Update app.py

app.py

@@ -1,17 +1,13 @@
 import spacy
 from spacy.cli import download
 import nltk
+import os
 import gradio as gr
 import torch
-import re
-import PyPDF2
-import numpy as np
-import pandas as pd
-from transformers import pipeline
 from sentence_transformers import SentenceTransformer
-from sklearn.metrics.pairwise import cosine_similarity
+import PyPDF2
 
-# Download necessary NLTK resources
+# Ensure NLTK 'punkt' tokenizer is downloaded
 try:
     nltk.data.find('tokenizers/punkt')
 except LookupError:
@@ -33,56 +29,6 @@ embedding_model = SentenceTransformer('all-MiniLM-L6-v2')
 device = "cuda" if torch.cuda.is_available() else "cpu"
 print(f"Running on: {device}")
 
-# Enhanced Career Database with a specific "Engineering" Domain
-CAREER_DATABASE = {
-    "Technology": {
-        "skills": ["Python", "Java", "Machine Learning", "Data Science", "Cloud Computing", "Cybersecurity", "Web Development", "Software Development", "Database Management"],
-        "careers": [
-            {"title": "Software Engineer", "description": "Develops software applications and systems"},
-            {"title": "Data Scientist", "description": "Analyzes complex data to help make business decisions"},
-            {"title": "Cloud Solutions Architect", "description": "Designs and manages cloud computing strategies"},
-            {"title": "AI/ML Engineer", "description": "Creates intelligent systems and machine learning models"},
-            {"title": "Database Administrator", "description": "Manages databases, ensures data security"}
-        ]
-    },
-    "Engineering": {
-        "skills": ["CAD", "CAM", "Matlab", "Mechanical Design", "Manufacturing Engineering", "Quality Control", "Thermal Engineering", "Fluid Mechanics", "GD&T", "Engineering Drawings", "Blueprint reading", "Product Design", "FEA Analysis"],
-        "careers": [
-            {"title": "Mechanical Engineer", "description": "Designs, develops, and tests mechanical devices and systems"},
-            {"title": "Manufacturing Engineer", "description": "Optimizes manufacturing processes for efficiency and quality"},
-            {"title": "Quality Engineer", "description": "Oversees quality assurance activities and ensures products meet standards."},
-            {"title": "Design Engineer", "description": "Creates product designs and technical drawings using CAD software"}
-        ]
-    },
-    "Business": {
-        "skills": ["Project Management", "Marketing", "Business Analysis", "Sales", "Finance", "Consulting", "Market Research"],
-        "careers": [
-            {"title": "Business Analyst", "description": "Identifies business needs and determines solutions"},
-            {"title": "Marketing Manager", "description": "Develops and implements marketing strategies"},
-            {"title": "Project Manager", "description": "Leads and coordinates project teams and resources"},
-            {"title": "Management Consultant", "description": "Advises organizations on improving performance"}
-        ]
-    },
-    "Creative": {
-        "skills": ["Graphic Design", "Content Writing", "Digital Marketing", "UI/UX Design", "Video Production", "SEO", "Social Media Marketing"],
-        "careers": [
-            {"title": "Graphic Designer", "description": "Creates visual concepts using computer software or by hand"},
-            {"title": "Content Strategist", "description": "Develops content plans and marketing strategies"},
-            {"title": "UI/UX Designer", "description": "Designs user interfaces for digital products"},
-            {"title": "Digital Marketing Specialist", "description": "Promotes brands and products through digital channels"}
-        ]
-    },
-    "Healthcare": {
-        "skills": ["Patient Care", "Medical Research", "Healthcare Administration", "Medical Technology", "Anatomy", "Physiology", "Pharmacology"],
-        "careers": [
-            {"title": "Healthcare Administrator", "description": "Manages healthcare facilities and services"},
-            {"title": "Medical Researcher", "description": "Conducts research to improve medical knowledge"},
-            {"title": "Healthcare Consultant", "description": "Advises healthcare organizations on improvement strategies"},
-            {"title": "Medical Assistant", "description": "Assists with patient care and medical administrative tasks."}
-        ]
-    }
-}
-
 # Function to extract text from PDF
 def extract_text_from_pdf(file_path):
     try: