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resumeranger-ai
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You need to build an AI Resume Classifier application that:

Browse files

Accepts resumes in Text or PDF format.

Extracts skills from the resume.

Classifies the resume into categories:

Web Developer

Data Analyst

AI/ML

Core Engineer

Highlights Top 3 Skills for each student.

Uses ML/NLP for automation.

🔹 Tech Stack Suggestion

Backend: Python (Flask / FastAPI / Streamlit for simplicity).

Libraries:

PyPDF2 or pdfplumber → extract text from PDF.

NLTK / spaCy → extract skills.

scikit-learn → classification model (TF-IDF + Logistic Regression).

Frontend:

Streamlit (easiest – instant web UI).

Or Flask + HTML (custom web app).

🔹 Step-by-Step Implementation Plan
1. Data Preprocessing

Collect sample resumes (or text snippets).

Label them into categories (Web Developer, Data Analyst, AI/ML, Core Engineer).

2. Skill Extraction

Use keyword matching from a skills dictionary.

Or use NER with spaCy (en_core_web_sm) to extract entities like "Python", "SQL", "TensorFlow".

3. Classification

Convert text to TF-IDF embeddings.

Train a classifier (LogisticRegression or RandomForest).

Predict job category.

4. Top 3 Skills

Count frequency of extracted skills → return top 3.

5. Application

User uploads PDF.

Extract text → clean → run through classifier.

Display:

Predicted Category

Top 3 Skills

Files changed (3) hide show
  1. README.md +9 -5
  2. index.html +93 -19
  3. results.html +118 -0
README.md CHANGED
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  ---
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- title: Resumeranger Ai
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- emoji: 🐢
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- colorFrom: green
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- colorTo: pink
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  sdk: static
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  pinned: false
 
 
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  ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
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  ---
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+ title: ResumeRanger AI 🚀
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+ colorFrom: yellow
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+ colorTo: purple
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+ emoji: 🐳
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  sdk: static
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  pinned: false
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+ tags:
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+ - deepsite-v3
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  ---
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+ # Welcome to your new DeepSite project!
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+ This project was created with [DeepSite](https://deepsite.hf.co).
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+
index.html CHANGED
@@ -1,19 +1,93 @@
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- <!doctype html>
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- <html>
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- <head>
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- <meta charset="utf-8" />
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- <meta name="viewport" content="width=device-width" />
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- <title>My static Space</title>
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- <link rel="stylesheet" href="style.css" />
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- </head>
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- <body>
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- <div class="card">
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- <h1>Welcome to your static Space!</h1>
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- <p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
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- <p>
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- Also don't forget to check the
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- <a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
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- </p>
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- </div>
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- </body>
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- </html>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ <!DOCTYPE html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="UTF-8">
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+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
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+ <title>ResumeRanger AI - Smart Resume Classifier</title>
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+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/tailwindcss@2.2.19/dist/tailwind.min.css">
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+ <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0-beta3/css/all.min.css">
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+ <style>
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+ .gradient-bg {
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+ background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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+ }
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+ .file-upload {
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+ border: 2px dashed #cbd5e0;
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+ transition: all 0.3s ease;
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+ }
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+ .file-upload:hover {
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+ border-color: #667eea;
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+ }
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+ </style>
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+ </head>
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+ <body class="font-sans antialiased">
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+ <div class="min-h-screen gradient-bg text-white">
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+ <div class="container mx-auto px-4 py-16">
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+ <div class="max-w-4xl mx-auto text-center">
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+ <div class="flex justify-center mb-6">
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+ <div class="bg-white bg-opacity-20 p-3 rounded-full">
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+ <i class="fas fa-file-alt text-3xl"></i>
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+ </div>
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+ </div>
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+ <h1 class="text-4xl md:text-5xl font-bold mb-4">ResumeRanger AI</h1>
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+ <p class="text-xl opacity-90 mb-8">Upload your resume and discover your perfect career match</p>
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+
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+ <div class="bg-white bg-opacity-10 backdrop-filter backdrop-blur-lg rounded-xl p-8 mb-8">
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+ <div class="file-upload rounded-lg p-12 text-center cursor-pointer">
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+ <i class="fas fa-cloud-upload-alt text-4xl mb-4 text-blue-200"></i>
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+ <p class="mb-2 font-medium">Drag & drop your resume here</p>
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+ <p class="text-sm opacity-80 mb-4">or</p>
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+ <label for="resume-upload" class="bg-white text-indigo-700 px-6 py-2 rounded-full font-medium cursor-pointer hover:bg-gray-100 transition">
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+ Browse Files
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+ </label>
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+ <input id="resume-upload" type="file" class="hidden" accept=".pdf,.txt,.doc,.docx">
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+ </div>
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+ </div>
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+
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+ <div class="grid md:grid-cols-2 gap-6 mb-8">
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+ <div class="bg-white bg-opacity-10 p-6 rounded-xl">
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+ <h3 class="text-xl font-semibold mb-3">How It Works</h3>
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+ <ul class="space-y-2 text-left">
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+ <li class="flex items-start">
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+ <i class="fas fa-check-circle mt-1 mr-2 text-green-300"></i>
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+ <span>Upload your resume in any format</span>
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+ </li>
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+ <li class="flex items-start">
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+ <i class="fas fa-check-circle mt-1 mr-2 text-green-300"></i>
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+ <span>AI extracts your key skills automatically</span>
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+ </li>
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+ <li class="flex items-start">
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+ <i class="fas fa-check-circle mt-1 mr-2 text-green-300"></i>
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+ <span>Get matched with ideal career paths</span>
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+ </li>
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+ </ul>
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+ </div>
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+
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+ <div class="bg-white bg-opacity-10 p-6 rounded-xl">
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+ <h3 class="text-xl font-semibold mb-3">Supported Careers</h3>
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+ <div class="grid grid-cols-2 gap-2">
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+ <span class="bg-indigo-700 bg-opacity-50 px-3 py-1 rounded-full text-sm">Web Developer</span>
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+ <span class="bg-purple-700 bg-opacity-50 px-3 py-1 rounded-full text-sm">Data Analyst</span>
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+ <span class="bg-pink-700 bg-opacity-50 px-3 py-1 rounded-full text-sm">AI/ML Engineer</span>
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+ <span class="bg-blue-700 bg-opacity-50 px-3 py-1 rounded-full text-sm">Core Engineer</span>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ <script>
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+ document.getElementById('resume-upload').addEventListener('change', function(e) {
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+ if (e.target.files.length > 0) {
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+ const fileName = e.target.files[0].name;
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+ alert(`File "${fileName}" uploaded successfully! Processing your resume...`);
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+ // Here you would typically send the file to your backend for processing
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+ // For now we'll simulate a response after 2 seconds
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+ setTimeout(() => {
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+ window.location.href = "results.html";
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+ }, 2000);
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+ }
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+ });
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+ </script>
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+ </body>
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+ </html>
results.html ADDED
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+ <!DOCTYPE html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="UTF-8">
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+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
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+ <title>Your Resume Analysis | ResumeRanger AI</title>
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+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/tailwindcss@2.2.19/dist/tailwind.min.css">
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+ <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0-beta3/css/all.min.css">
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+ <style>
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+ .gradient-bg {
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+ background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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+ }
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+ .skill-pill {
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+ transition: all 0.2s ease;
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+ }
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+ .skill-pill:hover {
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+ transform: translateY(-2px);
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+ }
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+ </style>
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+ </head>
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+ <body class="font-sans antialiased">
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+ <div class="min-h-screen gradient-bg text-white">
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+ <div class="container mx-auto px-4 py-12">
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+ <div class="max-w-4xl mx-auto">
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+ <a href="index.html" class="inline-flex items-center text-blue-200 hover:text-white mb-8">
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+ <i class="fas fa-arrow-left mr-2"></i> Back to upload
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+ </a>
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+
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+ <div class="bg-white bg-opacity-10 backdrop-filter backdrop-blur-lg rounded-xl p-8 mb-8">
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+ <div class="flex flex-col md:flex-row items-center mb-8">
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+ <div class="w-24 h-24 rounded-full bg-indigo-600 flex items-center justify-center mb-4 md:mb-0 md:mr-6">
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+ <i class="fas fa-user-graduate text-3xl"></i>
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+ </div>
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+ <div>
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+ <h2 class="text-2xl font-bold">John Doe</h2>
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+ <div class="mt-2">
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+ <span class="bg-green-500 bg-opacity-30 px-3 py-1 rounded-full text-sm">AI/ML Engineer</span>
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+ </div>
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+ </div>
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+ </div>
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+
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+ <div class="mb-8">
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+ <h3 class="text-xl font-semibold mb-4">Top Skills</h3>
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+ <div class="flex flex-wrap gap-2">
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+ <span class="skill-pill bg-indigo-600 px-4 py-2 rounded-full font-medium">Python</span>
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+ <span class="skill-pill bg-purple-600 px-4 py-2 rounded-full font-medium">TensorFlow</span>
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+ <span class="skill-pill bg-pink-600 px-4 py-2 rounded-full font-medium">Machine Learning</span>
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+ </div>
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+ </div>
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+
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+ <div class="mb-8">
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+ <h3 class="text-xl font-semibold mb-4">Career Match Details</h3>
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+ <div class="bg-white bg-opacity-5 rounded-lg p-4">
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+ <div class="flex items-start mb-3">
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+ <i class="fas fa-check-circle text-green-400 mt-1 mr-3"></i>
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+ <div>
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+ <h4 class="font-medium">Strong Match (85%)</h4>
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+ <p class="text-sm opacity-80">Your skills align closely with typical AI/ML Engineer requirements</p>
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+ </div>
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+ </div>
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+ <div class="flex items-start mb-3">
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+ <i class="fas fa-lightbulb text-yellow-400 mt-1 mr-3"></i>
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+ <div>
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+ <h4 class="font-medium">Suggested Improvements</h4>
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+ <p class="text-sm opacity-80">Consider adding experience with PyTorch and cloud platforms like AWS SageMaker</p>
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+ </div>
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+ </div>
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+ <div class="flex items-start">
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+ <i class="fas fa-chart-line text-blue-400 mt-1 mr-3"></i>
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+ <div>
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+ <h4 class="font-medium">Career Growth</h4>
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+ <p class="text-sm opacity-80">With 1-2 more years of experience, you could qualify for Senior AI Engineer roles</p>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ <div>
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+ <h3 class="text-xl font-semibold mb-4">Other Potential Matches</h3>
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+ <div class="grid md:grid-cols-3 gap-4">
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+ <div class="bg-white bg-opacity-5 p-4 rounded-lg">
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+ <div class="flex items-center mb-2">
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+ <span class="bg-blue-500 bg-opacity-30 px-2 py-1 rounded-full text-xs mr-2">75%</span>
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+ <span class="font-medium">Data Scientist</span>
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+ </div>
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+ <p class="text-sm opacity-80">Your statistical skills make this a good alternative</p>
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+ </div>
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+ <div class="bg-white bg-opacity-5 p-4 rounded-lg">
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+ <div class="flex items-center mb-2">
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+ <span class="bg-purple-500 bg-opacity-30 px-2 py-1 rounded-full text-xs mr-2">65%</span>
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+ <span class="font-medium">Research Engineer</span>
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+ </div>
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+ <p class="text-sm opacity-80">Your analytical approach fits research roles</p>
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+ </div>
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+ <div class="bg-white bg-opacity-5 p-4 rounded-lg">
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+ <div class="flex items-center mb-2">
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+ <span class="bg-green-500 bg-opacity-30 px-2 py-1 rounded-full text-xs mr-2">60%</span>
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+ <span class="font-medium">ML Ops Engineer</span>
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+ </div>
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+ <p class="text-sm opacity-80">With more DevOps experience, this could be a great fit</p>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+
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+ <div class="text-center">
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+ <button onclick="window.print()" class="bg-white text-indigo-700 px-6 py-2 rounded-full font-medium hover:bg-gray-100 transition mr-4">
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+ <i class="fas fa-print mr-2"></i> Print Report
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+ </button>
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+ <a href="index.html" class="bg-indigo-700 text-white px-6 py-2 rounded-full font-medium hover:bg-indigo-800 transition">
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+ <i class="fas fa-redo mr-2"></i> Analyze Another
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+ </a>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+ </body>
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+ </html>