January 17, 2025
CUDAx365 Animation SetBlack Hole 3D Flow
CUDAx365 black-hole simulations and Neural Radiance Field experiments for dynamic flow analysis, MHD graph kernels, and approximation studies.
Ansh Mittal
Machine Learning Engineer II @ Guidewire | 5+ yrs ML (3D CV + LLM Optimization). Spanning foundational research to enterprise production. Proven track record of shipping optimized spatial pipelines and architecting large-scale agentic AI systems. Skilled in translating cutting-edge prototypes (NeRFs, Gaussian Splats) and fine-tuned Language models into scalable, production-ready workflows for complex computing challenges.
Selected Projects
January 17, 2025
CUDAx365 Animation SetCUDAx365 black-hole simulations and Neural Radiance Field experiments for dynamic flow analysis, MHD graph kernels, and approximation studies.
January 2026
Stay tunedI will be adding Wireshark PCAP signal usage and the electromagnetic spectrum in enclosed environments to simulate cyber attacks.
3D Medical Imaging
Volumetric U-NetA U-Net-style segmentation pipeline adapted from 2D slices to volumetric CT data by using 3D feature blocks, skip-connected encoder-decoder paths, and spatial context across neighboring slices.
Fundus CAD Research
EfficientNet B1Fundus disease classification across 40 abnormality labels using fine-tuned pretrained CNNs. EfficientNet B1 was the strongest single-model choice, with high precision/recall on the reported split and a practical path toward computer-aided retinal screening.
World Models
VAE + MDN-RNN + CMA-ESImplementation of the World Models agent pattern: a CNN-VAE compresses image frames, an MDN-RNN predicts future latent states, and CMA-ES optimizes a compact controller over the learned latent memory.
AR + AI Insurance
AR INSURIMAn AR insurance prototype for inspecting policy objects and claim context in-place. The same flow can evolve with AI-assisted damage detection, guided evidence capture, and real-time claim triage.
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Experience & Education
Expand contributionsExperience
Guidewire
Leading enterprise ML systems across OCR-RAG-LLM optimization, claim summarization, geospatial hazard intelligence, digital twin simulation, and production AWS pipelines.
University of Southern California (USC ISI and USC IMSC labs)
Combined USC research work across neural rendering, 3D reconstruction, split computing, and applied computer vision from lab experimentation through survey publication.
Remix Inc
Built real-time novel-view-synthesis and rendering systems for dynamic 3D telepresence.
KNOW Systems, Inc
Worked on GenerativeQA, evaluation pipelines, and neural rendering proof-of-concepts for research-driven products.
Guidewire
Built data-quality tooling, automated reporting, and geospatial hazard proof-of-concepts for insurance data science teams.
USC Marshall School of Business
Supported quantum-computing research discovery and researcher-clustering pipelines.
Sociometrik Infer Private Limited
Led geospatial machine-learning pipelines for roof detection, super-resolution, feature extraction, and terrain classification.
Indian Institute of Technology, Delhi
Developed cybersecurity learning games, blockchain-training systems, and user-feedback pipelines for an IIT Delhi research lab.
UVA Institute
Migrated an e-learning platform, integrated low-latency streaming, and automated analytics for course delivery and sales insights.
Delhi e-Governance Society
Worked on analytics, visualization, and forecasting systems for public-sector e-services.
Education
University of Southern California
Completed an MS in Computer Science while working across USC research labs on computer vision, AI systems, and machine learning problems.
Qiskit Global Summer School and QxQ by Coding School
Completed focused quantum-computing programs alongside machine-learning work and graduate-school preparation.
Guru Gobind Singh Indraprastha University
Completed undergraduate study in computer science and engineering with a strong systems and machine-learning foundation.
Blog
Earlier this year, scientists studying supermassive black holes at the centers of elliptical galaxies uncovered the cosmological coupling between the increasing mass of Central Black holes and Dark Energy.
Hi everyone, I hope you read this in good health!! It has been late but I wanted to inform you that I'd be finishing with my 250 days of Machine Learning and Artificial Intelligence Challenge.
When we look up at the night sky, we are only able to observe a fraction of the cosmos that surrounds our pale blue planet.
Contact Me
Thanks for the interest in my research. Reach out with questions about publications, collaborations, or future projects.