Ishan Modi


💻 Machine Learning Engineer with an expertise in end to end product development.
💡 Enthusiastic to understand and apply mathematics to deal with various research problems.
🌱 Fascinated by the impact of transformer models in the real world.
✨ Believes that cloud automation will be a part of every machine learning application in future.

Projects

Convolution Transformers

Implementation of Compact Convolution Transformers with CBAM Attention. The implementation includes structural change to the vision transformer for learning complex features in low data setup.

Receipt Data Extraction

Used HuggingFace's pre-trained LayoutLmV2 model to finetune SROIE Dataset. Prepared the entire boilerplate for training any dataset for entity extraction and automate training and inference using AWS.

CloudTech Web-App

Industry standard project aimed providing a platform for people in CloudTech community to interact by writing blogs and chat rooms. Used Django as a back-end framework and AWS for Database and Deployment.

Blogs

Math Pre-Requisite for Machine Learning

A strong understanding of mathematics is essential for anyone looking to work in machine learning. By mastering these pre-requisites...

ISHAN MODI
Apr 18 · 3 min read

A Guide to Model Quantization

Model quantization is a crucial technique for optimizing machine learning models, especially when deploying them on resource-constrained...

ISHAN MODI
Sept 1 · 5 min read



About


Ishan Modi

Machine Learning Engineer

RAFT.ai

Ishan has completed his Bachelors in Computer Science from Pandit Deendayal Energy University. His expertise lie in artificial intelligence and machine learning. Ishan demonstrates a high level of expertise across a diverse range of tools, encompassing Python, Pytorch, MLFlow, FastAPI, Google Cloud Platform, Kubernetes, Dagster, Docker, Amazon Web Services and various others. 🎓

Currently he is working in capacity of machine learning engineer on document processing. It includes extracting relevant data, building CI/CD pipelines and optimization. He has worked with a bunch of startups in his career and thrives in fast-paced environments where he can make impactful contributions and see quick results. He values accuracy and continuous improvement. 👨‍💻

In addition to being an AWS Community Builder for Machine Learning, he also runs a community called Cloud Tech which is aimed at people within the industry with 0-3 years experience, help them launch or accelerate their career in Cloud. They also publish daily news and articles on LinkedIn and Medium to keep up with latest Technologies. 🦄

In his free time, he loves to keep himself updated with the ongoing advancements in technology through blogs and research papers. 📚

Always open to Public/Meetup Speaking and mentoring, Feel free to connect !!!