From 9490499cef7ed10edf0c7f52e2c4532e38d79d95 Mon Sep 17 00:00:00 2001
From: Sushmanth Chintalapudi <82151949+0xSushmanth@users.noreply.github.com>
Date: Thu, 18 May 2023 22:46:03 +0530
Subject: [PATCH 1/4] Fix Readme

---
 README.md | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 58621324c0..c0801f8715 100644
--- a/README.md
+++ b/README.md
@@ -131,9 +131,13 @@ you on your way:
 ## Windows Support
 
 When installing with `mamba` or `conda` replace `-c fastchan` in the
-installation with `-c pytorch -c nvidia -c fastai`, since fastchan is
+installation with `-c nvidia`, since fastchan is
 not currently supported on Windows.
 
+``` bash
+conda install -c nvidia fastai anaconda
+```
+
 Due to python multiprocessing issues on Jupyter and Windows,
 `num_workers` of `Dataloader` is reset to 0 automatically to avoid
 Jupyter hanging. This makes tasks such as computer vision in Jupyter on

From d37d72222dfa91c05c67aa95f0dc87e752d21d91 Mon Sep 17 00:00:00 2001
From: Sushmanth Chintalapudi <82151949+0xSushmanth@users.noreply.github.com>
Date: Tue, 23 May 2023 19:48:03 +0530
Subject: [PATCH 2/4] Update index.ipynb

---
 nbs/index.ipynb | 18 +++++++++++++++++-
 1 file changed, 17 insertions(+), 1 deletion(-)

diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 7a7bb99528..391661baa9 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -133,12 +133,28 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Windows Support\n",
     "\n",
-    "When installing with `mamba` or `conda` replace `-c fastchan` in the installation with `-c pytorch -c nvidia -c fastai`, since fastchan is not currently supported on Windows.\n",
+    "When installing with `mamba` or `conda` replace `-c fastchan` in the installation with `-c nvidia`, since fastchan is not currently supported on Windows.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conda install -c nvidia fastai anaconda"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
     "\n",
     "Due to python multiprocessing issues on Jupyter and Windows, `num_workers` of `Dataloader` is reset to 0 automatically to avoid Jupyter hanging. This makes tasks such as computer vision in Jupyter on Windows many times slower than on Linux. This limitation doesn't exist if you use fastai from a script.\n",
     "\n",

From e3bd5ebbc4b66ecc218ac44726032ffcd01897a0 Mon Sep 17 00:00:00 2001
From: 0xSushmanth <82151949+0xSushmanth@users.noreply.github.com>
Date: Tue, 23 May 2023 19:57:50 +0530
Subject: [PATCH 3/4] fix inpyb markdown

---
 nbs/index.ipynb | 27 +++++++++++++++++++++++----
 1 file changed, 23 insertions(+), 4 deletions(-)

diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 391661baa9..784ca94231 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -12,6 +12,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -22,6 +23,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -29,6 +31,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -36,6 +39,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -64,6 +68,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -71,6 +76,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -84,6 +90,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -91,6 +98,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -107,6 +115,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -114,6 +123,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -121,6 +131,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -143,15 +154,17 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "attachments": {},
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "conda install -c nvidia fastai anaconda"
+    "```bash\n",
+    "conda install -c nvidia fastai anaconda\n",
+    "```"
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -162,6 +175,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -169,6 +183,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -184,6 +199,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -191,6 +207,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -200,6 +217,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -207,6 +225,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [

From 1fa5205a929dc639324430c4143ca4b886bcdf80 Mon Sep 17 00:00:00 2001
From: 0xSushmanth <82151949+0xSushmanth@users.noreply.github.com>
Date: Tue, 23 May 2023 19:57:50 +0530
Subject: [PATCH 4/4] fix markdown index.ipynb

---
 nbs/index.ipynb | 27 +++++++++++++++++++++++----
 1 file changed, 23 insertions(+), 4 deletions(-)

diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 391661baa9..784ca94231 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -12,6 +12,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -22,6 +23,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -29,6 +31,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -36,6 +39,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -64,6 +68,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -71,6 +76,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -84,6 +90,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -91,6 +98,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -107,6 +115,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -114,6 +123,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -121,6 +131,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -143,15 +154,17 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "attachments": {},
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "conda install -c nvidia fastai anaconda"
+    "```bash\n",
+    "conda install -c nvidia fastai anaconda\n",
+    "```"
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -162,6 +175,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -169,6 +183,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -184,6 +199,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -191,6 +207,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -200,6 +217,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -207,6 +225,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [