Rushikesh Hiray
Machine Learning Engineer
Summary
Machine Learning Engineer skilled in Deep Learning with 3.9 years of experience creating machine learning models and transforming data science prototypes to production-grade solutions. Consistently optimizes and improves real-time deployed models by evaluating strategies and testing model accuracy. Consistently employs statistical methods and designs to yield real gains from model changes.
Overview
4
4
years of professional experience
4
4
years of post-secondary education
Work History
Machine Learning Engineer
Tata Consultancy Services
Pune
06.2020 - Current
- Prototyped machine learning applications and quickly determined application viability on image data captured in driving scenario.
- Build model for object detection using Yolov4 and trained it on GPU with 92mAP@0.7 IOU.
- Developed object tracker using deepsoft Model to track Annotated Objects
- Designed traffic sign classification model from scratch using transfer learning in tensorflow.
- Implemented semantic segmentation to extract lanes from background environment using deeplabV3 cnn Architecture
- Designed tool in PyQt5 to annotate object in image and lidar space
- Keywords: Computer Vision, CNN, Yolo, OpenCV, Image, Resnet50, ,Processing, Deepsoft, CSRT, Pandas, Numpy, Tensoflow, PyQt5, Cuda, VTK, Deeplab, Keras.
Optimisation Engineer
Tata Consultancy Services
Pune
01.2019 - 06.2020
- Developed optimization engine using Microsoft Z3 Sat solver to create testing schedule for prototype vehicles.
- Designed mathematical model using physical constraint on test and car.
- Minimize cost needed to implement testing schedule by 40%.
- Reduced time to 3 minutes to create optimize schedule using greedy approach.
- Worked with clients to gain domain knowledge of automobile industry to find new constrains and further optimize schedule.
- Keywords: Machine Learning, Microsoft Z3, Sat Solver, Gurobi, Mixed Integer Linear Programming, Greedy Approach, Dynamic Programming, Permutation and Combination.
Education
Bachelor of Engineering - Computer Science
Pune University
Nashik 07.2014 - 06.2018
Skills
Machine Learning, Deep Learning
Accomplishments
- Completed certification of Professional Scrum Master I
- Completed Coursera certification in Deep Learning Specialization
Timeline
Machine Learning Engineer
Tata Consultancy Services
06.2020 - Current
Optimisation Engineer
Tata Consultancy Services
01.2019 - 06.2020
Bachelor of Engineering - Computer Science
Pune University
07.2014 - 06.2018
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