Merge pull request #145 from UNIVERSE-HPC/144-revamp-essential-maths

[Revamp] Essential Maths
UNIVERSE-HPC · Nov 4, 2024 · 7716c4a · 7716c4a
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diff --git a/scientific_computing/essential_maths/01_graphs.md b/scientific_computing/essential_maths/01_graphs.md
@@ -3,9 +3,9 @@ name: Graphs
 dependsOn: []
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/02_indices_and_logs.md b/scientific_computing/essential_maths/02_indices_and_logs.md
@@ -3,9 +3,9 @@ name: Indices, logs and exponentials
 dependsOn: [scientific_computing.essential_maths.01_graphs]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/03_differentiation_1.md b/scientific_computing/essential_maths/03_differentiation_1.md
@@ -3,9 +3,9 @@ name: Differentiation 1
 dependsOn: [scientific_computing.essential_maths.02_indices_and_logs]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/04_differentiation_2.md b/scientific_computing/essential_maths/04_differentiation_2.md
@@ -3,9 +3,9 @@ name: Differentiation 2
 dependsOn: [scientific_computing.essential_maths.03_differentiation_1]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/05_differentiation_3.md b/scientific_computing/essential_maths/05_differentiation_3.md
@@ -3,9 +3,9 @@ name: Differentiation 3
 dependsOn: [scientific_computing.essential_maths.04_differentiation_2]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/06_integration_1.md b/scientific_computing/essential_maths/06_integration_1.md
@@ -3,9 +3,9 @@ name: Integration 1
 dependsOn: [scientific_computing.essential_maths.05_differentiation_3]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/07_integration_2.md b/scientific_computing/essential_maths/07_integration_2.md
@@ -3,9 +3,9 @@ name: Integration 2
 dependsOn: [scientific_computing.essential_maths.06_integration_1]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/08_complex_numbers.md b/scientific_computing/essential_maths/08_complex_numbers.md
@@ -3,9 +3,9 @@ name: Complex numbers
 dependsOn: [scientific_computing.essential_maths.07_integration_2]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/09_differential_equations_1.md b/scientific_computing/essential_maths/09_differential_equations_1.md
@@ -3,9 +3,9 @@ name: Differential equations 1
 dependsOn: [scientific_computing.essential_maths.07_integration_2]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/10_differential_equations_2.md b/scientific_computing/essential_maths/10_differential_equations_2.md
@@ -3,9 +3,9 @@ name: Differential equations 2
 dependsOn: [scientific_computing.essential_maths.09_differential_equations_1]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/11_differential_equations_3.md b/scientific_computing/essential_maths/11_differential_equations_3.md
@@ -3,9 +3,9 @@ name: Differential equations 3
 dependsOn: [scientific_computing.essential_maths.10_differential_equations_2]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/12_linear_algebra_1.md b/scientific_computing/essential_maths/12_linear_algebra_1.md
@@ -3,9 +3,9 @@ name: Linear algebra 1
 dependsOn: [scientific_computing.essential_maths.08_complex_numbers]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/13_linear_algebra_2.md b/scientific_computing/essential_maths/13_linear_algebra_2.md
@@ -3,9 +3,9 @@ name: Linear algebra 2
 dependsOn: [scientific_computing.essential_maths.12_linear_algebra_1]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/14_system_1.md b/scientific_computing/essential_maths/14_system_1.md
@@ -7,9 +7,9 @@ dependsOn:
   ]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/15_system_2.md b/scientific_computing/essential_maths/15_system_2.md
@@ -3,9 +3,9 @@ name: Systems of differential equations 2
 dependsOn: [scientific_computing.essential_maths.14_system_1]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/16_system_3.md b/scientific_computing/essential_maths/16_system_3.md
@@ -3,9 +3,9 @@ name: Systems of differential equations 3
 dependsOn: [scientific_computing.essential_maths.15_system_2]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/17_probability_1.md b/scientific_computing/essential_maths/17_probability_1.md
@@ -3,9 +3,9 @@ name: Probability 1
 dependsOn: [scientific_computing.essential_maths.07_integration_2]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/18_probability_2.md b/scientific_computing/essential_maths/18_probability_2.md
@@ -3,9 +3,9 @@ name: Probability 2
 dependsOn: [scientific_computing.essential_maths.17_probability_1]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk

diff --git a/scientific_computing/essential_maths/19_probability_3.md b/scientific_computing/essential_maths/19_probability_3.md
@@ -3,9 +3,9 @@ name: Probability 3
 dependsOn: [scientific_computing.essential_maths.18_probability_2]
 tags: []
 attribution:
-  - citation: This material has been adapted from material by Fergus Cooper from the "Essential Mathematics" module of the SABS R³ Center for Doctoral Training.
-    url: https://www.sabsr3.ox.ac.uk
-    image: https://www.sabsr3.ox.ac.uk/sites/default/files/styles/site_logo/public/styles/site_logo/public/sabsr3/site-logo/sabs_r3_cdt_logo_v3_111x109.png
+  - citation: This material has been adapted from material by Fergus Cooper and others from the "Essential Mathematics" module at the Doctoral Training Centre, University of Oxford.
+    url: https://www.dtc.ox.ac.uk/
+    image: fig/dtc_hex.svg
     license: CC-BY-4.0
   - citation: This course material was developed as part of UNIVERSE-HPC, which is funded through the SPF ExCALIBUR programme under grant number EP/W035731/1
     url: https://www.universe-hpc.ac.uk