diff --git a/Assignment 1/Figure_1.png b/Assignment 1/Figure_1.png
index bc53232..ed9744b 100644
Binary files a/Assignment 1/Figure_1.png and b/Assignment 1/Figure_1.png differ
diff --git a/Assignment 1/Figure_2.png b/Assignment 1/Figure_2.png
index a7e79b1..99fff6c 100644
Binary files a/Assignment 1/Figure_2.png and b/Assignment 1/Figure_2.png differ
diff --git a/Assignment 1/Figure_3.png b/Assignment 1/Figure_3.png
index aded218..fe16379 100644
Binary files a/Assignment 1/Figure_3.png and b/Assignment 1/Figure_3.png differ
diff --git a/Assignment 1/Figure_4.png b/Assignment 1/Figure_4.png
index 1706547..c86f91f 100644
Binary files a/Assignment 1/Figure_4.png and b/Assignment 1/Figure_4.png differ
diff --git a/Assignment 1/Figure_5.png b/Assignment 1/Figure_5.png
index c27f747..52e6e89 100644
Binary files a/Assignment 1/Figure_5.png and b/Assignment 1/Figure_5.png differ
diff --git a/Assignment 1/Figure_6.png b/Assignment 1/Figure_6.png
index d10c9fc..756908b 100644
Binary files a/Assignment 1/Figure_6.png and b/Assignment 1/Figure_6.png differ
diff --git a/Assignment 1/Figure_7.png b/Assignment 1/Figure_7.png
index 94bd478..c2c4753 100644
Binary files a/Assignment 1/Figure_7.png and b/Assignment 1/Figure_7.png differ
diff --git a/Assignment 1/Figure_8.png b/Assignment 1/Figure_8.png
index e5560f6..cd7fad1 100644
Binary files a/Assignment 1/Figure_8.png and b/Assignment 1/Figure_8.png differ
diff --git a/Assignment 2/bagcomb.png b/Assignment 2/bagcomb.png
index 457e9a1..34e41f8 100644
Binary files a/Assignment 2/bagcomb.png and b/Assignment 2/bagcomb.png differ
diff --git a/Assignment 2/bagging.png b/Assignment 2/bagging.png
index 4c50acb..d3588bc 100644
Binary files a/Assignment 2/bagging.png and b/Assignment 2/bagging.png differ
diff --git a/Assignment 2/bagindi.png b/Assignment 2/bagindi.png
index 0678202..391f6ef 100644
Binary files a/Assignment 2/bagindi.png and b/Assignment 2/bagindi.png differ
diff --git a/Assignment 2/fig1.png b/Assignment 2/fig1.png
index 32559a5..e4929bc 100644
Binary files a/Assignment 2/fig1.png and b/Assignment 2/fig1.png differ
diff --git a/Assignment 2/fig2.png b/Assignment 2/fig2.png
index 024387b..c33e9cb 100644
Binary files a/Assignment 2/fig2.png and b/Assignment 2/fig2.png differ
diff --git a/Assignment 2/fig3.png b/Assignment 2/fig3.png
index dedb11b..c9355b4 100644
Binary files a/Assignment 2/fig3.png and b/Assignment 2/fig3.png differ
diff --git a/Assignment 2/fig4.png b/Assignment 2/fig4.png
index ba9ae05..2ecf735 100644
Binary files a/Assignment 2/fig4.png and b/Assignment 2/fig4.png differ
diff --git a/Assignment 2/fig4final.png b/Assignment 2/fig4final.png
index 329a7cb..bb6ad59 100644
Binary files a/Assignment 2/fig4final.png and b/Assignment 2/fig4final.png differ
diff --git a/Assignment 2/fig4ini.png b/Assignment 2/fig4ini.png
index f1109d8..6103404 100644
Binary files a/Assignment 2/fig4ini.png and b/Assignment 2/fig4ini.png differ
diff --git a/Assignment 2/fig5.png b/Assignment 2/fig5.png
index 0ffcb76..57175d5 100644
Binary files a/Assignment 2/fig5.png and b/Assignment 2/fig5.png differ
diff --git a/Assignment 2/fig5final.png b/Assignment 2/fig5final.png
index 8351778..b00eb81 100644
