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What AI+X students built.
Team research papers, working tools and posters from AI+X projects, plus the students behind them. Each outcome page shows what the team built, how they tested it, and what their Project Lead observed.
Project outcomes
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Student portfolios
Every project, one student
Each portfolio follows one student across all of their projects, with the evaluations behind them.
Bowen Liu
South China University of Technology
InternshipAn internship at an AI medical startup
Offered in his first year of university, after his Project Lead nominated him.
View portfolio →
Nam Pham
University of Tokyo
Project Portfolio6 reviewed industry projects
Robotics, hardware and strategy — two of them finished on campus in Cambridge.
View portfolio →
Rumaisa Kashif
National University of Singapore
Research3 research posters in year one
Healthcare AI, portfolio optimisation and courier dispatch — one poster from each project.
View portfolio →Want to see more? Get portfolios from students with a background like yours.
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Hear it from students
Short videos from students about their projects and what came next.
Flagging and Locating Anomalies in Retinal ScansOutcomeResearchAI + Health TechA team combined a Vision Transformer and a VQ-VAE to flag abnormal retinal scans and show where the problem is. The classifier reached 97.31% accuracy on 2,000 held-out scans./outcome-retinal-oct-anomaly-detectionAI and Computer Vision in BioTech – Novo Nordisk ProjectPresentation · PBL, May 2025180https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedc3faeae53dec3d65242c_thumb-v3-retinal-oct.jpg
Forecasting Induced Earthquakes with XGBoostOutcomeResearchAI+X ElectivesWorking alone, a student forecast earthquake rates in the Los Angeles Basin from well data. R² rose from 0.367 at 3 months to 0.842 at 5 years./outcome-earthquake-forecasting-xgboostAI for Energy and Sustainability – Shell ProjectPoster · PBL, 2025170https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedcfb783092fef11884f9e_thumb-v3b-earthquake.jpg
An Innovation Engine for a Large BankOutcomeIndustryAI + Business & FinanceA team used JPMorgan as a case study, diagnosed why innovation stalls in big banks, and proposed a Startup Factory plus a shared platform, modeled at about $256M NPV on their own assumptions./outcome-bank-innovation-engineMachine Learning in Quantitative Finance – J.P. Morgan ProjectPresentation · PBL, 2025160https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedc3fafcac998bd7f1a408_thumb-v3-jpm-innovation.jpg
Biomedical Search by Meaning, Not KeywordsOutcomeResearchAI + Vision & LanguageA team trained a teacher–student model to match biomedical questions to answers by meaning. Their adjusted training stayed stable longer, and they reported a data leak in their own splits./outcome-biomedical-semantic-similarityAI in Natural Language Processing – Hugging Face ProjectPoster · PBL, 2025150https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedc3fa4e0c7ee9f506d042_thumb-v3-biomedical-sts.jpg
Visual SLAM Built from ScratchOutcomeResearchAI + Physical IntelligenceA team built graph-based visual SLAM from scratch and tested it three ways: on KITTI, on a marker photo set and live with an RGB-D camera, reporting where it broke./outcome-visual-slam-from-scratchAI and Robotics for Mobile Robot Manipulation – Boston Dynamics ProjectPresentation · On-Campus Experience, August 2025140https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedc3fa6e361e0c0967ccc4_thumb-v3-visual-slam.jpg
Smart Glasses Design for Brain Tumor MRIOutcomeIndustryAI + Physical IntelligenceA team designed AI smart glasses that detect brain tumors on MRI and describe them in plain language. The detection pipeline ran on a smartphone; the glasses design came to 68 g and 9.6 W./outcome-smart-glasses-brain-tumor-mriAI in HardwarePoster · PBL, 2025–26130https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedc3f96e361e0c0967ccb1_thumb-v3-smart-glasses.jpg
When a GAN Makes a Medical Classifier WorseOutcomeResearchAI + Health TechA student compared five pneumonia-detection setups. Simple augmentation scored best (0.993 AUROC); CycleGAN images lowered every metric, and he traced why./outcome-pneumonia-augmentation-vs-cycleganAI and Computer Vision in BioTech – Novo Nordisk ProjectPresentation · PBL, 2025120https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedc3f9fcac998bd7f1a3a5_thumb-v3-pneumonia.jpg
Stereo Depth: Classic Matching vs. Deep LearningOutcomeIndustryAI + Physical IntelligenceA team built a stereo pipeline from calibration to 3D point clouds and compared classic matching with deep learning: denser depth from the network, more reliable object depth from geometry./outcome-stereo-depth-classical-vs-deep-learningComputer Vision and Robotics – Amazon Robotics ProjectPoster · PBL, 2025110https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedc3f936debf68379b0333_thumb-v3-stereo-depth.jpg
