SINGULARITY INTERFACE · MODULE 04

Deep Learning Lab

Neural architectures that bend data like gravity bends light — from dense ANNs to convolutional networks and beyond the event horizon.

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🧠 Artificial Neural Networks (ANN)

Fully connected deep neural networks for regression, classification, and feature learning across diverse domains.

Deep Learning ANN Classification E-commerce

📱 Smart Price Predictor – Smartphone Pricing

AI-powered Multi-Layer Perceptron classifying smartphones into 4 price categories based on 20+ hardware specs with premium dark glassmorphism UI.

Stack: Python · TensorFlow/Keras · Streamlit · Pandas
Highlights: 4-Class Classification (Budget → Flagship) | 20+ Hardware Features | Real-time Confidence Scores | Neon Green Theme

Deep Learning ANN Regression Education

🎓 Student Performance Predictor

Robust ANN regression system predicting student final grades (G3) using UCI dataset, analyzing demographic, social & study factors.

Stack: Python · TensorFlow/Keras · Scikit-learn · Streamlit
Highlights: End-to-End Pipeline | Dropout & Early Stopping | Mixed Data Handling | Joblib Persistence | Interactive Grade UI

👁️ Convolutional Neural Networks (CNN)

Image classification, object detection, and computer vision projects leveraging convolutional architectures.

CNN Image Classification Accessibility Computer Vision

🤟 ASL Digits Recognizer

Custom 3-layer CNN achieving ~96% accuracy on ASL digits (0-9) with dual deployment — Streamlit web app + OpenCV real-time webcam inference.

Stack: Python · TensorFlow/Keras · OpenCV · Streamlit
Highlights: 3 Conv2D-MaxPool blocks | Smart Uncertainty Alerts | Webcam ROI Cropping | Feature Map Visualization

CNN Object Detection Computer Vision Brand Recognition

🎯 Brand Spotter — Intelligent Logo Detection

Advanced CNN-based logo detection and brand recognition system powered by deep learning for identifying and classifying company logos in images.

Stack: Python · TensorFlow/Keras · OpenCV · Deep Learning
Highlights: Multi-Brand Detection | Real-time Recognition | Image Preprocessing | Transfer Learning | High Accuracy

🔄 Sequence Models (RNN/LSTM)

Time-series forecasting, NLP, and sequence-to-sequence learning projects using recurrent architectures.

LSTM Time Series Weather Forecasting

🌦️ WeatherLens AI — Multi-City LSTM Forecasting

End-to-end deep learning weather forecasting system using LSTM networks to predict 7-day (168 hours) temperature across 4 major global cities with Open-Meteo data.

Stack: Python · TensorFlow/Keras · Open-Meteo API · Streamlit
Highlights: Multi-step LSTM | 4-City Coverage | Glassmorphism Dashboard UI | Hourly + 4-Hourly Views | Beats Baseline

LSTM Time Series Finance Forecasting

🥇 Gold Price Oracle — AI-Powered Price Prediction

Self-updating LSTM prediction engine forecasting gold prices with live market data, autonomous retraining via GitHub Actions, and a premium gold-themed glassmorphism dashboard.

Stack: Python · TensorFlow/Keras · Streamlit · GitHub Actions
Highlights: Autonomous Self-Retraining | Live Market Feed | Smart Scaling Pipeline | Premium Gold UI | 730-Day Rolling Window