docs(higher-ed): restore missing guides and add roadmap index

- Restored education_loans.md and publishing_papers.md (critical missing files).
- Added sop_lor_guide.md (SOP writing tips).
- Added index.md (The Roadmap) to guide beginners through the folder structure.

Author: shadil-rayyan

docs/higher-education/abroad/australia.md …er-education/abroad/country/australia.mddocs/higher-education/abroad/australia.md renamed to docs/higher-education/abroad/country/australia.md docs/higher-education/abroad/australia.md renamed to docs/higher-education/abroad/country/australia.md

@@ -1,4 +1,4 @@
-# 💸 Education Loans Guide
+# 💰 Education Loans Guide
 ### "Funding the Dream"
 
 90% of students take a loan. It's normal. Here is how it works in India.
@@ -9,7 +9,6 @@
 You pledge property (House, Flat, Land, FD) to the bank.
 *   **Banks:** SBI (Global Ed-Vantage), BOB, Union Bank.
 *   **Interest Rate:** Very Low (~8.5% - 9.5%).
-*   **Processing:** Slow (1-2 months).
 *   **Limit:** Up to ₹1.5 Crore.
 *   **Best For:** People with family assets. **Always choose this if possible.**
 
@@ -18,25 +17,21 @@ You pledge property (House, Flat, Land, FD) to the bank.
 ## 🚫 Unsecured Loans (Without Collateral)
 You don't pledge anything. The bank trusts your future earning potential.
 *   **Banks:** Prodigy Finance, MPower (USD Loans), Avanse, HDFC Credila, Auxilo.
-*   **Interest Rate:** High (11% - 14%). **Prodigy/MPower are often 13%+ in USD.**
-*   **Processing:** Fast (1 week).
+*   **Interest Rate:** High (11% - 14%).
 *   **Limit:** up to ₹50-60 Lakh (depends on your GRE/University rank).
-*   **Co-Applicant:** Required (Parents). Their income matters (ITR).
+*   **Co-Applicant:** Required (Parents).
 
 ---
 
 ## ⚖️ Prodigy Finance & MPower (The "No Co-Applicant" Loan)
-*   **What:** They lend in Dollars/Euros, not Rupees.
-*   **Catch:**
-    1.  Floating Interest Rates (LIBOR/SOFR based). If US rates go up, your EMI explodes.
-    2.  No Co-Applicant needed (Good if parents have low income).
-    3.  Only for Top Universites.
+*   **What:** They lend in Dollars/Euros.
+*   **Catch:** Floating Interest Rates (LIBOR/SOFR). If US rates go up, your EMI explodes.
+*   **No Co-Applicant needed.**
 
 ---
 
-## 🔄 Repayment (EMI)
-*   **Moratorium Period:** During the course (2 years) + 6 months after, you usually pay **Simple Interest** (or nothing, depending on the bank).
-*   **Full EMI:** Starts after you get a job.
-*   **Tax Benefit:** Interest paid heavily reduces taxable income under **Section 80E** (Indian Income Tax).
+## 🔄 Repayment & Tax
+*   **Tax Benefit:** Interest paid heavily reduces taxable income under **Section 80E**.
+*   **Moratorium:** No full EMI until you graduate.
 
 > **Advice:** Try for SBI/BOB first. Use Credila/Prodigy only as a last resort.

docs/higher-education/abroad/canada.md …igher-education/abroad/country/canada.mddocs/higher-education/abroad/canada.md renamed to docs/higher-education/abroad/country/canada.md docs/higher-education/abroad/canada.md renamed to docs/higher-education/abroad/country/canada.md

@@ -0,0 +1,33 @@
+# 📄 How to Publish Research Papers
+### "The Currency of Academia"
+
+If you want a Masters/PhD admit, a **Research Paper** is the strongest weapon you can have.
+
+---
+
+## 🚫 The Scam Warning (Read First!)
+Many "International Journals" are scams (IJCRT, JETIR).
+*   **Rule:** If they ask you for money to *review* the paper, it's likely a scam.
+*   **Target:** **IEEE** or **ACM** Conferences.
+
+---
+
+## 🔬 How to Write a Paper (Step-by-Step)
+
+### Step 1: The Idea (Novelty)
+You don't need to invent a new AI. You need a small improvement.
+*   *Good:* "Face Recognition System for Low-Light Villages in India".
+
+### Step 2: The Mentor
+Find a professor in your college who has a Google Scholar profile. You cannot do this alone.
+
+### Step 3: The Structure (IMRAD)
+1.  **Introduction:** What is the problem?
+2.  **Methodology:** What is your algorithm?
+3.  **Results:** Graphs proving your method is better.
+4.  **Discussion:** Why did it work?
+
+---
+
+## 🏃‍♀️ The "Mitacs" Internship (Canada)
+*   **Globalink Research Internship:** Fully funded research internship in Canada for 3rd year students.

docs/higher-education/abroad/europe.md …igher-education/abroad/country/europe.mddocs/higher-education/abroad/europe.md renamed to docs/higher-education/abroad/country/europe.md docs/higher-education/abroad/europe.md renamed to docs/higher-education/abroad/country/europe.md

@@ -0,0 +1,35 @@
+# ✍️ Writing the SOP & LORs
+### "Your Story Matters"
+
+Scores get you filtered *in*. The SOP gets you *admitted*.
+
+---
+
+## 📝 Statement of Purpose (SOP)
+This is a 1000-word essay about **You**.
+
+### The Golden Structure
+1.  **The Hook (Para 1):** Don't start with "I have always loved computers." Start with a specific problem you solved. *"When I was 19, I crashed the college server..."*
+2.  **The Evidence (Para 2-3):** Talk about your Projects and Research. *"I built X using Y, which taught me Z."*
+3.  **The Why (Para 4):** Why do you need a Masters? *"I hit a wall in my learning..."*
+4.  **The Where (Para 5):** Why THIS university? Name 2 professors and 1 lab you want to join.
+
+### 🚫 Mistakes to Avoid
+*   Repeating your Resume.
+*   Using ChatGPT to write the whole thing (Admissions officers can smell AI).
+*   Being too emotional/tragic. Keep it professional.
+
+---
+
+## 📜 Letters of Recommendation (LOR)
+You need 3 Letters.
+1.  **Academic:** A professor who taught you tough subjects (DSA/OS).
+2.  **Project:** A professor who supervised your Final Year Project.
+3.  **Professional:** Your Internship Manager.
+
+### The "Drafting" Reality
+*   Professors are busy. They will often ask **YOU** to write the draft.
+*   **Tip:** Make each LOR sound different.
+    *   LOR 1 focuses on your *Intelligence*.
+    *   LOR 2 focuses on your *Hard Work*.
+    *   LOR 3 focuses on your *Teamwork*.