Sai Akhil Vudattu
Machine Learning Engineer at Teknoir- Claim this Profile
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Bio
Experience
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Teknoir
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United States
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Software Development
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1 - 100 Employee
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Machine Learning Engineer
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Jun 2022 - Sep 2022
United States Teknoir exists to connect companies that use IoT devices to a growing number of AI/ML use cases. To accomplish this mission, the company has designed a first-of-its-kind generalized MLOps platform and click-to-deploy marketplace for IoT devices that enables users from a wide range of technical and non-technical backgrounds to build, deploy, and monitor predictive models and even entire data-driven workflows at the edge. As an ML engineer performed research to implement ML algorithms, and… Show more Teknoir exists to connect companies that use IoT devices to a growing number of AI/ML use cases. To accomplish this mission, the company has designed a first-of-its-kind generalized MLOps platform and click-to-deploy marketplace for IoT devices that enables users from a wide range of technical and non-technical backgrounds to build, deploy, and monitor predictive models and even entire data-driven workflows at the edge. As an ML engineer performed research to implement ML algorithms, and leveraged tools integrated into the DevOps platform for testing and deployment. Developed image classification models to train datasets in the Jupyter lab. Trained image classification models based on the SkLearn library to save computational time for the model to run on. Created several datasets according to the project requirements in Lablestudio. Maintained gathered datasets connected to Google Cloud Services (GCS) to sync the modified data in LableStudio. Identified and curated datasets by clearing out unrequited data format images that could affect the model performance. Trained and fixed the annotation model using OpenCV in Jupyter lab to gather the dataset's annotated data. Translated the YOLOv7(You only look once) algorithm to match our current project requirements. Installed and configured as per project requirements equipment such as Nvidia microcontrollers, DigiRouters (internet/ethernet connector), Bosch cameras, and Nvidia software at the customer site. Provided daily updates to the CEO, CTO/Founder, and Director and kept track of the current progress. Show less
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BOSE Software Services Private Limited
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India
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IT Services and IT Consulting
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1 - 100 Employee
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Data Analyst
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Jun 2021 - Jul 2022
Hyderabad, Telangana, India Project: Sales Performance Analysis for Retail Chain. Job Role: Data Analyst Roles & Responsibilities: Performed data cleaning and preprocessing to ensure data quality. Analyzed sales data for a retail chain to identify trends, patterns, and opportunities for improvement. The dataset includes information on product sales, customer demographics, store locations, and promotional activities. Conducted customer segmentation using clustering techniques to group customers based on… Show more Project: Sales Performance Analysis for Retail Chain. Job Role: Data Analyst Roles & Responsibilities: Performed data cleaning and preprocessing to ensure data quality. Analyzed sales data for a retail chain to identify trends, patterns, and opportunities for improvement. The dataset includes information on product sales, customer demographics, store locations, and promotional activities. Conducted customer segmentation using clustering techniques to group customers based on their similarities. Developed Python code to visualize the data to gain insights into customer behavior, and analyze SQL commands, for further data analysis. Analyzed the characteristics of each customer segment to identify their preferences and behavior patterns. Presented the findings through clear and informative data visualizations and reports. Studied the behavior characteristics of Sales Performance through their dataset and perform data visualization and analysis. Detailed documentation with observed models and make reports. Environment: Python, Jupyter Notebook, Pandas, Gitlab, Scikit-learn, Matpoltlib, Seaborn.
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Software Engineer
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Apr 2020 - Jun 2021
Hyderabad, Telangana, India Project: Image Recognizer with Machine Learning Roles & Responsibilities: Collected and preprocessed a MINST dataset of Images related to the project in Google Cloud. Explored and visualized the dataset to understand its characteristics in Google Co-lab. Implemented an ML Random forest model and K means Cluster model for Image recognition using Python and scikit-learn. Trained the model to classify images based on the pixel values of images. Fine-tuned the model's… Show more Project: Image Recognizer with Machine Learning Roles & Responsibilities: Collected and preprocessed a MINST dataset of Images related to the project in Google Cloud. Explored and visualized the dataset to understand its characteristics in Google Co-lab. Implemented an ML Random forest model and K means Cluster model for Image recognition using Python and scikit-learn. Trained the model to classify images based on the pixel values of images. Fine-tuned the model's hyperparameters to optimize its performance. Developed a user-friendly interface for users to input images. Collaborated with a team of data scientists and software engineers to integrate the model into an interactive web application. Conducted tests and evaluations to ensure the model's accuracy and reliability. Brief Description: Designed and implemented an image recognition system using machine learning techniques. The project's primary objective was to accurately identify and classify handwritten digits and letters into the corresponding letters and values. We collected a dataset of labeled images for training and testing. Through extensive experimentation and model refinement, we achieved a high level of accuracy in image recognition. The project highlights the power of machine learning in automating tasks that involve pattern recognition. Environment: Python, Google Cloud, Google Co-lab, scikit-learn, NumPy, Pandas, Digit image dataset, Alphabet image dataset, Supervised learning, Jupyter Notebook, Git, GitHub. Collaboration: Worked with cross-functional teams to integrate the model into an interactive web application.
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Electronics Corporation of India Limited (ECIL), Department of Atomic Energy, Government of India.
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India
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Defense & Space
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500 - 600 Employee
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Undergrad Internship
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May 2019 - Jun 2019
Hyderabad, Telangana, India A project on building our own PCB with relevant microcontrollers and network construction to make a working model. Built a fire detector Bluetooth/WiFi model using the appropriate microcontrollers and run it in Protius 8 Professional software to simulate. The model works in range of the Wifi.
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Education
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Northwestern University
Masters, Data Science -
JNTUH College of Engineering Hyderabad
Bachelor's degree, Electrical, Electronics and Communications Engineering