From f062b0967b126c80af7968aebd7db3b0e5779f7a Mon Sep 17 00:00:00 2001
From: mjkwiatkowski <mati.rewa@gmail.com>
Date: Mon, 22 Jun 2026 08:54:23 +0200
Subject: feat: added an additional slide for experimental setup

---
 images/predictive_analyticsv2.drawio | 135 +++++++++++++++++++++++++++++++++++
 images/predictive_analyticsv2.pdf    | Bin 0 -> 99507 bytes
 images/ref_architecture.drawio       |  18 ++---
 images/ref_architecture.pdf          | Bin 651272 -> 651099 bytes
 images/scrs.jpg                      | Bin 0 -> 223841 bytes
 images/scrs.pdf                      | Bin 0 -> 592403 bytes
 images/scrs.psd                      | Bin 0 -> 3384382 bytes
 7 files changed, 144 insertions(+), 9 deletions(-)
 create mode 100644 images/predictive_analyticsv2.drawio
 create mode 100644 images/predictive_analyticsv2.pdf
 create mode 100644 images/scrs.jpg
 create mode 100644 images/scrs.pdf
 create mode 100644 images/scrs.psd

(limited to 'images')

diff --git a/images/predictive_analyticsv2.drawio b/images/predictive_analyticsv2.drawio
new file mode 100644
index 0000000..b6947f1
--- /dev/null
+++ b/images/predictive_analyticsv2.drawio
@@ -0,0 +1,135 @@
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diff --git a/images/predictive_analyticsv2.pdf b/images/predictive_analyticsv2.pdf
new file mode 100644
index 0000000..19e3968
Binary files /dev/null and b/images/predictive_analyticsv2.pdf differ
diff --git a/images/ref_architecture.drawio b/images/ref_architecture.drawio
index 1119a45..21302b2 100644
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