Sivanarayana M Email & Phone Number

Andhra Pradesh, India

Faridabad, Haryana, India

• Trained two interns and a junior engineer, leading to a 40% increase in project deployment efficiency.
• Applied Reinforcement Learning through the ORPO method, improving AI model performance by 20% based on real-time user feedback.
• Applied BnB 4-bit quantization during training, reducing the model size by 10 GB, significantly decreasing storage and memory requirements.
• Enhanced instant segmentation accuracy by 20% with Mask RCNN model, reducing manual post-processing time by 15%.
• Boosted object detection efficiency by 25% with Detectv2 model and streamlined data processing by converting datasets to TAO format.
• Significantly improved model performance by 30% through fine-tuning and pruning, resulting in the creation of an efficient ONNX format.

India

• Extracted data frames from videos and managed them using aqueue of up to 150 frames.
• Implemented object tracking algorithms such as Centroid-based and YOLO V6 to accurately track individuals in videos.
• Optimized object tracking algorithms using PyTorch, YOLO V6,Resnet-18, Label-Image, and Linux.

Thiruvananthapuram, Kerala, India

• Enhanced preprocessing techniques by implementing a countfrequency encoder reduce cardinality by 50%.
• Applied K-nearest algorithm to achieve 80% accuracy andrecall/precision scores of 88%.
• Deployed advanced data analysis tools such as Pandas,NumPy, Mat-plotlib, Sea-born, Scikit-learn, and AWS SageMaker to significantly improve model performance, reduceproject time by 30%, and increase accuracy by 25%.

Master Of Technology - Mtech, Computer Science, 9.42

Artificial Intelligence specialization

Bachelor Of Technology - Btech, Mechanical Engineering, 7.3

Activities and Societies: Attended two days workshop at RC aircraft conducted by IIT Bombay