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Reza Abbasi-Asl - Professor, Neuroscience
Status: Full- no new appr needed Weekly Hours: 12 or more hours Location: Off Campus
Deep neural networks achieve state-of-the-art performance in many tasks such as computer vision and natural language processing. Interpreting deep networks is essential for applying them to scientific applications such as healthcare. Two prominent approaches to interpret neural networks are saliency methods and network compression. However, both methods...
Digital Humanities and Data Science Biological & Health SciencesReza Abbasi-Asl - Professor, Neuroscience
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: Off Campus
Characterizing the the neural function in the brain and its relationship with connectivity is an eminent question of visual sensory processing. With the recent increase in the amount of the data collected from brain, tools based on machine learning principles play an essential role in understanding the brain function. The...
Digital Humanities and Data Science Biological & Health SciencesReza Abbasi-Asl - Professor, Neuroscience
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: Off Campus
Computational tools based on machine learning principles have shown promising results in analyzing medical images. Deep convolutional neural networks (CNNs) are one of the most successful tools in this domain. While most of the algorithms based on CNNs are supervised and with the increasing amount of un-labeled datasets, it...
Digital Humanities and Data Science Biological & Health SciencesReza Abbasi-Asl - Professor, Neuroscience
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: Off Campus
There is an immense amount of unstructured and uncollated data in neuroscience and bioinformatics that could be used to guide knowledge discovery. Large language models (LLMs) have shown potential in extracting and analyzing unstructured natural language corpora and are promising for semi-automated processing of text into scientific knowledge such...
Digital Humanities and Data Science Biological & Health SciencesAhmed Alaa - Professor, Electrical Engineering and Computer Science
Status: Check back for status Weekly Hours: 12 or more hours Location: On Campus
Conformal prediction (CP) is a model-agnostic and distribution-free method for quantifying uncertainty in black-box machine learning (ML) models. CP can be used to construct prediction sets/intervals that covers the true labels with a pre-determined probability as long as the training and testing data are exchangeable...
Digital Humanities and Data Science Engineering, Design & TechnologiesAhmed Alaa - Professor, Electrical Engineering and Computer Science
Status: Check back for status Weekly Hours: 12 or more hours Location: On Campus
Vision-Language Models (VLM) can support clinicians by analyzing medical images and engaging in natural language interactions to assist in diagnostic and treatment tasks. However, VLMs often exhibit "hallucinogenic" behavior, generating textual outputs not grounded in contextual multimodal information. This challenge is particularly pronounced in the medical domain, where we...
Digital Humanities and Data Science Engineering, Design & TechnologiesAhmed Alaa - Professor, Electrical Engineering and Computer Science
Status: Check back for status Weekly Hours: 12 or more hours Location: On Campus
Large language models (LLMs) pre-trained on large corpora of text have demonstrated incredible capabilities across with zero- or few-shot performance in new tasks that differ from their pre-training objectives. In this projects, we will study the zero-shot performance of LLMs for various clinical tasks using real...
Digital Humanities and Data Science Engineering, Design & TechnologiesAhmed Alaa - Professor, Electrical Engineering and Computer Science
Status: Full- no new appr needed Weekly Hours: 12 or more hours Location: On Campus
Institutional constraints and concerns over patient privacy impedes sharing of clinical data among researchers. High-fidelity synthetic data that mimics the real data distribution without revealing real data for individual patients can help empower and democratize research applying machine learning models to clinical problems. In this project, we will use...
Digital Humanities and Data Science Engineering, Design & TechnologiesDavid Bamman - Professor, Information, School of
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: Off Campus
LitBank an annotated dataset of fiction to support tasks in natural language processing and the computational humanities. While it currently exists for English, we'll be branching out to create similar resources for other languages as well (including Spanish, Japanese, German and other languages). The primary research will involve carrying out...
