ANEGA MAHESHWARI

SOFTWARE ENGINEER

WHO AM I
Hello! I'm Anega Maheshwari, an experienced Software Engineer having the ability to understand technical challenges and solving them effectively, thus delivering high quality software. I have a strong engineering professional background with a Bachelor of Technology focused in Computer Engineering.
RELEVANT SKILLS

CONCEPTS

PROGRAMMING LANGUAGES

TOOLS

FRAMEWORKS

ACADEMIC PROJECTS
PUBLICATIONS

AUTOENCODERS: ISSUES, CHALLENGES & FUTURE PROSPECT

 A conference paper presented in 2nd National Conference on the Contemporary Issues in Computer Technology (NCICT-2020) and 3rd International Conference on Recent Innovations & Technological Development in Mechanical Engineering (ICRITDME-2020).
WORK EXPERIENCE

SOFTWARE ENGINEER - AllGoVision Technologies Pvt. Ltd.

(NOVEMBER 2020-JULY 2020)
  • Part of DL backend development team.
  • Designed, developed and unit tested video analytics based DL features that work across a range of devices (GPUs, CPUs) & integrated with system service.
  • Packaged DL solutions using dockers to build installers & sanity tested packages for both Windows/Linux releases.
  • Used an efficient mixture of modular programming & OOP to build inference pipelines with code optimization.
  • Converted DL models among different frameworks & optimized them to maximize throughput.
  • Profiled performance metrics, computational parameters & timing for DL models.
  • Involved in bug fixing using Bugzilla, code development & scalability using Git.
  • Indulged in Image processing algorithms and research heavy topics.
  • Assisting interns with data annotation & led their project development cycle.

Projects

Class Confirmation Module

Designed, developed & deployed class confirmation model using ConvNets, for ‘person’ & ‘vehicle’ class on top of object detection.

Object Localization & Detection

Performed literature review, & trained yolo detectors using Darknet framework. Involved darknet weights evaluation (mAP & FPS) conversion to multiple other frameworks such as ONNX, Tensorflow and optimization using TensorRT.

Artificial Data Synthesis Tool (Synthetic Data Generation)

Developed a Python & OpenCV based tool that can generate synthetic person and vehicle images (both single-label & multi-label) with ground truth bounding box annotations.

Safety Gear Detection (AI driven PPE Kit Detection)

Designed, developed and deployed a model using ConvNets that detects and tracks people appearing in the field of view of the camera and raise alarm when safety helmet is not worn.


INTERN - AllGoVision Technologies Pvt. Ltd.

(SEPTEMBER 2020-OCTOBER 2020)

Age Group & Gender Classification

Application: Demographic Analysis
  • Implemented feature preprocessing & noise based data augmentation.
  • Trained age group classifier and gender classifier individually on facial features (extracted using feature extractor DL pipeline) for both, faces with mask and without mask.
  • Evaluated both DL models using performance metrics & optimized for GPU inference by converting from Keras to TF-TRT.
  • Profiled model & integrated both DL features with face detection pipeline.

INTERN - AllGo Embedded Systems (A Visteon Corporation)

(MAY 2019-JULY 2019)

Emotion Detection

Application: Driver Monitoring System
  • Worked on AI based facial emotion recognition using IR & RGB cameras.
  • Collected IR facial data with different gender, age, expression, partial occlusion, illumination & multiple face angles.
  • Worked on image preprocessing & augmentation, trained a CNN for emotion detection.
  • Evaluated the model & implemented live testing with integration of face detection pipeline.
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Bangalore, India
anega006@gmail.com
+91-9460419136
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