Data & Applied Scientist @ Microsoft

Accelerate Your

Data Science & MLOps Workflow with

Tezan Sahu

A bit about me…

• Data & Applied Scientist | Microsoft
• July 2021 – Present
• Bing Autosuggest Team

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• B.Tech | IIT Bombay
• 2017 – 21
• CPI 9.9 | Institute Rank 2 | Dept. Rank 1

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• Bestselling Author for my book “Beyond Code”

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• Filed 1 Patent

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So, what’s this talk about?

• Use DVC along with PyCaret & FastAPI to create end-to-end ML Workflows
• PyCaret: Low-Code Experimentation & Model Management Framework
• FastAPI: High-performance web framework for building APIs with Python

Python/Pandas

PyCaret

PyCaret

DVC (Azure)

DVC (Azure)

DVC (Azure)

Git/GitHub

DVC (Azure)

Some Resources…

• Course conducted for students at IIT Bombay: Fundamentals of MLOps: A Hands-On Approach (homepage)
• Contains notes, along with hands-on assignments

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• Fundamentals of MLOps: A 4-blog series
• A Gentle Introduction to MLOps | Analytics Vidhya
• Data & Model Management with DVC | Analytics Vidhya
• ML Experimentation using PyCaret | Analytics Vidhya
• Model Tracking with MLFlow & Deployment with FastAPI | Analytics Vidhya

Dataset: Heart Failure Prediction Dataset (Kaggle)

Thank You!

Feel free to connect with me over LinkedIn

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