diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index fca1bc2..51aca9b 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -10,9 +10,9 @@ assignees: ''
Thanks for helping us improve this project!
**Before you create this issue**
-Please make sure you are using the latest updated code and libraries: see https://github.com/ageron/handson-ml2/blob/master/INSTALL.md#update-this-project-and-its-libraries
+Please make sure you are using the latest updated code and libraries: see https://github.com/ageron/handson-ml3/blob/main/INSTALL.md#update-this-project-and-its-libraries
-Also please make sure to read the FAQ (https://github.com/ageron/handson-ml2#faq) and search for existing issues (both open and closed), as your question may already have been answered: https://github.com/ageron/handson-ml2/issues
+Also please make sure to read the FAQ (https://github.com/ageron/handson-ml3#faq) and search for existing issues (both open and closed), as your question may already have been answered: https://github.com/ageron/handson-ml3/issues
**Describe the bug**
Please provide a clear and concise description of what the bug is, and specify the notebook name and the cell number at which the problem occurs (or the chapter and page in the book).
diff --git a/.github/ISSUE_TEMPLATE/clarification-request.md b/.github/ISSUE_TEMPLATE/clarification-request.md
index fa7b52b..1bab5bc 100644
--- a/.github/ISSUE_TEMPLATE/clarification-request.md
+++ b/.github/ISSUE_TEMPLATE/clarification-request.md
@@ -10,9 +10,9 @@ assignees: ''
Thanks for helping us improve this project!
**Before you create this issue**
-Please make sure you are using the latest updated code and libraries: see https://github.com/ageron/handson-ml2/blob/master/INSTALL.md#update-this-project-and-its-libraries
+Please make sure you are using the latest updated code and libraries: see https://github.com/ageron/handson-ml3/blob/main/INSTALL.md#update-this-project-and-its-libraries
-Also please make sure to read the FAQ (https://github.com/ageron/handson-ml2#faq) and search for existing issues (both open and closed), as your question may already have been answered: https://github.com/ageron/handson-ml2/issues
+Also please make sure to read the FAQ (https://github.com/ageron/handson-ml3#faq) and search for existing issues (both open and closed), as your question may already have been answered: https://github.com/ageron/handson-ml3/issues
**Describe what is unclear to you**
Please provide a clear and concise description of what the problem is, and specify the notebook name and the cell number at which the problem occurs (or the chapter and page in the book).
diff --git a/.github/ISSUE_TEMPLATE/feature-or-improvement-request.md b/.github/ISSUE_TEMPLATE/feature-or-improvement-request.md
index 579caff..c383977 100644
--- a/.github/ISSUE_TEMPLATE/feature-or-improvement-request.md
+++ b/.github/ISSUE_TEMPLATE/feature-or-improvement-request.md
@@ -10,9 +10,9 @@ assignees: ''
Thanks for helping us improve this project!
**Before you create this issue**
-Please make sure you are using the latest updated code and libraries: see https://github.com/ageron/handson-ml2/blob/master/INSTALL.md#update-this-project-and-its-libraries
+Please make sure you are using the latest updated code and libraries: see https://github.com/ageron/handson-ml3/blob/main/INSTALL.md#update-this-project-and-its-libraries
-Also please make sure to read the FAQ (https://github.com/ageron/handson-ml2#faq) and search for existing issues (both open and closed), as your question may already have been answered: https://github.com/ageron/handson-ml2/issues
+Also please make sure to read the FAQ (https://github.com/ageron/handson-ml3#faq) and search for existing issues (both open and closed), as your question may already have been answered: https://github.com/ageron/handson-ml3/issues
**Is your feature request related to a problem? Please describe.**
Please indicate the notebook name and cell number where the problem occurs (or the chapter and page number in the book), and provide a clear and concise description of what the problem is. Ex. In chapter 1, cells 200-220, I think the code could be clearer [...]
diff --git a/01_the_machine_learning_landscape.ipynb b/01_the_machine_learning_landscape.ipynb
index b0c979c..0b62fe5 100644
--- a/01_the_machine_learning_landscape.ipynb
+++ b/01_the_machine_learning_landscape.ipynb
@@ -17,10 +17,10 @@
"source": [
"
\n",
" \n",
- " \n",
+ " \n",
" | \n",
" \n",
" \n",
@@ -103,7 +103,7 @@
"metadata": {},
"source": [
"### To run the examples\n",
- "* **Jupyter** – These notebooks are based on Jupyter. You can run these notebooks in just one click using a hosted platform such as Binder, Deepnote or Colaboratory (no installation required), or you can just view them using Jupyter.org's viewer, or you can install everything on your machine, as you prefer. Check out the [home page](https://github.com/ageron/handson-ml2/) for more details."
+ "* **Jupyter** – These notebooks are based on Jupyter. You can run these notebooks in just one click using a hosted platform such as Binder, Deepnote or Colaboratory (no installation required), or you can just view them using Jupyter.org's viewer, or you can install everything on your machine, as you prefer. Check out the [home page](https://github.com/ageron/handson-ml3/) for more details."
]
},
{
diff --git a/math_differential_calculus.ipynb b/math_differential_calculus.ipynb
index e229924..3f1bd00 100644
--- a/math_differential_calculus.ipynb
+++ b/math_differential_calculus.ipynb
@@ -19,10 +19,10 @@
"source": [
"\n",
" \n",
- " \n",
+ " \n",
" | \n",
" \n",
- " \n",
+ " \n",
" | \n",
" "
]
@@ -476,7 +476,7 @@
"id": "ebb31wJp72Zn"
},
"source": [
- "**Important note:** in Deep Learning, differentiation is almost always performed automatically by the framework you are using (such as TensorFlow or PyTorch). This is called auto-diff, and I did [another notebook](https://github.com/ageron/handson-ml2/blob/master/extra_autodiff.ipynb) on that topic. However, you should still make sure you have a good understanding of derivatives, or else they will come and bite you one day, for example when you use a square root in your cost function without realizing that its derivative approaches infinity when $x$ approaches 0 (tip: you should use $\\sqrt{x+\\epsilon}$ instead, where $\\epsilon$ is some small constant, such as $10^{-4}$)."
+ "**Important note:** in Deep Learning, differentiation is almost always performed automatically by the framework you are using (such as TensorFlow or PyTorch). This is called auto-diff, and I did [another notebook](https://github.com/ageron/handson-ml3/blob/main/extra_autodiff.ipynb) on that topic. However, you should still make sure you have a good understanding of derivatives, or else they will come and bite you one day, for example when you use a square root in your cost function without realizing that its derivative approaches infinity when $x$ approaches 0 (tip: you should use $\\sqrt{x+\\epsilon}$ instead, where $\\epsilon$ is some small constant, such as $10^{-4}$)."
]
},
{
@@ -1064,7 +1064,7 @@
" zs = f(xs, ys)\n",
"\n",
" surface = ax.plot_surface(xs, ys, zs,\n",
- " cmap=mpl.cm.coolwarm,\n",
+ " cmap=\"coolwarm\",\n",
" linewidth=0.3, edgecolor='k')\n",
"\n",
" ax.set_xlabel(\"$x$\", fontsize=14)\n",
diff --git a/tools_pandas.ipynb b/tools_pandas.ipynb
index d880389..d85eca9 100644
--- a/tools_pandas.ipynb
+++ b/tools_pandas.ipynb
@@ -18,10 +18,10 @@
"source": [
"\n",
" \n",
- " \n",
+ " \n",
" | \n",
" \n",
- " \n",
+ " \n",
" | \n",
" "
]
|