Binary files a/Assignment 2/fig5final.png and b/Assignment 2/fig5final.png differ
diff --git a/Assignment 2/fig5ini.png b/Assignment 2/fig5ini.png
index f4fe122..1f1aef2 100644
Binary files a/Assignment 2/fig5ini.png and b/Assignment 2/fig5ini.png differ
diff --git a/Assignment 2/fig6.png b/Assignment 2/fig6.png
index 54e49d1..7a8e9f1 100644
Binary files a/Assignment 2/fig6.png and b/Assignment 2/fig6.png differ
diff --git a/Assignment 2/fig6final.png b/Assignment 2/fig6final.png
index ed113a6..e3c4c25 100644
Binary files a/Assignment 2/fig6final.png and b/Assignment 2/fig6final.png differ
diff --git a/Assignment 2/fig6ini.png b/Assignment 2/fig6ini.png
index 6e42c75..009f66d 100644
Binary files a/Assignment 2/fig6ini.png and b/Assignment 2/fig6ini.png differ
diff --git a/Assignment 2/fig7.png b/Assignment 2/fig7.png
index 79c2de7..14c17ac 100644
Binary files a/Assignment 2/fig7.png and b/Assignment 2/fig7.png differ
diff --git a/Assignment 2/fig8.png b/Assignment 2/fig8.png
index 7a92933..3a61c71 100644
Binary files a/Assignment 2/fig8.png and b/Assignment 2/fig8.png differ
diff --git a/Assignment 2/fig9.png b/Assignment 2/fig9.png
index 2dc4cf1..2d8ede8 100644
Binary files a/Assignment 2/fig9.png and b/Assignment 2/fig9.png differ
diff --git a/Assignment 2/figbagging.png b/Assignment 2/figbagging.png
index 9ad4898..d114170 100644
Binary files a/Assignment 2/figbagging.png and b/Assignment 2/figbagging.png differ
diff --git a/Assignment 2/irisfi.png b/Assignment 2/irisfi.png
index bdbf33c..d6a83a3 100644
Binary files a/Assignment 2/irisfi.png and b/Assignment 2/irisfi.png differ
diff --git a/Assignment 2/irisfinal.png b/Assignment 2/irisfinal.png
index c7e0c9c..7a3ab73 100644
Binary files a/Assignment 2/irisfinal.png and b/Assignment 2/irisfinal.png differ
diff --git a/Assignment 2/plot1.png b/Assignment 2/plot1.png
index 7e672da..57aa2e5 100644
Binary files a/Assignment 2/plot1.png and b/Assignment 2/plot1.png differ
diff --git a/Assignment 2/plot2.png b/Assignment 2/plot2.png
index 68f32c5..0053f8e 100644
Binary files a/Assignment 2/plot2.png and b/Assignment 2/plot2.png differ
diff --git a/Assignment 2/plot3.jpg b/Assignment 2/plot3.jpg
index 5918e0a..1561e71 100644
Binary files a/Assignment 2/plot3.jpg and b/Assignment 2/plot3.jpg differ
diff --git a/Assignment 2/plot4.png b/Assignment 2/plot4.png
index d256aa1..7334045 100644
Binary files a/Assignment 2/plot4.png and b/Assignment 2/plot4.png differ
diff --git a/Assignment 2/plt1.png b/Assignment 2/plt1.png
index bb0ccd4..f23f845 100644
Binary files a/Assignment 2/plt1.png and b/Assignment 2/plt1.png differ
diff --git a/Assignment 2/plt2.png b/Assignment 2/plt2.png
index 3d39862..d60546d 100644
Binary files a/Assignment 2/plt2.png and b/Assignment 2/plt2.png differ
diff --git a/Assignment 2/tree1.png b/Assignment 2/tree1.png
index e2f9e5b..5fc6722 100644
Binary files a/Assignment 2/tree1.png and b/Assignment 2/tree1.png differ
diff --git a/Assignment 2/tree10.png b/Assignment 2/tree10.png
index a8c4479..ab30b50 100644
Binary files a/Assignment 2/tree10.png and b/Assignment 2/tree10.png differ
diff --git a/Assignment 2/tree11.png b/Assignment 2/tree11.png
index d754be2..0a01164 100644
