I'm a Machine Learning Engineer and the Founder of Astrum AI Solutions. At Astrum AI Solutions, we specialize in helping small to medium scale startups deploy end to end Machine Learning Solutions.
0 Projects completed
Led the development of enterprise-scale AI/ML products, serving over YYYk sales representatives globally and driving more than $XX million in annual revenue from pharmaceutical client sales.
KEY PRODUCTS & ACHIEVEMENTS:
• Delivered and integrated IQVIA's AI assistant into the $XXX million+ Orchestrated Analytics products, enabling near real-time insights for YYYk+ users.
• Delivered a Next Best Action recommendation system and widget curation engine with >90% adoption rate and up to XX% uplift across 29 markets.
• Created a demand forecasting system achieving 95% accuracy for 30-day predictions, improving inventory efficiency by 25%.
TECHNICAL LEADERSHIP:
• Designed and implemented an AI-powered sales assistant using LLMs, Text-to-SQL, RAG, entity extraction, and knowledge graphs to provide automated insights and streamline complex data queries.
• Established and maintained MLOps platforms on both AWS and GCP, along with CI/CD infrastructure reducing deployment timelines from months to days by implementing automated workflows and establishing streamlined processes and best practices.
• Implemented, trained, and fine-tuned distributed deep learning and large language models, including recommenders, CNNs, and transformer-based forecasters, using frameworks such as Horovod, Dask, PyTorch, TensorFlow, NVIDIA Merlin, and Keras.
• Scaled ML pipelines using Kubeflow on Kubernetes and Vertex AI, deploying models for real-time and batch serving with Vertex AI Endpoints, TorchServe, TensorFlow Serving, and NVIDIA Triton, delivering X million weekly recommendations.
STRATEGIC LEADERSHIP & MENTORING:
• Led cross-functional collaboration across product, front-end, back-end, data science, research, DevOps, and SRE teams, coordinating efforts among 50+ members.
• Mentored 10+ ML engineers through 1:1s and workshops, improving project delivery by 40%.
• Shaped technical strategy through quarterly roadmap planning and agile implementation.
Developed and launched innovative Machine Learning products for early-stage startups, enhancing their market competitiveness.
• Built a Web Application for Research Paper Search, Summarization, and Chatbot using JavaScript, node.js, Python, AWS S3, API Gateway, ElasticBeanstalk, Lambda functions, SageMaker for hosting the BERT summarizer, and AWS Lex.
• Successfully led the development of a Multi-lingual Optical Character Recognition (OCR) Mobile App enabling automated check deposits for low resource languages (Tamil & Sinhala), enhancing access to banking services for underserved populations.
• Developed and deployed an object detection model on AWS to detect various grades of cardboard for a recycling company.
Programming Languages, Deep Learning & Machine Learning Frameworks, Database Management and Web Development Skills.
Big Data and Machine Learning: The Technologies shaping our life.
A Blog on all things Artificial Intelligence.
Answers to, What is Intelligence? What is Artificial Intelligence? How old really is AI? and more.
Answers to, Why do we need to process images? Where are the source of errors and image defects? How can we improve low image contrast? and more.
Learn about Eigendecomposition, Singular Value Decomposition, The Moore-Penrose Pseudoinverse and more.
If you are looking for a consultant or if you just want to say hi, reach me via LinkedIn, Facebook, Twitter or Instagram 🙂 .