machine-learning
an archive of projects with this tag
| RISC-V Processor Optimized for Neural Network Inference: Built CPU with 4-stage pipeline, bypassing, and custom instruction set extensions for inference. Implemented loop unrolling and function inlining code optimizations. |
Iterative Neural Network Based Approach to Automated IFT-20 Sensory Neuron Identification in Caenorhabditis elegans: Developed custom multistage neural network implemented using PyTorch to classify 22 sensory neurons in the IFT-20 subunit of the C. elegans brain. Paper available upon request |
Using Machine Learning to Augment Dynamic Time Warping Based Signal Classification: Designed neural network using TensorFlow that predicts likely distortions between signals to eliminate unnecessary computations in Dynamic Time Warping (DTW), a popular signal comparison algorithm. arXiv:2206.07200 |
Object Tracking & Gesture Recognition: Created interactive game with real-time hand-tracking and neural network-based gesture identification using OpenCV and TensorFlow in Python. 1st place term project. |
Enabling High-Accuracy Human Activity Recognition with Fine-Grained Indoor Localization: Used multilateration with fine-grained distance estimates from Wi-Fi Round Trip Time to perform high-accuracy indoor localization. Combined location, accelerometer, and audio data collected from a custom-made Android application programmed in Java to train a neural network that performs activity recognition of various household tasks. arXiv:2108.06838 |