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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EXPLORE PROJECTS

Neural Architecture Gallery

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CNN Image Classification 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

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CNN Object Detection Brand Recognition

🎯 Brand Spotter — 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 | Transfer Learning

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CNN Anomaly Detection Industry 4.0

🔇 NoiseNinja — Acoustic Anomaly Detector

Unsupervised CNN Autoencoder trained on healthy machine sounds to detect acoustic anomalies in real-time via MSE reconstruction loss with precision thresholding at 0.0036.

Stack: Python · TensorFlow/Keras · Flask · Librosa · Chart.js

Highlights: Unsupervised Autoencoder | Live Mel-Spectrogram Dashboard | Real-Time Mic Streaming

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👁️ CNN Projects

ANN Classification E-commerce

📱 Smart Price Predictor

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 | 20+ Hardware Features | Confidence Scores

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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

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🧠 ANN Projects

LSTM Time Series Weather

🌦️ WeatherLens AI — LSTM Forecasting

End-to-end deep learning weather forecasting system using LSTM networks to predict 7-day temperature across 4 major global cities.

Stack: Python · TensorFlow/Keras · Open-Meteo API · Streamlit

Highlights: Multi-step LSTM | 4-City Coverage | Glassmorphism Dashboard

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LSTM Time Series Finance

🥇 Gold Price Oracle — AI Prediction

Self-updating LSTM prediction engine forecasting gold prices with live market data, autonomous retraining via GitHub Actions.

Stack: Python · TensorFlow/Keras · Streamlit · GitHub Actions

Highlights: Autonomous Self-Retraining | Live Market Feed | Smart Scaling

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LSTM Forecasting Agriculture

🌾 Deep Crop Yield Forecaster

Advanced Stacked LSTM based deep learning forecaster predicting agricultural crop yields using historical time series data and environmental variables.

Stack: Python · TensorFlow/Keras · Pandas · Geopandas

Highlights: Stacked LSTM Architecture | Time Series Forecasting | NDVI Integration

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LSTM Computer Vision Accessibility

🤟 SignSense-LSTM

Real-time sign language translation system analyzing 30 consecutive frames (temporal motion) using MediaPipe 3D Hand Landmarks and a deep LSTM network.

Stack: Python · TensorFlow/Keras · OpenCV · MediaPipe · Streamlit

Highlights: Temporal Sequence Buffer | Live Confidence Meters | Hybrid Fallback System

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🔄 RNN / LSTM Projects