diff --git a/intro_to_gurobipy/intro_to_gurobipy/intro_to_gurobipy.ipynb b/intro_to_gurobipy/intro_to_gurobipy/intro_to_gurobipy.ipynb
index 98a69a8..8f83ca4 100644
--- a/intro_to_gurobipy/intro_to_gurobipy/intro_to_gurobipy.ipynb
+++ b/intro_to_gurobipy/intro_to_gurobipy/intro_to_gurobipy.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aae0f1e0",
+   "id": "ff267917",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4886f223",
+   "id": "c7add96f",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -39,7 +39,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cf907810",
+   "id": "becedc5b",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d897e49c",
+   "id": "e6a335dc",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -76,7 +76,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98f0c164",
+   "id": "bf8838b1",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -85,11 +85,10 @@
    "source": [
     "## How to Install gurobipy?\n",
     "\n",
-    "There are three main approaches to install gurobipy on any operating systems such as Linux, Windows, or macOS.\n",
+    "There are two main approaches to install gurobipy on any operating systems such as Linux, Windows, or macOS.\n",
     "\n",
-    "- [Pip](https://www.gurobi.com/documentation/10.0/quickstart_mac/cs_using_pip_to_install_gr.html#subsubsection:pip)\n",
-    "- [Conda](https://www.gurobi.com/documentation/10.0/quickstart_mac/cs_anaconda_and_grb_conda_.html#subsubsection:Anaconda)\n",
-    "- [Manual installation via the Gurobi distribution package](https://www.gurobi.com/documentation/10.0/quickstart_mac/cs_manual_installation.html#subsubsection:manualinstall)\n",
+    "- Pip\n",
+    "- Conda\n",
     "\n",
     "Relevant Knowledge Base (KB) articles:\n",
     "- [Which Python versions are supported by Gurobi?](https://support.gurobi.com/hc/en-us/articles/360013195212)\n",
@@ -98,7 +97,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a93e6b2",
+   "id": "6a5efc36",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -136,7 +135,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd2775ec",
+   "id": "5b2738d7",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -157,7 +156,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "26ccb11a",
+   "id": "4a1cf970",
    "metadata": {
     "code_folding": [
      22
@@ -199,7 +198,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d867a3cb",
+   "id": "1db40407",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -228,7 +227,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "057765ad",
+   "id": "e0a8c8df",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -237,29 +236,29 @@
    "source": [
     " ## Extented Data Structures in Gurobi Python API\n",
     " \n",
-    " - [tuplelist()](https://www.gurobi.com/documentation/10.0/refman/py_tuplelist.html)\n",
+    " - [tuplelist()](https://www.gurobi.com/documentation/current/refman/py_tuplelist.html)\n",
     "     - A sub-class of Python list \n",
     "     - Important methods to build sub-lists efficiently \n",
-    "         - [tuplelist.select(pattern)](https://www.gurobi.com/documentation/10.0/refman/py_tuplelist_select.html) --> tuplelist()\n",
+    "         - [tuplelist.select(pattern)](https://www.gurobi.com/documentation/current/refman/py_tuplelist_select.html) --> tuplelist()\n",
     "     \n",
     " \n",
     " \n",
-    "- [tupledict()](https://www.gurobi.com/documentation/10.0/refman/py_tupledict.html)\n",
+    "- [tupledict()](https://www.gurobi.com/documentation/current/refman/py_tupledict.html)\n",
     "    - A sub-class of Python dict\n",
     "    - The keys of a tupledict() are stored as tuplelist() and the values are Gurobi variable objects\n",
     "    - Important methods to build linear expressions efficiently:\n",
-    "        - [tupledict.select(pattern)](https://www.gurobi.com/documentation/10.0/refman/py_tupledict_select.html) --> List\n",
-    "        - [tupledict.sum(pattern)](https://www.gurobi.com/documentation/10.0/refman/py_tupledict_sum.html) --> LinExpr()\n",
-    "        - [tupledict.prod(coeff, pattern)](https://www.gurobi.com/documentation/10.0/refman/py_tupledict_prod.html) --> LinExpr()\n",
+    "        - [tupledict.select(pattern)](https://www.gurobi.com/documentation/current/refman/py_tupledict_select.html) --> List\n",
+    "        - [tupledict.sum(pattern)](https://www.gurobi.com/documentation/current/refman/py_tupledict_sum.html) --> LinExpr()\n",
+    "        - [tupledict.prod(coeff, pattern)](https://www.gurobi.com/documentation/current/refman/py_tupledict_prod.html) --> LinExpr()\n",
     "    \n",
     "    \n",
-    "- [multidict()](https://www.gurobi.com/documentation/10.0/refman/py_multidict.html): A convenience function to define multiple dictionaries in one statement."
