diff --git a/notebooks/train-dataset-size-analysis.ipynb b/notebooks/train-dataset-size-analysis.ipynb
index f1036e8..56c0858 100644
--- a/notebooks/train-dataset-size-analysis.ipynb
+++ b/notebooks/train-dataset-size-analysis.ipynb
@@ -116,7 +116,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "As shown above, as the train dataset size increases do does both the prediction accuracy and the training time taken. Therefore, I can predict that if I increase the size of the Cat Recognition dataset, I could improve the accuracy of the model trained on the dataset."
+    "As shown above, as the train dataset size increases so does both the prediction accuracy and the training time taken. Therefore, I can predict that if I increase the size of the Cat Recognition dataset, I could improve the accuracy of the model trained on the dataset."
    ]
   }
  ],
diff --git a/project-report/project-report.pdf b/project-report/project-report.pdf
index 24f69ac..1cc4957 100644
Binary files a/project-report/project-report.pdf and b/project-report/project-report.pdf differ
diff --git a/project-report/src/latex/analysis.tex b/project-report/src/latex/analysis.tex
index d51272d..92fa017 100644
--- a/project-report/src/latex/analysis.tex
+++ b/project-report/src/latex/analysis.tex
@@ -242,6 +242,8 @@ \subsection{Theory Behind Deep Artificial Neural Networks}
 
 \subsubsection{Setup}
 
+\pagebreak
+
 \begin{figure}[h!]
 \centering
 \includegraphics[width=1\textwidth]{./project-report/src/images/deep-ann-diagram.png}
diff --git a/project-report/src/latex/testing.tex b/project-report/src/latex/testing.tex
index 6ab8d2a..0d6f115 100644
--- a/project-report/src/latex/testing.tex
+++ b/project-report/src/latex/testing.tex
@@ -4,7 +4,7 @@
 
 \maketitle
 
-\section{Testing TODO}
+\section{Testing}
 
 \subsection{Investigation}
 
diff --git a/project-report/src/pdfs/cpu-vs-gpu-analysis.pdf b/project-report/src/pdfs/cpu-vs-gpu-analysis.pdf
index 181533d..151b970 100644
Binary files a/project-report/src/pdfs/cpu-vs-gpu-analysis.pdf and b/project-report/src/pdfs/cpu-vs-gpu-analysis.pdf differ
diff --git a/project-report/src/pdfs/epoch-count-analysis.pdf b/project-report/src/pdfs/epoch-count-analysis.pdf
index 2e8b097..ae10432 100644
Binary files a/project-report/src/pdfs/epoch-count-analysis.pdf and b/project-report/src/pdfs/epoch-count-analysis.pdf differ
diff --git a/project-report/src/pdfs/layer-count-analysis.pdf b/project-report/src/pdfs/layer-count-analysis.pdf
index 510de68..176184b 100644
Binary files a/project-report/src/pdfs/layer-count-analysis.pdf and b/project-report/src/pdfs/layer-count-analysis.pdf differ
diff --git a/project-report/src/pdfs/learning-rate-analysis.pdf b/project-report/src/pdfs/learning-rate-analysis.pdf
index 2a463db..b1d5a95 100644
Binary files a/project-report/src/pdfs/learning-rate-analysis.pdf and b/project-report/src/pdfs/learning-rate-analysis.pdf differ
diff --git a/project-report/src/pdfs/neuron-count-analysis.pdf b/project-report/src/pdfs/neuron-count-analysis.pdf
index d7c5276..bc50b7c 100644
Binary files a/project-report/src/pdfs/neuron-count-analysis.pdf and b/project-report/src/pdfs/neuron-count-analysis.pdf differ
diff --git a/project-report/src/pdfs/relu-analysis.pdf b/project-report/src/pdfs/relu-analysis.pdf
index 38e9cb8..cbada31 100644
Binary files a/project-report/src/pdfs/relu-analysis.pdf and b/project-report/src/pdfs/relu-analysis.pdf differ
diff --git a/project-report/src/pdfs/train-dataset-size-analysis.pdf b/project-report/src/pdfs/train-dataset-size-analysis.pdf
index 50ec63c..d999beb 100644
Binary files a/project-report/src/pdfs/train-dataset-size-analysis.pdf and b/project-report/src/pdfs/train-dataset-size-analysis.pdf differ