Capstone Project
Capstone Project
CDS master’s students have a unique opportunity to solve real-world problems through the capstone course in the final year of their program. The capstone course is designed to apply knowledge into practice and to develop and improve critical skills such as problem-solving and collaboration skills.
Students are matched with research labs within the NYU community and with industry partners to investigate pressing issues, applying data science to the following areas:
- Probability and statistical analyses
- Natural language processing
- Big Data analysis and modeling
- Machine learning and computational statistics
- Coding and software engineering
- Visualization modeling
- Neural networks
- Signal processing
- High dimensional statistics
Capstone projects present students with the opportunity to work in their field of interest and gain exposure to applicable solutions. Project sponsors, NYU labs, and external partners, in turn receive the benefit of having a new perspective applied to their projects.
“Capstone is a unique opportunity for students to solve real world problems through projects carried out in collaboration with industry partners or research labs within the NYU community,” says capstone advisor and CDS Research Fellow Anastasios Noulas. “It is a vital experience for students ahead of their graduation and prior to entering the market, as it helps them improve their skills, especially in problem solving contexts that are atypical compared to standard courses offered in the curriculum. Cooperation within teams is another crucial skill built through the Capstone experience as projects are typically run across groups of 2 to 4 people.”
The Capstone Project offers the opportunity for organizations to propose a project that our graduate students will work on as part of their curriculum for one semester. Information on the course along with a questionnaire to propose a project, can be found on the Capstone Fall 2022 Project Submission Form. If you have any questions, please reach out to ds-capstone@nyu.edu.
Best Fall 2021 Capstone Posters
2021 Capstone Project List
- 3D Astrophysical Simulation with Transformer
- Accelerated Learning in the Context of Language Acquisition
- Analysis of Cardiac Signals on Patients with Atrial Fibrillation
- Applications of Neural Radiance Fields in Astronomy
- Automatic Detection of Alzheimer’s Disease with Multi-Modal Fusion of Clinical MRI Scans
- Automatic Transcription of Speech on SAYCam
- Automatic Volumetric Segmentation of Brain Tumor Using Deep Learning for Radiation Oncology
- Automatically Identify Applicants Who Require Physician’s Reports
- Building a Question-Answer Generation Pipeline for The New York Times
- Coupled Energy-Based Models and Normalizing Flows for Unsupervised Learning
- Data Classification Processing for Clinical Decision-making Support in Radiation Therapy
- Deep Active Learning for Protest Detection
- Estimating Intracranial Pressure Using OCT Scans of the Eyeball
- Graph Neural Networks for Electronic Health Record (EHR) Data
- Head and Neck CT Image Segmentation
- Head Movement Measurement During Structural MRI
- Image Segmentation for Vestibular Schwannoma
- Investigation into the Functionality of Key, Query, Value Sub-modules of a Transformer
- Know Your Worth: An Analysis of Job Salaries
- Machine learning-based computational phenotyping of electronic health records
- Modeling the Speed Accuracy Tradeoff in Decision-Making
- Multi-modal Breast Cancer Detection
- Multi-Modal Deep Learning with Medical Images and EHR Data
- MULTIMODAL REPRESENTATIONS FOR DOCUMENT UNDERSTANDING
- Nematode Counting
- News Clustering and Summarization
- Post-surgical resection mapping in epilepsy using CNNs
- Predicting Grandstanding in the Supreme Court through Speech
- Predicting Probability of Post-Colectomy Hospital Readmission
- Prediction of Total Knee Replacement Using Radiographs and Clinical Risk Factors
- Question Answering on Long Context
- Reinforcement Learning for Option Hedging
- Representation Learning Regarding RNA-RBP Binding
- Self-Supervised Learning of Medical Image Representations Using Radiology Reports
- The Study of American Public Policy with NLP
- Topical Aggregation and Timeline Extraction on the NYT Corpus
- Unsupervised Deep Denoiser for Electron-Microscope Data
- Using Deep Learning and FBSDEs to Solve Option Pricing and Trading Problems
- Vision Language Models for Real Estate Images and Descriptions
Featured 2020 Capstone Projects
2020 Capstone Project List
- 2D to 3D Video Generation for Surgery (Best Capstone Poster)
- Action Primitive Recognition with Sequence to Sequence Models towards Stroke Rehabilitation
- Applying Self-learning Methods on Histopathology Whole Slide Images
- Applying Transformers Models to Scanned Documents: An Application in Industry
- Beyond Bert-based Financial Sentimental Classification: Label Noise and Company Information
- Bias and Stability in Hiring Algorithms (Best Capstone Poster)
- Breast Cancer Detection using Self-supervised Learning Method
- Catastrophic Forgetting: An Extension of Current Approaches (Best Capstone Poster)
