From 3d3ccc34eeaaa3b23b0401a41184dd2f171123df Mon Sep 17 00:00:00 2001
From: Aguru Venkata Saisantosh Patnaik
 <105899086+aguru-venkata-saisantosh-patnaik@users.noreply.github.com>
Date: Mon, 8 Jun 2026 03:33:19 +0530
Subject: [PATCH] Remove image tags from README

Removed image tags from the Hypothesis & Data and Model Training sections.
---
 README.md | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/README.md b/README.md
index d5bd7ec..ab450e2 100644
--- a/README.md
+++ b/README.md
@@ -33,8 +33,6 @@ An end-to-end quantitative research pipeline — from raw hourly FX data to a li
 
 ## Hypothesis & Data
 
-<img src="images/report_p1.png" width="650" alt="Hypothesis and Data Overview"/>
-
 **Hypothesis:** Time-based patterns and macroeconomic factors drive price changes in low-volatility major FX pairs more than raw price momentum alone.
 
 - **Data:** Hourly OHLCV for a low-volatility major FX pair (6 years, 2019–2025)
@@ -76,8 +74,6 @@ ACF/PACF analysis confirmed serial autocorrelation in key features — validatin
 
 ## Model Training
 
-<img src="images/report_p4.png" width="650" alt="XGBoost Training and CV Methodology"/>
-
 ### XGBoost Multi-class Classifier
 
 **Critical design choices:**