Engineering, Design & Technologies Arts & Humanities Digital Humanities and Data ScienceDavid Bamman - Professor, Information, School of
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: Off Campus
In machine learning, manual data annotation is often required for training or evaluation. While there are a number of annotation tools available, most are focused on specific tasks or annotation formats, and often do not work well with multiple modalities (e.g., text and video). In this project, you will contribute...
Engineering, Design & Technologies Arts & Humanities Digital Humanities and Data ScienceDavid Bamman - Professor, Information, School of
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: Off Campus
Methods in computer vision have reached a level of maturity that we can now develop computational instruments to measure a wide range of phenomena in film -- which actors are present in frame, the poses they have with respect to each other, the boundaries between shots -- which opens the door to...
Engineering, Design & Technologies Arts & Humanities Digital Humanities and Data ScienceDavid Bamman - Professor, Information, School of
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: Off Campus
This URAP position is a placeholder for mentorship of a project of your design. If you are an advanced student in CS, data science, or another discipline with a strong computational background and have a topic of interest in the space of cultural analytics or computational social science, feel free...
Engineering, Design & Technologies Arts & Humanities Digital Humanities and Data ScienceGasper Begus - Professor, Linguistics
Status: Check back for status Weekly Hours: to be negotiated Location: On Campus
This project looks at language in deep neural networks, animals (whales, elephants, spiders), and humans. We model spoken language from raw audio using deep generative neural networks (GANs). We use audio, neural, and behavioral data in spoken language to better understand and interpret deep learning models...
Digital Humanities and Data Science Social Sciences Engineering, Design & TechnologiesMatteo Benetton - Professor, Business, Haas School
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: On Campus
In this project we plan to study the effect of financial influencers on asset markets. We will identify influencers in popular general platforms (e.g., twitter, instagram) and platform more specific for investments (e.g., StockTwits). We plan to study for both stocks and cryptocurrencies trading activities and return performances of retail...
Digital Humanities and Data Science Social SciencesMatteo Benetton - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
The project is part of a large agenda trying to understand how banks compete in an evolving environment affected by changing demographics and the entry non fintech lenders and bigtech firms. One project is studying the heterogeneous preferences of borrowers and savers to explain the lengthening of the financial intermediation...
Digital Humanities and Data Science Social SciencesStefano M. Bertozzi - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
Rapid Reviews\Infectious Diseases (RR\ID) [rrid.mitpress.mit.edu], is an initiative of the MIT Press and the University of California, Berkeley. It is an open access, rapid-review overlay journal for the accelerated curation and peer review of COVID-19 and emerging infections disease-related research. RR\ID takes a transdisciplinary...
Biological & Health Sciences Digital Humanities and Data ScienceStefano M. Bertozzi - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: On Campus
Rapid Reviews\Infectious Diseases (RR\ID) [rrid.mitpress.mit.edu], is an initiative of the MIT Press and the University of California, Berkeley. It is an open access, rapid-review overlay journal for the accelerated curation and peer review of COVID-19 and emerging infections disease-related research. RR\ID takes a transdisciplinary...
Biological & Health Sciences Digital Humanities and Data ScienceStefano M. Bertozzi - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
Psychiatric disorders including PTSD; and alcohol use disorder and other addictions are responsible for a large portion of both the global burden and US burden of disease. Current therapies help some people suffering from these disorders. Nevertheless, many patients do not respond adequately or cannot tolerate the side-effects accompanying...
Biological & Health Sciences Digital Humanities and Data ScienceStefano M. Bertozzi - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
Mexico’s public healthcare system has faced underfunding, leading to saturation of primary services and reducing the quality and accessibility for the population. Moreover, there is still a large population that remains uninsured. As a response, people have sought private services to cover their demands. In the last 20 years, Pharmacy...
Biological & Health Sciences Digital Humanities and Data ScienceCarl Boettiger - Professor, Environmental Science, Policy and Management
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: Off Campus
Become familiar with the mathematical, statistical, and computational tools used in the group and learn how to apply these methods to answer questions in ecological research and conservation decision making. Emphasis on the use of deep reinforcement learning and best practices in data science software development...
