Mentoring

I work with both professionals and students who want to grow in data analytics, machine learning (ML), and generative AI (Gen AI)—from mastering the fundamentals to confidently applying advanced methods in real-world projects.

Through MentorCruise, I help you:

  • Plan a learning path or career transition into data and AI roles that match your background and goals
  • Build a strong portfolio or project that demonstrates real technical and business impact
  • Design and prototype applied ML or LLM-based solutions for your work, startup, or research idea
  • Receive structured, actionable feedback on your code, models, or project design

My mentoring style blends academic rigor with industry practicality—emphasizing clear thinking, strong fundamentals, and hands-on experimentation.

You can learn more or book a session on my MentorCruise profile.


Consulting

I support organizations that want to make better use of their data or responsibly integrate AI into research, analytics, and/or workflows.

Typical areas of engagement include:

  • Building interpretable analytics dashboards
  • Integrating LLMs and Generative AI into existing business tools (e.g., RAG, agentic systems)
  • Reviewing ML pipelines for effectiveness and interpretability
  • Collaborating on domain-specific AI research (e.g., knowledge-guided ML)

If you’re exploring how AI can add value to your projects, I can help assess feasibility, design a focused and realistic roadmap, and/or support hands-on implementation alongside your team.

Use this form for inquiries. I typically respond within two business days.