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
Computer Vision, CNN, NLP, Feature Engineering, OpenCV
Pandas, Numpy, Tensorflow, Keras
Microsoft Z3 SMT Solver, Linear programming, Optimisation
Agile, ScrumPython
PyQt5, Django, Tkinter, VTKSQL, Database
Selenium, VS Code, Git, Jira, Team Foundation ServerAccomplishments
- 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