Engineering, Design & Technologies Environmental Issues Digital Humanities and Data ScienceCarl Boettiger - Professor, Environmental Science, Policy and Management
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: On Campus
Develop, test, and visualize methods for forecasting ecological variables such as carbon flux, beetle abundance, or indicators of aquatic ecosystem health...
Engineering, Design & Technologies Environmental Issues Digital Humanities and Data ScienceTianna Bruno - Professor, Geography
Status: Full- no new appr needed Weekly Hours: 3-5 hrs Location: On Campus
In this project, undergraduate student researchers will focus on one or two of the following aspects of a broader digital humanities project: 1) archival analysis of historical records related to 'environmental burdens' in an environmental justice community. Students will work to chart a history of the country's largest refinery and...
Digital Humanities and Data Science Environmental Issues Social SciencesTianna Bruno - Professor, Geography
Status: Full- no new appr needed Weekly Hours: 6-8 hrs Location: On Campus
Students will assist in the creation of a digital humanities project on Black geographies and environmental justice. Over the past four years, I have collaborated with community organizations and community members to collect oral histories focused on Black history, environmental relationships, and connections to place in Port Arthur, Texas, a...
Digital Humanities and Data Science Environmental Issues Social SciencesIain Carmichael - Professor, Statistics
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: Off Campus
Work with UCSF on large scale machine learning projects for medical imaging and text processing in Pathology. The ultimate aim of this collaboration is to develop clinically impactful deep learning algorithms for disease diagnosis/prognosis using massive (e.g. 100,000x100,000 pixel) whole slide images (https://www.pixelscientia.com/article-finding-prognostic-patterns-in...
Digital Humanities and Data Science Mathematical and Physical SciencesIain Carmichael - Professor, Statistics
Status: Full- no new appr needed Weekly Hours: 12 or more hours Location: On Campus
There is an expanding effort to improve patient care and accelerate biomedical research through the development of artificial intelligence (AI) algorithms that analyze high-resolution images of cancerous tissue biopsies. As in all AI applications, data is the critical ingredient; our ability to develop clinically deployable algorithms is dependent on...
Digital Humanities and Data Science Mathematical and Physical SciencesBrian DeLay - Professor, History
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: Off Campus
Guns and power go together. Like today, most forms of inequality in the global 19th century depended on a weapons gap. The unequal distribution of firearms helped determine power relations both between countries and within countries. Where did all those guns come from? And why did some have so many...
Social Sciences Arts & Humanities Digital Humanities and Data ScienceBrian DeLay - Professor, History
Status: Check back for status Weekly Hours: to be negotiated Location: On Campus
Are you interested in history? Intrigued by the secrets locked away in old, handwritten letters? Do you want to help create new knowledge about the past through archival research? Or put technical skills to work understanding the past? If so, here’s your chance. Brian DeLay (Professor of History) and Julia...
Social Sciences Arts & Humanities Digital Humanities and Data ScienceBrian DeLay - Professor, History
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
None of the revolutionaries who transformed the Americas in the late eighteenth and early nineteenth centuries could mass-produce their own guns and ammunition. They had to rely on the international arms trade. Aim at Empire is the first book to explore how access to weapons (or lack thereof) shaped...
Social Sciences Arts & Humanities Digital Humanities and Data ScienceCharles B. Faulhaber - Professor, Spanish and Portuguese
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: On Campus
Conversion of the PhiloBiblon relational database of ca. 420,000 records to the netgraph architecture of FactGrid: a database for historians. The software used is Wikibase, the same software used for Wikipedia. PhiloBiblon is a database of the Spanish, Portuguese, and Catalan primary sources (manuscripts and early printed books) of medieval...
