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Welcome to my portfolio galaxy, where each project is a unique world of innovation and creativity. Click on any project to discover its story.
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GetAGirlfriend.ai is an AI system trained on thousands of successful dating conversations to identify patterns and suggest responses that are statistically more likely to lead to positive outcomes. The system analyzes text messages in real-time and provides suggestions with confidence scores.
The project was inspired by my own struggles with online dating and the realization that many people could benefit from subtle guidance in their communication.
The backend uses a custom-trained transformer model built with TensorFlow that analyzes conversation context, sentiment, and linguistic patterns. The frontend is a React application with a real-time messaging interface.
# Sample conversation analysis
def analyze_conversation(messages):
# Preprocess conversation
tokens = tokenizer.tokenize(messages)
embeddings = model.encode(tokens)
# Predict optimal response characteristics
response_profile = predictor.predict(embeddings)
# Generate suggestions
suggestions = generator.generate(response_profile)
return {
'sentiment': analyze_sentiment(messages),
'suggestions': suggestions,
'confidence': calculate_confidence(response_profile)
}Challenge: Creating a model that understands nuanced human communication without being overly robotic.
Solution: Incorporated reinforcement learning from human feedback to refine suggestions based on actual user outcomes.
Challenge: Handling the ethical implications of AI in dating.
Solution: Implemented strict guidelines to ensure suggestions remained authentic to the user's personality.
Success Rate Improvement
Active Users
Average Rating
User feedback has been overwhelmingly positive, with many reporting significant improvements in their dating lives while maintaining authentic communication styles.
"GetAGirlfriend.ai completely transformed my dating life. I went from rarely getting second dates to meeting my current girlfriend thanks to the subtle suggestions."
"As someone who struggles with social cues, this app helped me understand what works in conversations without changing who I am."
