Update app.py

app.py

@@ -1,7 +1,7 @@
 # Step 1: Install necessary libraries (Handled by Hugging Face via 'requirements.txt')
 import streamlit as st
 import spacy
-from spacy.cli import download  # To download the model programmatically
+from spacy.cli import download  # For downloading the spaCy model
 import numpy as np
 from numpy.linalg import norm
 
@@ -13,27 +13,47 @@ except OSError:
     download("en_core_web_md")
     nlp = spacy.load("en_core_web_md")
 
-# Step 3: Hardcode the FAQ data within the code
+# Step 3: Hardcode the FAQ data
 faqs = {
     'Admissions': [
-        {
-            'question': 'What is the process for admission into Saras AI Institute?',
-            'answer': 'The admission process involves submitting the online application form, followed by a pre-enrollment assessment.'
-        },
-        {
-            'question': 'Is there an application fee for applying to Saras AI Institute?',
-            'answer': 'There is no application fee for applying to any program at Saras.'
-        }
+        {'question': 'What is the process for admission into Saras AI Institute?', 
+         'answer': 'The admission process at Saras AI Institute typically involves submitting the online application form along with necessary details, followed by a quick pre-enrollment assessment to evaluate your candidature based on your personal traits and basic communication skills in English.'},
+        {'question': 'Is there an application fee for applying to Saras AI Institute?', 
+         'answer': 'There is no application fee for applying to any program at Saras.'},
+        {'question': 'What is pre-enrollment assessment test? How do I prepare for it?', 
+         'answer': 'It is a fully online assessment which takes less than 15 minutes. It evaluates your personal traits and basic English communication skills. No specific preparation is required.'},
+        {'question': 'Are there any specific requirements or prerequisites for admission into the programs?', 
+         'answer': 'You need basic mathematical proficiency and English communication skills to join the programs. Math scores from high school or beyond can demonstrate your readiness.'},
+        {'question': 'When is the deadline for submitting the application?', 
+         'answer': 'The deadline for submitting applications is 5th August 2024.'}
     ],
     'Curriculum and Faculty': [
-        {
-            'question': 'What is the curriculum like at Saras AI Institute?',
-            'answer': 'The curriculum prepares students for roles like AI/ML Engineer, Data Scientist, and Gen AI Engineer.'
-        },
-        {
-            'question': 'Do you also conduct LIVE sessions?',
-            'answer': 'Yes, live sessions are conducted regularly to provide interactive learning and Q&A.'
-        }
+        {'question': 'What is the curriculum like at Saras AI Institute?', 
+         'answer': 'The curriculum imparts both technical and human skills, preparing students for roles such as AI/ML Engineer, Data Scientist, and Gen AI Engineer.'},
+        {'question': 'What does the program structure look like, and how is the curriculum delivered?', 
+         'answer': 'Each year is divided into 5 semesters of 8 weeks. The program includes a mix of recorded and live sessions.'},
+        {'question': 'Do you also conduct LIVE sessions?', 
+         'answer': 'Yes, live sessions provide interactive learning and Q&A opportunities with instructors.'},
+        {'question': 'Can I transfer credits earned at other universities to Saras AI Institute?', 
+         'answer': 'Yes, relevant credits can be transferred after evaluation.'}
+    ],
+    'Accreditation & Recognition': [
+        {'question': 'Is Saras AI Institute accredited?', 
+         'answer': 'Not yet. This is our first enrollment cycle, and accreditation takes time.'},
+        {'question': 'Are the degree programs recognized by the government?', 
+         'answer': 'Yes, we are a state-approved degree-granting institute based in the U.S.'}
+    ],
+    'Career Services': [
+        {'question': 'Does Saras AI Institute offer employment support?', 
+         'answer': 'Yes, we provide comprehensive employment support, including job placement services and interview preparation.'},
+        {'question': ' Does the university offer internship placement assistance?', 
+         'answer': 'Yes, we assist students in finding internships through employer connections.'}
+    ],
+    'Tuition fee and Scholarships': [
+        {'question': 'Does Saras AI Institute offer any scholarships for students?', 
+         'answer': 'Yes, scholarships are available based on academic merit and financial need.'},
+        {'question': 'What are the tuition fees for your courses?', 
+         'answer': "You can find detailed information on the 'Programs' page on our website."}
     ]
 }