DRISHTI GUPTA
Bengaluru
Summary
Associate Data Scientist with a strong product mindset, building AI solutions in computer vision, MLOps, and conversational AI. Improved model performance and translated business problems into practical solutions. Focused on problem definition, user needs, and data-driven decision-making, with an interest in transitioning into Product Management and cloud-based roles.
Overview
3
3
years of professional experience
3
3
Certifications
Work History
Associate Data Scientist
Reliance Jio Infocom Pvt Ltd
Bangalore
12.2022 - Current
Machine Learning Engineer | Dec 2022 – Present
- Improved object detection accuracy from (84% to 90%+)through iterative experimentation and dataset optimization (7K+ images), addressing class imbalance and defining evaluation metrics (Precision, Recall, F1/F2) aligned with use cases.
- Collaborated with cross-functional teams (DS, engineering), participated in stakeholder demos, and contributed to chatbot testing to enhance workflows and user experience.
- Assisted in building Kubeflow pipelines for reproducibility, while maintaining documentation, trackers, validation reports, and supporting onboarding & knowledge sharing
LEAP 3.0 Winter Internship – COSS India & Prodevans Technologies (with RedHat Academy) Dec 2020 – Apr 2021
- Gained hands-on experience with Linux fundamentals, command-line operations, and Python scripting for automation.
- Acquired introductory knowledge of AWS Cloud Services and cloud deployment basics.
- Completed structured training modules, demonstrating adaptability to new technologies.
Education
Bachelor of Engineering - Computer Science And Engineering
Sambhram Institute of Technology (VTU)
Bangalore 07-2022
Cluny Convent PU College (KSEEB)
Bangalore 03-2018
Kendriya Vidyalaya No.1 ( CBSE)
Banglore 03-2016
Skills
Product & Analytics Skills:
- Product Thinking & Problem Definition
- Stakeholder Communication & Requirement Gathering
- Data Analysis & Dashboarding
- Product Testing, Validation & Experimentation
- Documentation, Reporting & Insights Communication
Machine Learning & AI
- Computer Vision: Object Detection (YOLOv3–v9), OCR (Tesseract), Image Augmentation
- Image Classification & Model Optimization
- Model Evaluation: Precision, Recall, F1/F2 Score
- NLP & Conversational AI: Chatbots, Text-to-Speech (Mozilla TTS, Coqui, Bark, Tortoise), Lip Syncing, Face Restoration
Tools & Technologies
- Python
- SQL (Basic)
- Docker (Basic)
- Linux
- Kubeflow (Basic)
- DataBricks (Basic)
- Label Studio (Data Annotation)
Projects
AI based Object Detection for Network Diagnostic (Fiber, AirFiber, S2-PMS, Remote Diagnostics): Built YOLOv3→YOLOv9 models, boosting accuracy 84%→90%+, reducing loss, optimizing inference, and improving dataset quality (7K+ images, 70% reduction in class imbalance).
Automated Video Generation: Developed pipeline using voice cloning (Mozilla TTS, Coqui, Bark, Tortoise), lip-syncing & face restoration to create personalized videos for employee engagement.
Kubeflow ML Pipelines: Gained hands-on experience with Kubeflow (basic) for ML pipeline workflows.
Assisted in pipeline setup and experimentation for model training and validation and documented workflows and use cases to support reproducibility and team adoption.
Reporting, Documentation & Collaboration:
Conducted model performance analysis and comparisons; maintained trackers and presented insights to stakeholders for data-driven decision-making.
Led internal demos and mentored new team members, strengthening cross-functional collaboration and knowledge sharing.
Chatbots & Product Testing: Validated HR Bot & product-specific bots, improving workflows, user experience, and system reliability.
Magic-Wall: Visualization Using Enhanced Wall Segmentation ( Academic Project )
- Built a semantic-aware system for virtual room decoration, enabling realistic wall color visualization in indoor images.
- Applied Edge-aware FCN + Enhanced-Net with ADE20K dataset for accurate segmentation despite occlusions/furniture.
- Delivered an interactive prototype with applications in AR/VR, real estate, and smart interior design.
Certification
AWS Cloud Practitioner — In Progress
Timeline
Associate Data Scientist
Reliance Jio Infocom Pvt Ltd
12.2022 - Current
Bachelor of Engineering - Computer Science And Engineering
Sambhram Institute of Technology (VTU)
Cluny Convent PU College (KSEEB)
Kendriya Vidyalaya No.1 ( CBSE)