Portfolio

Building useful systems from security, data, and machine learning.

I'm Ishan Jha, known online as Jupiterian. I'm a high school student focused on computer science, CyberPatriot, and real-world data projects—from cybersecurity hardening to ATP tennis ranking analytics and applied ML research.

2×CyberPatriot National Finalist
400+Project NexTech volunteers supported
18Countries reached through STEM teaching
7Deep-ML challenges solved

Leadership

Leading technical communities with measurable reach.

I enjoy combining technical work with education and community building, especially when it helps other students discover cybersecurity, programming, and emerging areas of technology.

Project NexTech Executive Committee Member

2025 – Present · Part of the executive committee helping manage a 400-member student-led international STEM organization that has taught 1,800+ students across 18 countries.

LeadershipSTEM outreachWorkshops

Competitions

Cybersecurity and science competition experience.

CyberPatriot and CTFs

2023 – Present · CyberAegis Team

  • 2× National Finalist (CP 17, CP 18)
  • 2nd place at CyberPatriot 17 National Finals, middle school division, out of 700+ teams
  • 1st place in CyberPatriot Semifinals Open Division (CP 18)
  • 3rd place at CyberPatriot 18 National Finals, Open Division, out of 2,800+ teams
  • 2nd place at SoCal CyberCup 2024 Middle School Division
  • 3rd place at SoCal CyberCup 2025 High School Division
  • 1st place at SoCal CyberCup 2026 High School Division
Read CyberPatriot case study →

Science Olympiad

2022 – 2024

  • 15× medalist across regional and state competitions: 10 regional medals and 5 state medals.
  • Completed a “Perfect Year” in 6th grade, medaling 4 times at regionals and 4 times at state.

Selected work

Projects

ATP Rankings Data Visualization

A Python and FastAPI project for exploring ATP singles rankings through a SQLite-backed web app, REST API, CLI utilities, and MCP server.

PythonFastAPISQLite
More about this project →

MRI and Language Based Dementia Evaluation

A multimodal machine learning project combining brain MRI imaging with language analysis to evaluate dementia risk and support early screening workflows.

PythonPyTorchMedical Imaging
More about this project →

Morpheus: Learning the Dynamics of Unseen Physical Environments Through Observation Alone

A system that learns the underlying mechanics of physical environments through observation alone. More info coming soon.

  • IAI2O Global Finals · Honorable Mention
  • IAI2O Preliminary Round · Regional 1st Place
PythonMachine LearningPhysics

See more work on my GitHub repositories.

Learning in public

Machine learning, from first principles.

ML Learning Portfolio

A self-curated portfolio of my ML scratchwork: core models and algorithms built from scratch, alongside mini projects that put them to use.

PythonFrom scratchMini projects
View on GitHub →

Deep-ML Solutions

A home for all of my work on deep-ml.com, collecting my solutions to its machine learning and linear algebra problems in one place.

PythonNumPyProblem solving
Visit deep-ml.ishanjha.com →

Contact

Let's connect.

If you want to ask about my projects, share ideas, or collaborate, the easiest way to reach me is through GitHub or Devpost.