Inderjit is a Senior Data & ML Engineer who builds end-to-end projects from model development to production-grade Kubernetes clusters and infrastructure management. He is also a Google Certified Machine Learning Engineer and AI expert keenly enthusiastic about responsible AI that makes a positive impact on people’s lives. As a freelancer, Inderjit has worked on challenging ML/AI/NLP and Data Science projects, successfully joining the top 0.01% of ML freelancers on Upwork and top 5% on Stack Overflow for Python.
Building a Twin Tower architecture-based personalized recommendation system where user and item embeddings are projected in the same vector space; creating the embeddings from a BERT-based model.
Developing image sim algorithms for visual feature mapping for personalized recommendations.
Leading the design and deployment cycle of the entire implementation, achieving a revenue bump of 3% for promoted items.
Created a custom loss function to compare two continuous probability distribution surfaces, enhancing the end-to-end model's efficiency to give better results than Google's Vision OCR for Screenshots by 2%.
Introduced a new vertical for synthetic data generation for machine learning projects.
Led a team of 25 developers to create state-of-the-art ML solutions with a measurable impact on businesses.
Implemented a Twin Tower architecture-based personalized recommendation system, projecting user and item embeddings in the same vector space.
Employed a BERT-based model for creating embeddings and steered the design and deployment cycle of the implementation, boosting revenues by 3% for promoted items.
The project employed various technologies including PyTorch, Hadoop, PySpark, and GCP-Vertex Matching.
Developed an AWS serverless architecture for masking Personally Identifiable Information (PII) on images, utilizing Fargate and Lambda for a scalable and efficient solution
Implemented Infrastructure as Code management using Terraform and Helm
Incorporated the solution into CI/CD pipelines for seamless deployment and updates, ensuring a cost-effective way to securely handle sensitive data
Education
Professional Machine Learning Engineer
Google Cloud - Minnesota
2021 - 2021
Advanced Machine Learning on Google Cloud Specialization