fd-update

Author: tlienart

README.md

@@ -83,7 +83,7 @@ The last thing to do is to add a link to the page in `_layout/head.html` so that
 ### Visualise modifications locally
 
 ```julia
-cd("path/to/MLJTutorials")
+cd("path/to/DataScienceTutorials")
 using Franklin
 serve()
 ```

__site/assets/literate/EX-airfoil.md

@@ -117,7 +117,7 @@ Can we do even better? Yeah, we can!! We can make use of Model Tuning.
 
 ## Tuning
 
-In case you are new to model tuning using MLJ, refer [lab5](https://alan-turing-institute.github.io/MLJTutorials/isl/lab-5/) and [model-tuning](https://alan-turing-institute.github.io/MLJTutorials/getting-started/model-tuning/)
+In case you are new to model tuning using MLJ, refer [lab5](https://alan-turing-institute.github.io/DataScienceTutorials.jl/isl/lab-5/) and [model-tuning](https://alan-turing-institute.github.io/DataScienceTutorials.jl/getting-started/model-tuning/)
 
 Range of values for parameters should be specified to do hyperparameter tuning
 

__site/data/categorical/index.html

@@ -24,11 +24,11 @@ isdir(scpath) || mkpath(scpath)
 
 ACTIVATE = """
     # Before running this, please make sure to activate and instantiate the environment
-    # corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)
+    # corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)
     # so that you get an environment which matches the one used to generate the tutorials:
     #
     # ```julia
-    # cd("MLJTutorials") # cd to folder with the *.toml
+    # cd("DataScienceTutorials") # cd to folder with the *.toml
     # using Pkg; Pkg.activate("."); Pkg.instantiate()
     # ```
 

__site/data/dataframe/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/data/loading/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/data/scitype/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/deploy.jl

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/end-to-end/AMES/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/end-to-end/HouseKingCounty/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/end-to-end/airfoil/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/end-to-end/boston-lgbm/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/end-to-end/crabs-xgb/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/end-to-end/horse/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/end-to-end/wine/index.html

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/generated/notebooks/A-composing-models.ipynb

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/generated/notebooks/A-ensembles-2.ipynb

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/generated/notebooks/A-ensembles-3.ipynb

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/generated/notebooks/A-ensembles.ipynb

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],

__site/generated/notebooks/A-fit-predict.ipynb

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],
@@ -254,7 +254,7 @@
     "\n",
     "## Tuning\n",
     "\n",
-    "In case you are new to model tuning using MLJ, refer [lab5](https://alan-turing-institute.github.io/MLJTutorials/isl/lab-5/) and [model-tuning](https://alan-turing-institute.github.io/MLJTutorials/getting-started/model-tuning/)\n",
+    "In case you are new to model tuning using MLJ, refer [lab5](https://alan-turing-institute.github.io/DataScienceTutorials.jl/isl/lab-5/) and [model-tuning](https://alan-turing-institute.github.io/DataScienceTutorials.jl/getting-started/model-tuning/)\n",
     "\n",
     "Range of values for parameters should be specified to do hyperparameter tuning"
    ],

__site/generated/notebooks/A-learning-networks-2.ipynb

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "source": [
     "Before running this, please make sure to activate and instantiate the environment\n",
-    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/MLJTutorials/master/Manifest.toml)\n",
+    "corresponding to [this `Project.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Project.toml) and [this `Manifest.toml`](https://raw.githubusercontent.com/alan-turing-institute/DataScienceTutorials.jl/master/Manifest.toml)\n",
     "so that you get an environment which matches the one used to generate the tutorials:\n",
     "\n",
     "```julia\n",
-    "cd(\"MLJTutorials\") # cd to folder with the *.toml\n",
+    "cd(\"DataScienceTutorials\") # cd to folder with the *.toml\n",
     "using Pkg; Pkg.activate(\".\"); Pkg.instantiate()\n",
     "```"
    ],