Aryan Saini

AI/ML Engineer & Open-Source Contributor
India
Aryan Saini

About Me

Open-source contributor with experience building LLM pipelines, time-series forecasting models, and applied deep learning projects.

Open Source Contributions

Selected work across time-series and ML tooling

sktime logo

sktime

Contributed advanced forecasters and transformers (Hurst Exponent, RBF Neural Network Forecaster, MAPA) to strengthen classical.

Time-Series
Forecasting
Transformers
PyTorch Forecasting logo

PyTorch Forecasting

Led a major refactor introducing LightningDataModule for scalable dataset pipelines, reducing coupling and enabling faster onboarding for contributors. Also, added the test framework for testing new models. And added models like xLSTMTime

PyTorch
LightningDataModule
Refactor
pykalman logo

pykalman

Worked on maintenance and CI/CD improvements; helped stabilize the v0.10.0 release and enhance documentation for active users.

CI/CD
Kalman Filters
Maintenance

Featured Projects

Some of my recent work and contributions

xLSTMTime – Time-Series Forecasting

xLSTMTime – Time-Series Forecasting

Implemented the xLSTMTime architecture combining sLSTM and mLSTM with exponential gating and enhanced memory for long-term multivariate forecasting. Benchmarked on electricity demand and traffic datasets with 5–10% lower MSE/MAE than standard LSTM baselines and outperforming transformers on select horizons.

PyTorch
sktime
Time Series
LightningDataModule
Attention
Tversky-Layer Implementation

Tversky-Layer Implementation

Implementation based on 'Tversky Neural Networks: Psychologically Plausible Deep Learning with Differentiable Tversky Similarity'. Provides a Tversky-based layer for controllable similarity learning in deep models.

Deep Learning
Similarity
PyTorch
Anime Face Generation (DCGAN)

Anime Face Generation (DCGAN)

DCGAN trained to synthesize realistic anime faces. Generator/discriminator trained adversarially; results show crisp features and stable training with tuned learning rates and regularization.

GAN
DCGAN
Computer Vision
PyTorch
Image Caption Generator

Image Caption Generator

End‑to‑end pipeline on Flickr8k using VGG16 for feature extraction and an LSTM decoder with attention to produce context‑aware captions. Achieved BLEU‑1/2/3/4: 0.4851 / 0.3028 / 0.2084 / 0.1013.

TensorFlow
Keras
VGG16
LSTM
Attention
NLP