +1 @@
-__version__ = "0.3.4"
+__version__ = "0.3.5"