Deep AI Models

Label, train, and scale AI models with production data

GenAI

LLM for narrative detection in social media, news, blogs, etc. using NLP, graph science, and clustering with 89.02% accuracy

Fraud Detection

Outlier prediction and fraud detection using anomaly detection models and Gaussian distribution with high F1-score

Recommenders

Movie/music recommendation using content-based algorithm for user rating prediction, and collaborative filtering for genre and user rating predictions with 97.43% accuracy

Image Recognition

Hand-written digits recognition using one-vs-all classification by training regularized multi-class logistic regression classifiers and advanced optimization algorithm (fmincg) with 95.06% accuracy

Computer Vision

Facial recognition using K-means clustering and PCA for dimensionality reduction with 98% variations retained

Image Detection

Hand-written numbers recognition using regularized Convolutional Neural Network (CNN) model with 97.52% accuracy

Cancer Prediction

Malignant tumor prediction using multi-class classification with regularization model with 95.18% accuracy

Real Estate Price Prediction

House price prediction using multivariate linear regression with gradient descent model, and normal equation model with 95.22% and 96.4% accuracy respectively

NLP/Network Graph

Trending topics detection in social posts, using NLP, post engagements, graph science, and clustering with 87% accuracy

QA Prediction

Prediction on microchips QA inspection based on test scores using binary classification model with feature mapping to create higher-dimension features vector to avoid underfitting, and regularization to avoid overfitting with 98.63% accuracy

Spam Detection

Email spam classifier using SVM with Gaussian kernel resulting in a prediction model with 98.70% accuracy

Advanced Optimization

Prediction if students will get admitted to a university based on admission scores using regularized logistic regression model with advanced optimization algorithm (fminunc) with 96.35% accuracy