GENerative ai Models

Label, train, fine-tune, and scale LLM with production data

machine translation

video activity recognition

name entity recognition

Speech recognition

Music Generation

dna sequence analysis

GEN AI

LLM for narrative detection in social media, news, blogs, etc. using NLP, graph science, and clustering algorithms

Fraud detection

Outlier prediction and fraud detection using anomaly detection and Gaussian distribution

Recommenders

Movie/music recommendation using content-based algorithm for user rating and collaborative filtering for genre and user rating predictions

image recognition

Hand-written digits recognition using regularized multi-class logistic regression classifiers and advanced optimization algorithm

COMPUTER VISIOn

Face recognition using K-means clustering and PCA for dimensionality reduction

spam detection

Email spam classifier using SVM with Gaussian kernel

CANCER PREDICTION

Malignant tumor prediction using multi-class classification with regularization model

REAL ESTATE predictors

House price prediction using multivariate linear regression with gradient descent model and normal equation model

NLP/network graph

Trending topics detection in social posts, using NLP, graph science, and clustering model

QA prediction

Prediction on microchips QA defects 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

image detection

Hand-written numbers recognition using regularized Convolutional Neural Network model

advanced optimization

Advanced ML model to predict if students will get admitted to a university based on admission scores using regularized logistic regression with advanced optimization algorithm