Update documentation

Author: patrickwalls

_images/03b783d253ae89ec0ff1970e09a06e0799a416a49db52a3417e3d4368e293ab1.png

@@ -272,270 +272,6 @@
     "dy = 1 + 2*x\n",
     "print(dy)"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "84566773-1eb4-4bc2-87a4-dbc88ea70d76",
-   "metadata": {},
-   "source": [
-    "## Mathematical Functions\n",
-    "\n",
-    "All the standard mathematical functions are available in NumPy:\n",
-    "\n",
-    "| Function | NumPy Syntax |\n",
-    "| :---: | :---: |\n",
-    "| $\\sin(x)$ | `np.sin(x)` |\n",
-    "| $\\cos(x)$ | `np.cos(x)` |\n",
-    "| $\\tan(x)$ | `np.tan(x)` |\n",
-    "| $\\tan^{-1}(x)$ | `np.arctan(x)` |\n",
-    "| $e^x$ | `np.exp(x)` |\n",
-    "| $\\ln(x)$ | `np.log(x)` |\n",
-    "| $\\log_{10}(x)$ | `np.log10(x)` |\n",
-    "| $\\sqrt{x}$ | `np.sqrt(x)` |\n",
-    "\n",
-    "Let's compute some examples:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "f2878313-b169-43f9-9c5f-bb59a66711a5",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.7071067811865476"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.cos(np.pi/4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "8a283317-4c79-48ad-98d4-aa937348bf45",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.7071067811865475"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "1/np.sqrt(2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "edd24472-840f-4e87-9a16-361dd7069e2d",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.6931471805599453"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.log(2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "a7360663-65c5-4377-b2f2-4d41813baa35",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.7853981633974483"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.arctan(1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "8f2fcd44-5770-4ce2-ad0a-ae86bc742c99",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.3010299956639812"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.log10(2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "80592a00-61ad-4473-a2e0-cefb431ecbcd",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2.0"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "10**0.3010299956639812"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "90b77e2c-8c79-4d07-a9c7-790990db361b",
-   "metadata": {},
-   "source": [
-    "## Custom Functions\n",
-    "\n",
-    "Create custom functions using the `lambda` keyword. For example, let's create the function:\n",
-    "\n",
-    "$$\n",
-    "f(x) = \\frac{1}{1 + x^2}\n",
-    "$$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "5033800c-5425-48fc-a9fe-520f4744e578",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "f = lambda x: 1/(1 + x**2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cb6f8769-4731-44fa-a444-83f12fbf6316",
-   "metadata": {},
-   "source": [
-    "Compute some values of $f(x)$:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "4ac74bd9-130c-4d93-b35d-44e7b391376c",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.0"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "f(0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "57c4bd22-3064-4546-a400-dcbdab424d89",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.5"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "f(1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "8cabfb40-2d2c-46ea-8154-5e57445eb0c8",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.2"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "f(2)"
-   ]
   }
  ],
  "metadata": {