Binary files a/Assignment 2/tree11.png and b/Assignment 2/tree11.png differ
diff --git a/Assignment 2/tree12.png b/Assignment 2/tree12.png
index 61082f8..b10fffb 100644
Binary files a/Assignment 2/tree12.png and b/Assignment 2/tree12.png differ
diff --git a/Assignment 2/tree13.png b/Assignment 2/tree13.png
index 792ae50..eb1f855 100644
Binary files a/Assignment 2/tree13.png and b/Assignment 2/tree13.png differ
diff --git a/Assignment 2/tree14.png b/Assignment 2/tree14.png
index a5efba5..e5b17f0 100644
Binary files a/Assignment 2/tree14.png and b/Assignment 2/tree14.png differ
diff --git a/Assignment 2/tree15.png b/Assignment 2/tree15.png
index 643283e..c012ea9 100644
Binary files a/Assignment 2/tree15.png and b/Assignment 2/tree15.png differ
diff --git a/Assignment 2/tree16.png b/Assignment 2/tree16.png
index 3f75085..4a9393e 100644
Binary files a/Assignment 2/tree16.png and b/Assignment 2/tree16.png differ
diff --git a/Assignment 2/tree17.png b/Assignment 2/tree17.png
index c61ab37..8fba6fe 100644
Binary files a/Assignment 2/tree17.png and b/Assignment 2/tree17.png differ
diff --git a/Assignment 2/tree18.png b/Assignment 2/tree18.png
index e7f6204..b98c609 100644
Binary files a/Assignment 2/tree18.png and b/Assignment 2/tree18.png differ
diff --git a/Assignment 2/tree2.png b/Assignment 2/tree2.png
index d332127..0ebed64 100644
Binary files a/Assignment 2/tree2.png and b/Assignment 2/tree2.png differ
diff --git a/Assignment 2/tree3.png b/Assignment 2/tree3.png
index 6cfa40b..a3b54c1 100644
Binary files a/Assignment 2/tree3.png and b/Assignment 2/tree3.png differ
diff --git a/Assignment 2/tree4.png b/Assignment 2/tree4.png
index 19978bf..83a589c 100644
Binary files a/Assignment 2/tree4.png and b/Assignment 2/tree4.png differ
diff --git a/Assignment 2/tree5.png b/Assignment 2/tree5.png
index 6cfa40b..a3b54c1 100644
Binary files a/Assignment 2/tree5.png and b/Assignment 2/tree5.png differ
diff --git a/Assignment 2/tree6.png b/Assignment 2/tree6.png
index 8c30123..e2b8da3 100644
Binary files a/Assignment 2/tree6.png and b/Assignment 2/tree6.png differ
diff --git a/Assignment 2/tree7.png b/Assignment 2/tree7.png
index 8c44214..08eb3a2 100644
Binary files a/Assignment 2/tree7.png and b/Assignment 2/tree7.png differ
diff --git a/Assignment 2/tree8.png b/Assignment 2/tree8.png
index 78cef6e..c33435a 100644
Binary files a/Assignment 2/tree8.png and b/Assignment 2/tree8.png differ
diff --git a/Assignment 2/tree9.png b/Assignment 2/tree9.png
index 8747c10..03de4a1 100644
Binary files a/Assignment 2/tree9.png and b/Assignment 2/tree9.png differ
diff --git a/Assignment 3/Q5.png b/Assignment 3/Q5.png
index 74c0d41..fb7e8a7 100644
Binary files a/Assignment 3/Q5.png and b/Assignment 3/Q5.png differ
diff --git a/Assignment 3/Q6.png b/Assignment 3/Q6.png
index bd87d98..a219daa 100644
Binary files a/Assignment 3/Q6.png and b/Assignment 3/Q6.png differ
diff --git a/Assignment 3/Q8a.png b/Assignment 3/Q8a.png
index 49fd589..232438d 100644
Binary files a/Assignment 3/Q8a.png and b/Assignment 3/Q8a.png differ
diff --git a/Assignment 3/Q8b.png b/Assignment 3/Q8b.png
index cbaea86..cee57b2 100644
Binary files a/Assignment 3/Q8b.png and b/Assignment 3/Q8b.png differ