Arts & Humanities Digital Humanities and Data ScienceAnastassia Fedyk - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
This is an opportunity to work on technical projects involving ML/AI. The projects include: (i) working with a large dataset of over 400 million employment profiles (resumes) in order to understand global employment dynamics and firm performance by structuring and analyze the large textual data; (ii) building custom large...
Digital Humanities and Data Science Social SciencesAnastassia Fedyk - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
This project supports Professor Anastassia Fedyk’s research and policy work with web development and graphic design. The project involves maintaining and improving policy-related web resources such as Econ4UA.org, as well as designing and running experimental RCTs and surveys (sometimes involving new websites, sometimes executing simple Qualtrics surveys). Finally, the...
Digital Humanities and Data Science Social SciencesAnastassia Fedyk - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
This project assists in Professor Fedyk's more practical research, including not only her research papers but also frequent media interviews and the op-eds she writes for outlets such as Washington Post and LA Times. Example topics covered in this project include: Macroeconomic policies in the US and abroad; Measuring...
Digital Humanities and Data Science Social SciencesAnastassia Fedyk - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
This project focuses on data: hand-collecting new data, improving existing data, and structuring large messy data. Today, very large data sets are often at the heart of many social science research questions. However, those data sets can be plagued by big data problems: missing data, bad data, duplicate data...
Digital Humanities and Data Science Social SciencesMassimiliano Fratoni - Professor, Nuclear Engineering
Status: Check back for status Weekly Hours: 9-11 hrs Location: On Campus
Pebble bed reactors (PBRs) use small spherical fuel elements that are piled in a cylindric core to achieve critical mass and energy production. The pebbles are circulated in and out of the core until the inner fuel is exhausted and at that point they are replaced with new pebbles. Such...
Engineering, Design & Technologies Digital Humanities and Data ScienceHeather Haveman - Professor, Sociology, Sociology
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: On Campus
I am analyzing employee descriptions (reviews) of their firms from Glassdoor.com. We are measuring the gender slant of employing organizations’ conceptions of what work means, who workers are, and who has power. Such gendered conceptions can erect barriers to equality by framing ideal workers, work activities, and company goals as...
Social Sciences Digital Humanities and Data ScienceHeather Haveman - Professor, Sociology, Sociology
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: On Campus
I am analyzing a longitudinal database of articles published in the Washington Post newspaper from 1977 to 2024. The primary goal is to understand how gender roles are portrayed in news media. To do this, we are using several natural-language-processing techniques. We are building a dictionary of gender...
Social Sciences Digital Humanities and Data ScienceJulian Hong - Professor, UC San Francisco
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
The Hong lab is part of the UCSF Department of Radiation Oncology and Bakar Computational Health Sciences Institute. We focus on combining clinical domain knowledge with data science to generate insights from real world data, develop actionable computational tools, and evaluate the benefit of these advances for personalized cancer care...
Digital Humanities and Data Science Biological & Health SciencesMing Hsu - Professor, Business, Haas School
Status: Check back for status Weekly Hours: to be negotiated Location: On Campus
Our lab is interested in how the brain computes and represents values that allow us to make decisions. These decisions range from the mundane and everyday, such as what to have for lunch, to truly momentous ones such as deciding on where to attend college. This project, and others in...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceMing Hsu - Professor, Business, Haas School
Status: Check back for status Weekly Hours: to be negotiated Location: On Campus
As a fast growing branch of artificial intelligence, natural language processing (NLP) has made it possible to uncover subtle patterns and hidden trends in large-scale real-world text data. It offers researchers and practitioners powerful tools to efficiently derive novel insights and predictions that are otherwise expensive or even...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceMing Hsu - Professor, Business, Haas School
Status: Check back for status Weekly Hours: to be negotiated Location: Off Campus
