Common Design Patterns for ML Model Deployment with Amazon SageMaker

About Joinal Ahmed

Data Science professional with 5 years of experience and strong technical understanding. Experienced in managing cross functional teams of data scientists, data engineers, backend developers and SRE delivering end-to-end ML projects, recruiting and mentoring data scientists and ML engineers across levels. Streamlining ML workflows for high performing teams, setting up best practices, and developing highly performant and reliable ml platform supporting an end to end ml projects lifecycle. I had successfully lead teams delivered projects in Recommendation systems, ML , computer vision and MLOps in industries like Healthcare, E-commerce, Automobile and Consulting. I am also an active speaker and mentor in data science having mentored and coached more than 1000 students while working with industry leading companies like Upgrad, AlmaBetter, Great Learning, DPhi and The Sparks Foundation. My interests include Natural Language Processing, Image Processing, Computer Vision, Deep Learning, Data Analytics, Machine Learning, Open Source, and Reversible Computing. and deploying AI solutions to edge devices such as Nvidia Jetson Nano, Raspberry pi, Intel Movidius, Google Coral, and Edge TPU and iOS and Android Devices leveraging model Quantization methods.