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Learning digits via joint audio-visual representations
(Massachusetts Institute of Technology, 2017)
Our goal is to explore models for language learning in the manner that humans learn languages as children. Namely, children do not have intermediary text transcriptions in correlating visual and audio inputs from the ...
Long short-term memory recurrent neural networks for classification of acute hypotensive episodes
(Massachusetts Institute of Technology, 2017)
An acute hypotensive episode (AHE) is a life-threatening condition durich which a patient's mean arterial blood pressure drops below 60 mmHG for a period of 30 minutes. This thesis presents the development and evaluation ...
Developing a generalized intelligent agent by processing information on webpages
(Massachusetts Institute of Technology, 2017)
In this thesis, I designed and implemented a framework for reinforcement learning (RL) agents to interact with a web environment. With this framework, I introduce a new challenge for RL agents to learn human activity on ...
The Ducklingbot : a self-driving robot on a Pi Zero
(Massachusetts Institute of Technology, 2017)
This paper describes a MEng thesis project conducted with the Duckietown group at MIT's CSAIL. During the duration of the project, the Duckietown software suite and ROS was made to run on the Raspberry Pi Zero (Or Raspberry ...
Peer-to-peer network modeling for adversarial proactive cyber defenses
(Massachusetts Institute of Technology, 2017)
This thesis implements a novel peer-to-peer network simulator that integrates co-evolutionary algorithms in order to model adversarial attack and defense dynamics in networks. Modeling this behavior is desirable as it ...
Vessel : a lightweight container for network analysis
(Massachusetts Institute of Technology, 2017)
TCP adaptation and retransmission strategies provide robust advantages by abstracting the development of applications on the Internet from the development of lower layers. However, the abstraction hides useful low-level ...
An evaluation of support vector machines in consumer credit analysis
(Massachusetts Institute of Technology, 2013)
This thesis examines a support vector machine approach for determining consumer credit. The support vector machine using a radial basis function (RBF) kernel is compared to a previous implementation of a decision tree ...
Evaluating a TCP model-based network performance measurement method
(Massachusetts Institute of Technology, 2017)
For the end-to-end measurement of network speed, I implement and evaluate a network performance measurement test framework, which allows for the incorporation of expectations and models specific to the network being tested, ...
Cilkprof : a scalability profiler for Cilk programs
(Massachusetts Institute of Technology, 2014)
This thesis describes the design and implementation of Cilkprof, a profiling tool that helps programmers to diagnose scalability problems in their Cilk programs. Cilkprof provides in-depth information about the scalability ...
An investigation of sparse tensor formats for tensor libraries
(Massachusetts Institute of Technology, 2016)
Tensors provide a generalized structure to store arbitrary indexable data, which is applicable in fields such as chemometrics, physics simulations, signal processing and lies at the heart of machine learning. Many naturally ...