We are looking for 1-2 student trainees who are interested in understanding the effects of early-life adversity/stress on economic and financial decision-making. Despite the well-documented fact of the impact of early-life adversity on life-outcomes, researchers and policymakers know much less about the specific...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceMing Hsu - Professor, Business, Haas School
Status: Check back for status Weekly Hours: to be negotiated Location: On Campus
This project will apply neuroscientific tools and insights to address a problem that has bedeviled businesses, legal scholars, and policymakers—how to more objectively determine whether a work of art is “based on plagiarism” or is “obscene”. In music copyright, for example, a key question is whether two works are...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceDrew Jacoby-Senghor - Professor, Business, Haas School
Status: Full- no new appr needed Weekly Hours: 9-11 hrs Location: On Campus
We explore how motivated and cognitive biases lead people to support inequality, even when it's not in their best interest to do so...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceDrew Jacoby-Senghor - Professor, Business, Haas School
Status: Check back for status Weekly Hours: 9-11 hrs Location: On Campus
For this lab study, we are examining moral decision-making within group contexts. Specifically, we are exploring how moral decisions are discussed and made in groups...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceDrew Jacoby-Senghor - Professor, Business, Haas School
Status: Full- no new appr needed Weekly Hours: 9-11 hrs Location: On Campus
Some topics under investigation: - Do perceptions of hiring criterion vary based on preference to maintain the status quo? - Exploring the pitfalls of the hiring process and attempts to increase diversity - Why do supervisors assign more diversity related tasks to racial minority and woman employees? What psychological cost does this have...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceYehuda Kalay - Professor, Architecture
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
The performance of healthcare facilities is an important issue due to the high value of the services they provide on one hand, and the high cost of constructing and operating them on the other. Various disciplines have offered measures to assess such performance, focusing on different indicators. The healthcare industry...
Engineering, Design & Technologies Digital Humanities and Data ScienceShreeharsh Kelkar - Professor, Interdisciplinary Studies Field (ISF)
Status: Full- no new appr needed Weekly Hours: 3-5 hrs Location: On Campus
The term "AI" or "artificial intelligence" is now regularly splashed across news articles and op-eds; most people have some, if vague, idea of what AI means. But the term today does not mean what it used to mean: in the last two decades, the crop of technologies we now...
Digital Humanities and Data Science Arts & Humanities Social SciencesShreeharsh Kelkar - Professor, Interdisciplinary Studies Field (ISF)
Status: Current Term Now Closed Weekly Hours: 3-5 hrs Location: On Campus
For many ordinary people, the term "Cambridge Analytica"--even if they are not sure exactly what the controversy is about--brings forth some association with the topics of election interference, psychological manipulation, illicit hacking, Russian disinformation, and Facebook. The truth is that it had very little to do with any...
Digital Humanities and Data Science Arts & Humanities Social SciencesShreeharsh Kelkar - Professor, Interdisciplinary Studies Field (ISF)
Status: Full- no new appr needed Weekly Hours: 3-5 hrs
Political scientists have noticed a large contemporary trend in the US where high-income college-educated people tend to vote Democratic rather than Republican, a reversal of earlier patterns; they have labeled this as "education polarization". Education polarization is best illustrated through the case of Prop 22 in California. In...
Digital Humanities and Data Science Arts & Humanities Social SciencesShreeharsh Kelkar - Professor, Interdisciplinary Studies Field (ISF)
Status: Full- no new appr needed Weekly Hours: 6-8 hrs Location: On Campus
In October 2012, the Harvard Business Review declared “data scientist” to be the “sexiest job of the 21st century.” Part of a "Spotlight package" on the power of "big data" and its potential to change organizations and management, the articles in the issue collectively argued that with the growth of...
Digital Humanities and Data Science Arts & Humanities Social SciencesMichelle Koo - Staff Curator, Museum of Vertebrate Zoology
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
The world's natural history museums are responsible for documenting over 1.8 billion species known as a result of 300 years of biological exploration of the planet. The information contained in museums include observational and specimen-based data, text, images, sound and video and form the foundation of what we know...
Biological & Health Sciences Arts & Humanities Digital Humanities and Data Science 150 Years of Women at Berkeley