+    "- [multidict()](https://www.gurobi.com/documentation/current/refman/py_multidict.html): A convenience function to define multiple dictionaries in one statement."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8e3e45bf",
+   "id": "c4540670",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -286,7 +285,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a2f0b69e",
+   "id": "4763eaef",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -298,7 +297,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6d88a28a",
+   "id": "812389ed",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -312,7 +311,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "85713ffb",
+   "id": "b1260ab8",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -338,14 +337,14 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d86bacf9",
+   "id": "f2eba8ea",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## [Environments](https://www.gurobi.com/documentation/10.0/refman/py_env2.html)\n",
+    "## [Environments](https://www.gurobi.com/documentation/current/refman/py_env2.html)\n",
     "\n",
     "```\n",
     "+--------------------------------------------+\n",
@@ -368,20 +367,20 @@
     "- Using remote resources such as floating, cloud, or compute server licenses for optimization\n",
     "- Garbage collection when using Jupyter notebooks\n",
     "\n",
-    "Note: It is better to create new environments via the context manager."
+    "Note: It is better to create new environments via the [context manager](https://support.gurobi.com/hc/en-us/articles/4424054948881-How-do-I-manage-Gurobi-environments-in-gurobipy)."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "7f0177cb",
+   "id": "d822c113",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## [Model](https://www.gurobi.com/documentation/10.0/refman/py_model.html)\n",
-    "Model building in the [Python API](https://www.gurobi.com/documentation/10.0/refman/py_python_api_overview.html) is object oriented. The reference manual contains [a full list of methods](https://www.gurobi.com/documentation/10.0/refman/py_python_api_details.html#sec:Python-details) on a model object. \n",
+    "## [Model](https://www.gurobi.com/documentation/current/refman/py_model.html)\n",
+    "Model building in the [Python API](https://www.gurobi.com/documentation/current/refman/py_python_api_overview.html) is object oriented. The reference manual contains [a full list of methods](https://www.gurobi.com/documentation/current/refman/py_python_api_details.html#sec:Python-details) on a model object. \n",
     "\n",
     "The signature for constructing a model object is:\n",
     "```\n",
@@ -392,7 +391,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "70b5f668",
+   "id": "3ece5640",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -422,7 +421,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89b3d23f",
+   "id": "39e336b8",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -431,7 +430,7 @@
    "source": [
     "## Decision Variables\n",
     "\n",
-    "Since variables are associated with a particular model object, use the [Model.addVar()](https://www.gurobi.com/documentation/10.0/refman/py_model_addvar.html#pythonmethod:Model.addVar) method to create a Gurobi variable object ([Var](https://www.gurobi.com/documentation/10.0/refman/py_var.html)):\n",
+    "Since variables are associated with a particular model object, use the [Model.addVar()](https://www.gurobi.com/documentation/current/refman/py_model_addvar.html#pythonmethod:Model.addVar) method to create a Gurobi variable object ([Var](https://www.gurobi.com/documentation/current/refman/py_var.html)):\n",
     "```\n",
     "Model.addVar(lb=0, ub=float(\"inf\"), obj=0, vtype=GRB.CONTINUOUS, name=\"\", column=None)\n",
     "```\n",
@@ -449,7 +448,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4d532b26",
+   "id": "00a3f876",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -469,14 +468,14 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e815095",
+   "id": "da2b7c97",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## [Model.addVars()](https://www.gurobi.com/documentation/10.0/refman/py_model_addvars.html#pythonmethod:Model.addVar)\n",
+    "## [Model.addVars()](https://www.gurobi.com/documentation/current/refman/py_model_addvars.html#pythonmethod:Model.addVar)\n",
     "\n",
     "To add multiple decision variables to the model, use the Model.addVars() method which returns a Gurobi tupledict object containing the newly created variables:\n",
     "```\n",
@@ -496,7 +495,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a055a6ff",
+   "id": "b39a6221",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -535,7 +534,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "500bc5af",