One Walkable Space from Many 3D ScansOutcomeResearchAI + Vision & LanguageA team stitched separately trained 3D Gaussian Splatting scenes into one space you can move through, with a trajectory map, portals between scenes and placed 3D models./outcome-interactive-3d-gaussian-splattingComputer 3D Graphics and Deep Learning – NVIDIA ProjectPoster · PBL, 2025100https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedc3f91d11e9c07c3388ef_thumb-v3-3dgs-interactive.jpg
3D Perception from a Single CameraOutcomeIndustryAI + Physical IntelligenceWith one ordinary camera, a team combined camera tracking, 3D reconstruction and object detection into one pipeline, checking each stage against ground truth./outcome-single-camera-3d-perceptionAI and Robotics for Mobile Robot Manipulation – Boston Dynamics ProjectPresentation · PBL, Nov 202590https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbab6cc97880185526ec0_thumb-v3-single-camera.jpg
Why AI Jobs Slow Down When GPUs Are Not FullOutcomeIndustryAI + Business & FinanceUsing Alibaba GenTD26 cluster traces, a team built linked Tableau dashboards to find out why AI jobs were delayed. In 12 of 14 high-delay windows, average GPU use was low./outcome-gpu-cluster-delay-diagnosisAI and Data Visualization for Social Impact – Tableau ProjectDashboard · On-Campus Experience, Aug 202680https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbab6c51c3f3a7a236374_thumb-v3-gpu-delay.jpg
Knee MRI: Fix the Data Before the ModelOutcomeResearchAI + Health TechWith 4,407 knee MRI studies and only 58 labeled by radiologists, a team found the problems hidden in the data before training anything, then used LLMs to turn reports into labels (0.80–0.89 AUROC)./outcome-knee-mri-data-labelingAI and Computer Vision in BioTech – Novo Nordisk ProjectPresentation · On-Campus Experience, Aug 202670https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbab6e46d0e01cfd189d0_thumb-v3-knee-mri.jpg
News Sentiment and the DollarOutcomeResearchAI + Business & FinanceA team used an LLM to score risk sentiment in 38,384 financial news articles. A one-point US–euro area sentiment gap predicted an 8.1 basis-point next-day move in the dollar./outcome-news-sentiment-currencyAI and Economics: Decision-Making with Language Models – Bloomberg ProjectResearch paper · PBL, Aug 202660https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbab6e28fe8f3c0147246_thumb-v3-news-sentiment.jpg
Glare Suppression Before 3D ReconstructionOutcomeResearchAI + Vision & LanguageA team cut glare from photos before 3D reconstruction, correcting only where the reflection showed up across several views. Across 561 images, fine detail held (0.995–0.999 correlation)./outcome-glare-suppression-3d-gaussian-splattingComputer 3D Graphics and Deep Learning – NVIDIA ProjectResearch paper · PBL, Aug 202650https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbab6e982df1aee3a4ac9_thumb-v3-glare-suppression.jpg
Demand Forecasting to Inventory DecisionsOutcomeIndustryAI + Business & FinanceA team fed demand forecasts from 112,634 e-commerce order lines into a two-stage inventory optimizer. In simulation, cost fell 2.2–3.8% at a 94% fill rate./outcome-ecommerce-demand-inventoryAI in Operations Strategy – Amazon ProjectPoster · On-Campus Experience, Aug 202640https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbab5e982df1aee3a4a70_thumb-v3-demand-inventory.jpg
Scoring Safe Cellular RejuvenationOutcomeResearchAI + Health TechA team scored youth, cell identity and risk separately in single-cell data, and found a foundation model's aging signal mostly tracked sequencing depth./outcome-safe-cellular-rejuvenationAI for Life Sciences Innovation – Genentech ProjectResearch paper · PBL, Jul 202630https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbf1f236d3a95a97c84cc_thumb-v3c-cellular-rejuvenation.jpg
Smarter Memory Scheduling for AI ChipsOutcomeResearchAI + Physical IntelligenceA team built its own simulator for an in-car vision network. The chip sat idle 87% of the time waiting on memory; reusing activations made it 2.1x faster, in simulation./outcome-mobilenetv2-memory-prefetchingAI in HardwareResearch paper · PBL, Jun 202620https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbf1f4e0c7ee9f505c6fe_thumb-v3c-memory-prefetching.jpg
Nam PhamStudentSix industry projects across robotics, hardware and strategy, two of them on campus in Boston-Cambridge./portfolio-nam-phamUniversity of Tokyo40
Rumaisa KashifStudentThree industry projects, then co-founder of the AI+X Global Talent Community./portfolio-rumaisa-kashifNational University of Singapore20
Bowen LiuStudentFrom first-year student to AI oncology intern in ten months. Eight industry projects and the evaluations behind them./portfolio-bowen-liuSouth China University of Technology10
Brain Tumor Segmentation and VolumetryOutcomeIndustryAI + Health TechA team adapted a pretrained CNN–ViT model to brain MRI and shipped a web tool that outlines tumors and measures their volume. Dice 0.848 on 73 held-out patients./outcome-brain-tumor-segmentationAI and Computer Vision in BioTech - Novo Nordisk ProjectWorking web tool · On-Campus Experience, Aug 202610https://cdn.prod.website-files.com/6842c25bada7cd119b9732fb/6aedbab3d279b10a2462dc32_thumb-v3-brain-tumor.jpg
