Inderjit Singh ChahalMachine Learning Engineer
— J. J. Sylvester, 1864
I take that conviction to work — turning rigorous math into production deep-learning systems: autonomous medical imaging, custom OCR objectives, attention-based NLP. Models that ship.
Anthropic
Designing and leading enterprise-scale Claude deployments — integration architecture, optimisation at scale, and responsible-deployment governance.
Google Cloud
Building, evaluating, productionising and optimising ML models on Google Cloud — large datasets, repeatable pipelines, responsible AI throughout.
01A custom objective using Fourier-transform loss that makes reliable predictions even for single-character maps — pushing detection quality past the standard baseline on a public benchmark.
02A robotic, intelligent radiologist — a fully automated device that tests and quantifies the functions of a radiologist using state-of-the-art AI and mathematical tools, delivering near-human and, under some conditions, better-than-human results.
03An end-to-end package to monitor and secure ATMs. A custom-trained AI watches every machine without human assistance — reading people count, posture, suspicious objects and aggressive expressions — and raises alerts on customizable conditions, while all streams feed a central GUI for single-point monitoring.
04An encoder–decoder architecture with trainable embeddings and Bahdanau + Luong attention — capturing intent and long-range dependencies by focusing on the right words and retaining far more context than a vanilla encoder–decoder.
I like problems that are new, different and rare in how they're solved — and I'll spend hours optimizing code or collapsing a complex problem into a simple implementation.
I'm a Google Cloud Certified Professional Machine Learning Engineer and a Claude Certified Architect (Professional), and I love designing architectures for cloud-based applications. I enjoy debugging the hard, tangled bugs, and I give back on community platforms like Stack Overflow and Reddit.
Away from the day job, I work with financial markets— building automated strategies augmented by AI, where probability and risk modelling earn their keep.
▶ Watch the 2-minute introInderjit is great. I have used him on previous projects and I will no doubt be using him again in the near future.
Went above and beyond. I recommend Inderjit without any reservation whatsoever for any ML project that you need done.
Inderjit was fantastic. I don’t want to end this contract but he has a conflict that I have to respect. I will definitely hire him again as soon…
Inderjit is a very passionate ML expert who is great at what he does. He is willing to fully understand the client’s requirements before…
It’s a second project that I do with Inderjit. As in the first one, I had the pleasure working with a professional, independent and communicative…
My work with Inder has been a very positive experience.
Inderjit is very responsive and brilliant in communication. His work is also of great quality and high standard. I look forward to working with…
Excellent work from Inderjit. His willingness to help is exceptional and his quality of work and response times are great. I look forward to…
Inderjit is excellent to work with, does high quality work, gets work done on time and work very well with clients to offer solutions and explain…
Inder is a very smart entrepreneurial freelancer with a can-do attitude. He has gone above and beyond during our collaboration on an…
Timely, thorough, skilled and insightful. No critiques.
Inderjit did an excellent job at understanding our requirements and executing on them via both the written end product, code base and video demonstrating the…