+   "id": "88c44161",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -543,12 +542,12 @@
    },
    "source": [
     "## Constraints\n",
-    "Like variables, constraints are also associated with a model. Use the method [Model.addConstr()](https://www.gurobi.com/documentation/10.0/refman/py_model_addconstr.html) to add a constraint to a model.\n",
+    "Like variables, constraints are also associated with a model. Use the method [Model.addConstr()](https://www.gurobi.com/documentation/current/refman/py_model_addconstr.html) to add a constraint to a model.\n",
     "```\n",
     "Model.addConstr(constr, name=\"\")\n",
     "```\n",
     "\n",
-    "`constr` is a [TempConstr](https://www.gurobi.com/documentation/10.0/refman/py_tempconstr.html#pythonclass:TempConstr) object that can take different types:\n",
+    "`constr` is a [TempConstr](https://www.gurobi.com/documentation/current/refman/py_tempconstr.html#pythonclass:TempConstr) object that can take different types:\n",
     "\n",
     "- Linear Constraint: `x + y <= 1` \n",
     "- Ranged Linear Constraint: `x + y == [1, 3]`\n",
@@ -564,7 +563,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "be75ff75",
+   "id": "600cc5c8",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -609,14 +608,14 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a00d33e3",
+   "id": "23e0adc0",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## [Model.addConstrs](https://www.gurobi.com/documentation/10.0/refman/py_model_addconstrs.html)\n",
+    "## [Model.addConstrs](https://www.gurobi.com/documentation/current/refman/py_model_addconstrs.html)\n",
     "\n",
     "To add multiple constraints to the model, use the Model.addConstrs() method which returns a Gurobi tupledict that contains the newly created constraints:\n",
     "\n",
@@ -628,7 +627,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "db345945",
+   "id": "1c2ea69a",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -656,7 +655,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b403781",
+   "id": "87741684",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -665,13 +664,13 @@
    "source": [
     "## Objective Function\n",
     "\n",
-    "To set the model objective equal to a linear or a quadratic expression, use the [Model.setObjective()](https://www.gurobi.com/documentation/10.0/refman/py_model_setobjective.html) method:\n",
+    "To set the model objective equal to a linear or a quadratic expression, use the [Model.setObjective()](https://www.gurobi.com/documentation/current/refman/py_model_setobjective.html) method:\n",
     "```\n",
     "Model.setObjective(expr, sense=GRB.MINIMIZE)\n",
     "```\n",
     "- expr: \n",
-    "    - [LinExpr()](https://www.gurobi.com/documentation/10.0/refman/py_lex.html): constant + coefficient-variable pairs capturing linear terms\n",
-    "    - [QuadExpr()](https://www.gurobi.com/documentation/10.0/refman/py_qex.html): linear expression + list of coefficient-variable-variable triples\n",
+    "    - [LinExpr()](https://www.gurobi.com/documentation/current/refman/py_lex.html): constant + coefficient-variable pairs capturing linear terms\n",
+    "    - [QuadExpr()](https://www.gurobi.com/documentation/current/refman/py_qex.html): linear expression + list of coefficient-variable-variable triples\n",
     "- sense:\n",
     "    - GRB.MINIMIZE (default) or GRB.MAXIMIZE"
    ]
@@ -679,7 +678,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7ff2b7cc",
+   "id": "0774a681",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -724,14 +723,14 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb627d15",
+   "id": "af44c698",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## [Attributes](https://www.gurobi.com/documentation/10.0/refman/attributes.html)\n",
+    "## [Attributes](https://www.gurobi.com/documentation/current/refman/attributes.html)\n",
     "\n",
     "The primary mechanism for querying and modifying properties of a Gurobi object is through the attribute interface. You can see the complete set of Gurobi attributes in the reference linked above.\n",
     "\n",
@@ -741,7 +740,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f60e8ffc",
+   "id": "49c1ecd3",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -753,7 +752,7 @@
     "import gurobipy as gp\n",
     "from gurobipy import GRB\n",
     "\n",
-    "url = \"https://raw.githubusercontent.com/Gurobi/modeling-examples/master/gurobi_days_digital_2023/intro_to_gurobipy/data/glass4.mps.bz2\"\n",
+    "url = \"https://raw.githubusercontent.com/Gurobi/modeling-examples/master/intro_to_gurobipy/data/glass4.mps.bz2\"\n",
     "path_to_file, _ = urllib.request.urlretrieve(url, \"./glass4.mps.bz2\")\n",
