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AI Projects | Artificial Intelligence
Best Place to know latest AI Trends & Projects. Latest updates on Artificial Intelligence, Deep Learning, Machine Learning, and Computer Vision 💻💹
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import PyPDF2
def extract_text(file):
reader = PyPDF2.PdfReader(file)
text = ""
for page in reader.pages:
text += page.extract_text()
return text
{}
🧹 Step 2: Text Preprocessing
• Lowercase
• Remove symbols
• Tokenization
🔢 Step 3: Convert Text → Features
👉 Use TF-IDF
from sklearn.feature_extraction.text import TfidfVectorizer
vectorizer = TfidfVectorizer()
{}
🤖 Step 4: Similarity Calculation
👉 Compare resume vs job description
from sklearn.metrics.pairwise import cosine_similarity
score = cosine_similarity(resume_vec, jd_vec)
{}
📊 Step 5: Ranking System
👉 Rank candidates based on score
🌐 Step 6: Build UI (Streamlit)
Features:
• Upload resume
• Enter job description
• Show match score
📁 Project Structure
resume-screening/
│
├── app.py
├── model.py
├── utils.py
├── requirements.txt
├── README.md
📝 Resume Description
AI Resume Screening System
• Built NLP-based system to match resumes with job descriptions
• Used TF-IDF and cosine similarity for ranking candidates
• Extracted text from PDFs and processed using NLP techniques
• Developed interactive app using Streamlit
🎯 Skills You Show
✔ NLP
✔ Feature extraction
✔ Similarity algorithms
✔ Real-world AI system
✔ Deployment
🔥 Make It 10/10 Project
Add:
✔ Multiple resume upload
✔ Skill extraction (NER)
✔ Top candidate ranking
✔ Dashboard
⚠️ Common Mistakes
❌ Only comparing text directly
❌ No preprocessing
❌ No ranking logic
❌ No UI
👉 This project shows:
• Real business problem solving
• Automation mindset
• Practical NLP
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