plot & explanations upd

neuromatch · Aug 8, 2024 · ce03e8d · ce03e8d
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diff --git a/tutorials/W2D4_Macrolearning/W2D4_Tutorial2.ipynb b/tutorials/W2D4_Macrolearning/W2D4_Tutorial2.ipynb
@@ -392,7 +392,7 @@
     "execution": {}
    },
    "source": [
-    "Now, let's incrementally fit the autumn data to the trained model and monitor the R-squared values for the summer and autumn data test sets during each iteration. In the following code snippet, you are requested to complete further training using the `partial_fit` function, which allows us to train the existing model on new data. As we iterate through the epochs, we can append new R-squared values for each epoch."
+    "Now, let's incrementally fit the autumn data to the trained model and monitor the R-squared values for the summer and autumn data test sets during each iteration. In the following code snippet, you are requested to complete further training using the `partial_fit` function, which allows us to train the existing model on new data (it runs through the data only once, and thus, we can control for the number of iterations). As we iterate through the epochs, we can append new R-squared values for each epoch."
    ]
   },
   {
@@ -913,7 +913,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,