diff --git a/.gitignore b/.gitignore
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 *.pdf
 samples
 *.asv
+!final-report.pdf
\ No newline at end of file
diff --git a/README.md b/README.md
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+++ b/README.md
@@ -1,4 +1,14 @@
 Linear Predictive Speech Synthesizer
 ==========================
 
-Coursework for Speech & Audio Processing & Recognition module
+Coursework for Speech & Audio Processing & Recognition module, a source-filter speech system utilising LPC filters.
+
+Various orders of filter are investigated while subjective assessments are made as to the quality of synthesised speech samples.
+
+![Real Cepstrum with pitch period identified](resources/head_f_rcep_smooth_X.png)
+
+![Spectrogram](resources/hood_m_gram.png)
+
+![Synthesised Spectrogram](resources/hood_m_gram_synth.png)
+
+![Synthesised Spectrogram](resources/hood_m_lpc_tile.png)
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