     "\n",
     "# running notebook locally:\n",
@@ -775,21 +774,21 @@
   },
   {
    "cell_type": "markdown",
-   "id": "05547bf2",
+   "id": "dca53115",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## [Parameters](https://www.gurobi.com/documentation/10.0/refman/parameter_descriptions.html)\n",
+    "## [Parameters](https://www.gurobi.com/documentation/current/refman/parameter_descriptions.html)\n",
     "Parameters control the mechanics of the Gurobi Optimizer."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "36214b31",
+   "id": "61277a1d",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -801,7 +800,7 @@
     "import gurobipy as gp\n",
     "from gurobipy import GRB\n",
     "\n",
-    "url = \"https://raw.githubusercontent.com/Gurobi/modeling-examples/master/gurobi_days_digital_2023/intro_to_gurobipy/data/glass4.mps.bz2\"\n",
+    "url = \"https://raw.githubusercontent.com/Gurobi/modeling-examples/master/intro_to_gurobipy/data/glass4.mps.bz2\"\n",
     "path_to_file, _ = urllib.request.urlretrieve(url, \"./glass4.mps.bz2\")\n",
     "\n",
     "# running notebook locally:\n",
@@ -814,14 +813,14 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6471825d",
+   "id": "f3c629c6",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "source": [
-    "## [General Constraints](https://www.gurobi.com/documentation/10.0/refman/constraints.html#subsubsection:GeneralConstraints)\n",
+    "## [General Constraints](https://www.gurobi.com/documentation/current/refman/constraints.html#subsubsection:GeneralConstraints)\n",
     "\n",
     "General constraints allow defining certain variable relationships easily without going to the hardship of modeling these relationships in terms of the more fundamental constraints of MIP. Capturing a single one of these general constraints can often require a large set of constraints and a number of auxiliary decision variables.\n",
     "\n",
@@ -859,7 +858,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "170805d1",
+   "id": "66195906",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -913,7 +912,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "17d42d14",
+   "id": "11d889db",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -941,7 +940,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2dfa0562",
+   "id": "9a94383c",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -953,7 +952,7 @@
     "from urllib.request import urlopen\n",
     "import numpy as np\n",
     "\n",
-    "url = \"https://raw.githubusercontent.com/Gurobi/modeling-examples/master/gurobi_days_digital_2023/intro_to_gurobipy/data/portfolio-example.json\"\n",
+    "url = \"https://raw.githubusercontent.com/Gurobi/modeling-examples/master/intro_to_gurobipy/data/portfolio-example.json\"\n",
     "response = urlopen(url)\n",
     "data = json.loads(response.read())\n",
     "\n",
@@ -967,7 +966,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f0751e84",
+   "id": "e47a1de3",
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -1021,7 +1020,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "286f54d3",
+   "id": "d132cb20",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -1033,14 +1032,13 @@
     "- Do ensure the separation between your model and data\n",
     "- Do use descriptive names where appropriate\n",
     "- Exploit sparsity when creating variables/constraints - Only create variables/constraints for valid combinations\n",
-    "- Do consider using the Package [gurobipy stubs](https://support.gurobi.com/hc/en-us/articles/4415139954449-How-do-I-enable-type-hinting-in-the-Gurobi-Python-API-) for Type Hinting\n",
     "- Don’t forget to dispose of your model and environment\n",
     "- Use the documentation"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "60cb57da",
+   "id": "8e29bb28",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -1055,7 +1053,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb64859f",
+   "id": "8150f61c",
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -1063,8 +1061,8 @@
    },
    "source": [
     "## Resources\n",
-    "- [Gurobi Python Documentation](https://www.gurobi.com/documentation/10.0/refman/py_python_api_overview.html)\n",
-    "- [Gurobi Python Examples](https://www.gurobi.com/documentation/10.0/examples/python_examples.html)\n",
+    "- [Gurobi Python Documentation](https://www.gurobi.com/documentation/current/refman/py_python_api_overview.html)\n",
+    "- [Gurobi Python Examples](https://www.gurobi.com/documentation/current/examples/python_examples.html)\n",
     "- [Gurobi Jupyter Notebook Modeling Examples](https://www.gurobi.com/jupyter_models/)\n",
     "- [Gurobi Knowledge Base](https://support.gurobi.com/hc/en-us/categories/360000840331-Knowledge-Base)"
    ]