Meet Robince Kumar, Senior Machine Learning Engineer at Parspec!

Robince plays a key role in developing scalable machine learning models and optimizing AI-driven solutions at Parspec. With a passion for problem-solving and innovation, he works closely with cross-functional teams to align machine learning capabilities with business goals and enhance efficiency in the construction industry.

He was drawn to Parspec’s mission of leveraging AI to bring structure to an otherwise unorganized sector. Now, he’s focused on building advanced recommendation systems that simplify decision-making for professionals in the mechanical, electrical, and plumbing (MEP) fields.

Outside of work, Robince enjoys keeping up with global trends, exploring emerging technologies, and indulging in an occasional home-cooked meal.

Read on to learn more about his journey, work at Parspec, and vision for AI in construction!

What is your role at Parspec?
As a Senior Machine Learning Engineer, I design and implement scalable machine learning models and pipelines, collaborate with cross-functional teams to align solutions with business goals, and optimize models for production. I also mentor team members and ensure adherence to industry standards.

Why did you join Parspec?
I joined Parspec because I wanted to work at a startup leveraging the potential of AI. During the interviews, I spoke with the team and really liked their ideas and approach. I also feel there’s a big opportunity in the construction industry since it’s still not very organized, and Parspec’s mission to improve it with AI felt like the right fit for me.

What challenges are you looking forward to trying to solve?
I’m looking forward to building the best recommendation system for the construction industry, especially in areas like electrical, mechanical, and plumbing. A good recommendation system can make work much easier by quickly helping professionals find the right products or solutions. It saves time, reduces confusion, and helps avoid mistakes by giving accurate and useful suggestions. By making it fast and easy to use, it can improve project workflows and bring more clarity and organization to the industry.

What sparked your interest in the technology industry?
My interest in technology began in my childhood when I would read the newspaper and always look forward to the section on technology updates. I found it fascinating, and over time, it sparked my curiosity and slowly turned into a strong interest in the field.

How do you see Parspec impacting the AEC industry? 
Parspec is reshaping the AEC industry by harnessing the power of AI and automation to simplify complex construction workflows. By bridging the gap between traditional practices and modern technology, Parspec is making it easier for professionals to save time and focus on delivering better results. This innovative approach has the potential to change the way products are managed and sourced, bringing much-needed efficiency to the industry.

Are there any recent projects or initiatives at Parspec that you’re particularly excited about, and why?
I'm really excited about Parspec's continued expansion into the electrical, plumbing, and mechanical domains. It's a huge opportunity to make an impact in these areas. I'm also excited about the quoting automation initiative, as it has the potential to simplify processes and improve efficiency, driving significant value for the company.

What are your career goals? Where do you think Parspec can take you?
My career goal is to work in a leadership position where I can drive impactful projects and mentor teams. Parspec is giving me the opportunity to grow and develop the skills needed for this, though I’m still working toward achieving it. I believe Parspec provides the ideal environment to help me accomplish this goal.

If you were not working at Parspec, where would you be?
If I weren’t at Parspec, I’d probably be working in the defense or space industry, using modern technologies like AI to solve problems—it’s something that really excites me.

What do you think is the most important skill that a successful professional in your domain needs to have?
I think in general, hard work and passion are key to success in any profession. When it comes to my domain, I believe having a strong interest in technology and excellent problem-solving skills is essential. Being curious and willing to learn are also crucial for staying ahead in the fast-evolving tech field.

What is the biggest challenge that you’ve faced since joining the team?
Sometimes, tight deadlines for releases come up, but I don’t really see them as challenges. I view them as opportunities to grow and improve my skills while delivering under pressure.

What do you see as the most exciting trends or developments in your domain right now? 
One of the most exciting trends right now is the rapid advancement of AI, particularly with the rise of large language models (LLMs) and large multimodal models (LMMs). These technologies are revolutionizing the way we solve complex problems, automate processes, and make informed decisions. The speed at which AI is evolving is creating countless new opportunities and transforming industries by making tasks more efficient and accessible.

What have been some of the most important lessons you’ve learned throughout your career?
One of the most important lessons I’ve learned throughout my career is that there’s no substitute for hard work. Putting in consistent effort, staying dedicated, and not giving up are key to overcoming challenges and achieving success.

What techniques help you stay organized and productive?
To stay organized and productive, I focus on a few simple techniques. I make sure to document things clearly, take notes, create plans for my tasks, and use to-do lists to keep track of what needs to be done.

What gets you out of bed in the morning?
Nothing in particular, but sometimes, a good cup of tea or coffee helps kickstart the day.

What is your favorite food?
My favorite food is home-cooked meals made by my mom, but I don’t get to have them often. Apart from that, I really enjoy Japanese and Italian cuisine.

What do you like to do outside of work?
Outside of work, I like keeping up with news from around the world—whether it’s about tech, current events, or global trends. I enjoy exploring different perspectives on what’s going on and how it impacts industries and everyday life. It’s an interesting way to stay informed and find inspiration for both work and life.

Describe your perfect weekend.
My perfect weekend would be learning something new, staying up to date with global news in various fields like technology, science, and current events, getting plenty of good sleep, and making time for some physical exercise.

Where are you located? How did you end up there?
I’m based in Bangalore. Previously, I worked in Japan but wanted to return to India and join a startup to gain a dynamic learning experience. I discovered Parspec and was inspired by its mission to leverage AI to streamline the disorganized construction industry, making it an exciting opportunity to contribute and grow in a cutting-edge space.