Sumit Harale

Machine Learning & Model Development:

• Designed, trained, and deployed machine learning models for object detection and transaction categorization, achieving a 20% improvement in accuracy.
• Implemented GPU-optimized training pipelines, reducing model training time by 30%.
• Optimized categorization model, streamlining decision-making processes, and enhancing efficiency.

Data Processing and Automation

• Developed Python-based automated workflows, reducing manual effort by 40%.
  Built scalable data pipelines capable of processing high-volume transaction data.
• Designed and implemented advanced text processing algorithms using regular expressions, improving data extraction precision.

System Optimization and Integration

• Optimized application performance, achieving a 25% improvement through efficient algorithm redesign.
• Migrated legacy workflows to cloud platforms, ensuring seamless deployment, and enhanced scalability.
• Conducted comprehensive performance tuning, optimizing models for both CPU and GPU environments.

Team Leadership

• Managed a team of five analysts, overseeing project timelines, deliverables, and fostering a collaborative work environment.
• Established and enforced best practices for data processing and model evaluation, promoting innovation and high-quality outcomes.

• Taught courses covering Python, C programming, Microprocessor, Operating Systems, Compilers, High Performance Computing and Networking
• Created materials and exercises to illustrate application of course concepts
• Worked as Principal investigator on university funded Projects 'GPU Accelerated Room Acoustic Simulation'
• Secured a grant from NVIDIA for the establishment of a 'GPU Education Center,' facilitating the setup of a cutting-edge laboratory and fostering valuable industry-academia collaboration
• Supported classroom activities, including tutoring, grading homework and reviewing exams
• Successfully managed various administrative tasks, including record maintenance, exam coordination, and organizing promotional activities
• Successfully implemented a BCUD-funded project at Indira College of Engineering
• Recognized as Employee of the Quarter for outstanding contributions at Blucognition
• Promoted to the role of Team Lead at Blucognition in recognition of leadership skills and exceptional performance