- ClinicalLongformer: Public Available Transformers Language Models for Long Clinical Sequences
- Complication Prediction of Bariatric Surgery
- Constraining Search Space for Hardware Configurations
- D4J: Data for Justice to Advance Transparency and Fairness
- Data-driven Diesel Insights
- Deep Learning to Study Pathophysiology in Dermatomyositis
- Detection Of Drug-Target Interactions Using BioNLP
- Determining RNA Alternative Splicing Patterns
- Developing a Data Ecosystem for Refugee Integration Insights
- Diarizing Legal Proceedings
- Estimating the Impact of the Home Health Value-Based Purchasing Model
- Extracting economic sentiment from mainstream media articles
- Food Trend Detection in Chinese Financial Market
- Forecasting Biodiesel Auction Prices
- Generative Adversarial Networks for Electron Microscope Image Denoising
- Graph Embedding for Question Answering over Knowledge Graphs
- Head and Neck CT Image Segmentation
- Impact of NYU Wasserman Resources on Students’ Career Outcomes
- Improving Accented Speech Recognition Through Multi-Accent Pre-Exposure
- Improving Synthetic Image Generation for Better Object Detection
- Learning-based Model for Super-resolution in Microscopy Imaging
- Modeling Human Reading by a Grapheme-to-Phoneme Neural Network
- Movement Classification of Macaque Neural Activity
- New OXXO Store in Brazil and Revenue Prediction
- Numerical Relativity Interpolations using Deep Learning
- One Medical Passport: Predictive Obstructive Sleep Apnea Analysis
- Online Student Pathways at New York University
- Predicting YouTube Trending Video Project
- Promotional Forecasting Model for Profit Optimization
- Question Answering on Tabular Data with NLP
- Raizen Fuel Demand Forecasting
- Reach for the stars: detecting astronomical transients
- Reverse Engineering the MOS 6502 Microprocessor
- Selecting Optimal Training Sets
- Synthesizing baseball data with event prediction pretraining
- Train ETA Estimation for Rumo S.A.
- Training a Generalizable End-to-End Speech-to-Intent Model
- Utilizing Machine Learning for Career Advancement and Professional Growth
Best Fall 2019 Capstone Projects
2019 Capstone Project List
- Adversarial Attacks Against Linear and Deep-learning Regressions in Astronomy
- Automated Breast Cancer Screening
- Automatic Legal Case Summaries
- Beer NLP
- Cross-task Transfer Between Language Understanding Tasks in NLP
- Dark Matter and Stellar Stream Detection using Deep Learned Clustering
- Exploiting Google Street View to Generate Global-scale Data Sets for Training Next Generation Cyber-Physical Systems
- Federated Incremental Learning
- Fraud Detection in Monetary Transactions Between Bank Accounts
- Guided Image Upsampling
- Improving State of the Art Cross-Lingual Word-Embeddings
- Inferring the Topic(s) of Wikipedia Articles
- Latent Semantic Topics Distribution Over Web Content Corpus
- Lease Renewal Probability Prediction
- Machine Learning for Adaptive Fuzzy String Matching
- Market Segmentation from Retailer Behavior
- Modeling the Experienced Dental Curriculum from Student Data
- Modelling NBA Games
- Movie Preference Prediction
- MRI Image Reconstruction
- NLP Metalearning
- Predict next sales office location
- Predicting Stock Market Movements using Public Sentiment Data & Sequential Deep Learning Models
- Predictive Maintenance Techniques
- Reinforcement Learning for Replication and Hedging of Option
- Self-supervised Machine Listening
- Sentence Classification of TripAdvisor ‘Points-of-Interest’ Reviews
- Simulating the Dark Matter Distribution of the Universe with Deep Learning
- SMaPP2: Joint Embedding of User-content and Network Structure to Enable a Common coordinate that captures ideology, geography and user topic spectrum.”
- Sparse Deconvolution Methods for Microscopy Imaging Data Analysis
- Stereotype and Unconscious Bias in Large Datasets
- Structuring Exploring and Exploiting NIH’s Clinical Trials Database
- The Analysis, Visualization, and Understanding of Big Urban Noise Data
- Unsupervised and Self-supervised Learning for Medical Notes
- Unsupervised Generative Video Dubbing
- Using Deep Generative Models to de-noise Noisy Astronomical Data
Featured Academic Capstone Projects
Featured Industry Capstone Projects
Predicting Stock Market Movements using Public Sentiment Data & Sequential Deep Learning Models
Sentence Classification of TripAdvisor ‘Points-of-Interest’ Reviews
Determining where New York Life Insurance should open its next sales office
NBA Shot Prediction with Spatio-Temporal Analysis
Other Past Capstone Projects
- Active Physical Inference via Reinforcement Learning
- Deep Multi-Modal Content-User Embeddings for Music Recommendation
- Fluorescent Microscopy Image Restoration
- Learning Visual Embeddings for Reinforcement Learning
- Offensive Speech Detection on Twitter
- Predicting Movement Primitives in Stroke Patients using IMU Sensors
- Recurrent Policy Gradients For Smooth Continuous Control
- The Quality-Quantity Tradeoff in Deep Learning
- Trend Modeling in Childhood Obesity Prediction
- Twitter Food/Activity Monitor