Years of professional experience
Akash Singh
Data Scientist @ Micron Technology
Taichung City
Summary
- Data Scientist with 4+ years of experience in designing and managing Smart AI tools for smart manufacturing
- Expert in building data-driven applications, image processing, and statistical analysis for DRAM product testing.
- Skilled in predictive modeling, data extraction, deep learning, and computer vision using Python, SQL, Angular.
- Adept at creating and deploying AI-based applications to speed up manufacturing processes.
- Proficient in Data Analysis, AI algorithms, and Database Management.
- Strong collaborator, team leader, managing multiple projects and meeting user expectations.
Overview
5
5
Work History
Data Scientist, SMAI
Micron Technology
12.2020 - Current
- Enhanced HBM yield ramp with image processing on BE data, model prediction, and statistical analysis.
- Led the design and development of a backend extraction pipeline, API architecture, and Angular-based UI for yield management, ensuring seamless integration and data visualization.
- Developed smart analytics and AI tools for smart manufacturing using supervised learning and other data analysis algorithms.
- Worked with different engineers to perform data analysis for detecting faults in manufacturing devices by analyzing sensor data.
- Designed and developed an image processing-based tool to detect defects in design ICs and identify root causes using multi-modal AI algorithms.
- Drove interaction and partnerships with managers, fab engineers, and IT software experts to enable these tools for production.
- Managing a team of Data Engineers, Machine Learning Engineers, and end-users to design and build a smart solution for the yield ramp of HBM products.
Assistant System Engineer
TATA Consultancy Services
03.2017 - 03.2018
- Worked as an ABAP Software developer to design enterprise software for managing business operations and customer relations.
- Actively participated in core development for different clients using SAP platforms such as Webdynpro and SAP HANA database.
Education
Masters - Electrical Engineering
National Tsing Hua University (NTHU)
Hsinchu 03.2018 - 10 2020
Bachelor of Technology - Electronics and Communication Engineering
Shri Mata Vaishno Devi University (SMVDU)
Jammu and Kashmir 08.2012 - 5 2016
Skills
Machine Learning
Image Processing
Data Visualization
Deep Learning
Pattern Recognition
Statistical Analysis
Multi-objective Optimization
Data Preparation
Web Designing
ETL
Team Leading and Management
Project Planning and Execution
Python
Scikit-learn
Tensorflow
Angularjs
SQL
MS Azure
GCP
Tableau
snowflake
optimisation techniques
Publications
- Energy-Efficient Gait Optimization of Snake-Like Modular Robots by Using Multiobjective Reinforcement Learning and a Fuzzy Inference System, Singh, A., Chiu, W., Manoharan, S. H., Romanov, A. E., 2022, IEEE Access, 10, 86624-86635, https://doi.org/10.1109/access.2022.3195928
- Mobile Controlled Agricultural Device for Enhanced Execution of Farming Techniques, Shrivastava P., Singh A., Singh K. P., Shrivastav A., 2015, Procedia Computer Science Journal, Elsevier, 49, 306, https://doi.org/10.1016/j.procs.2015.04.257
- Performance Analysis of Disaster Management Using WSN Technology, Singh A, Jha R. K., Tewari A, Shrivastav P., 2015, Procedia Computer Science Journal, Elsevier, 49, 162-169, https://doi.org/10.1016/j.procs.2015.04.240
- DTMF based security Robot-SECBOT an ease for unmanned security, Shrivastava P., Singh A., Gupta A., Shrivastava A., 2014, IEEE ICHPCA, https://doi.org/10.1109/ICHPCA.2014.7045366
Awards
- 2024, Second Innovation Award at Micron for developing a smart HBM yield ramp solution, incorporating image processing, deep learning-based object detection, and advanced statistical analysis with an excellent user interface., Taichung, Taiwan
- 2022, Published an internal research paper based on DRAM yield improvement using Computer Vision and Deep Learning technique., Taichung, Taiwan
- 2022, Innovation Award at Micron for designing a smart solution to analyze probe data, aiding yield ramp in DRAM products., Taichung, Taiwan
- 2021, Idea of Quarter Award for Efficiency Q4FY21 for best project within Micron worldwide., Taichung, Taiwan
- 2018-2020, Received a full scholarship and monthly stipend from the Taiwan government as an international student for my master's program., Hsinchu, Taiwan
- 2012-2016, Won multiple awards in national and international conferences for robotics and computer vision-based competitions, as well as for publishing several research papers., Jammu and Kashmir, India
Timeline
Data Scientist, SMAI
Micron Technology
12.2020 - Current
Masters - Electrical Engineering
National Tsing Hua University (NTHU)
03.2018 - 10 2020
Assistant System Engineer
TATA Consultancy Services
03.2017 - 03.2018
Bachelor of Technology - Electronics and Communication Engineering
Shri Mata Vaishno Devi University (SMVDU)
08.2012 - 5 2016