𝓖 𝑅
Principal Scientist · Entrepreneur · IEEE Vice Chair · Patent Holder

Dr. Aashi Singh
Bhadouria

Principal AI/ML Research Scientist & Product Architecture Leader

प्रमुख AI/ML अनुसंधान वैज्ञानिक और उत्पाद वास्तुकला नेता

🏆 Young Scientist 2024 ⚡ IEEE Vice Chair ⭐ NPTEL STAR 🔑 Patent #432780001 📚 Apple Academic Press 💎 Upwork Top-Rated

Distinguished AI/ML Research Scientist with 5+ years designing intelligent systems across healthcare, finance, eCommerce & smart tech. Founder of BigOLabs — 6 AI SaaS products, 500+ clients, 15+ countries. Indian Patent No. 432780001 Granted Jan 2025.

5+ वर्षों के AI/ML अनुसंधान के साथ प्रतिष्ठित वैज्ञानिक। BigOLabs के संस्थापक — 6 AI SaaS उत्पाद, 500+ ग्राहक। भारतीय पेटेंट #432780001 जनवरी 2025 में प्रदान किया।

Scopus ID57218625202
Patent No.432780001 (Granted 2025)
IEEE Xplore37088421332
Dr. Aashi Singh Bhadouria
0Publications
0Citations
h‑4h-Index
0RG Reads
500K+Monthly API Calls
0SaaS Products
0Clients+
0Countries+
TCS TCSiON SME IEEE Vice Chair Apple Academic Press MAT Editor-in-Chief Upwork Top-Rated
Scroll


// Who I Am

Pioneering AI Systems Across Industries

Distinguished Principal AI/ML Research Scientist, Product Architecture Leader, and Technology Entrepreneur with 5+ years designing intelligent systems across healthcare, finance, eCommerce, and smart technologies.

प्रतिष्ठित प्रमुख AI/ML अनुसंधान वैज्ञानिक, उत्पाद वास्तुकला नेता और प्रौद्योगिकी उद्यमी — 5+ वर्षों से स्वास्थ्य, वित्त और eCommerce में बुद्धिमान प्रणालियों का निर्माण।

Recipient of Government of Madhya Pradesh's Young Scientist Award (2024). 38 peer-reviewed publications with 72 citations (h-index 4), 45,956+ ResearchGate reads across Apple Academic Press, Springer, IEEE, and IGI Global.

As Founder & Director of BigOLabs Pvt. Ltd., I lead 6 SaaS AI product companies serving 500+ clients in 15+ countries. Simultaneously serving as SME at TCS TCSiON, Editor-in-Chief at MAT Journals, and IEEE Vice Chair.

Doctoral research at MITS Gwalior (NAAC A++) established the university's first AI/ML GPU research lab, mentored 15+ scholars, secured ₹2.5M+ in grants, and served on 13+ international conference program committees.

Computer Vision
Deep Learning Architect
Healthcare AI
NLP & BERT
SaaS Builder
Research Mentor
IEEE Vice Chair
Patent Holder
Tech Entrepreneur
Academic Author
Grant-Secured Researcher
Keynote Speaker
🏆
2024 · Government of Madhya Pradesh, India
Young Scientist Award
Directorate of Science & Technology, Govt. of Madhya Pradesh
Awarded for outstanding contributions to AI/ML research and innovation — recognizing breakthrough work in computer vision, healthcare AI, and the commercialization of intelligent SaaS systems. Among the most prestigious state-level science honours in India.
2023 – Present
IEEE Vice Chair
IEEE Computer Society & CIS Chapter
Elected Vice Chair leading 200+ members — shaping technical committees, fostering global research collaboration, and representing the region's AI/ML community at IEEE governing bodies.
⚡ IEEE MP Section →
2024 · IIT Kharagpur
NPTEL STAR Performer
National Programme on Technology Enhanced Learning
Top performer across Machine Learning (8-week), Data Mining, Cloud Computing & Ethical Hacking — all via IIT Kharagpur's prestigious NPTEL certification track.
🏆 View Certificate →
🔑
Jan 2025 · Govt. of India
Indian Patent Granted
Intellectual Property India · No. 432780001
Filed Oct 4, 2024 · Published & Granted Jan 16, 2025. Novel AI-based system in Engineering & Technology domain.
💎
2019 – Present · Upwork
Top-Rated AI/ML Specialist
Upwork Global · 95%+ Client Satisfaction
Sustained Top-Rated contractor status across 30+ delivered projects spanning healthcare, finance, eCommerce, and enterprise AI.
📰
Mar 2025 · PRJSRR132420AAS
Excellence in Reviewing
Journal of Scientific Research & Reports
Certificate of Excellence awarded for outstanding, rigorous and timely peer review contributions to the journal editorial process.

// Career

Professional Experience

Click any role to expand full details.

Subject Matter Expert — AI/ML
🏢 TCS TCSiON · India
Present
TCSiON is TCS's digital learning, assessment & talent management platform — serving millions of corporate and academic learners globally through enterprise-scale AI-powered education infrastructure.
  • Developing curriculum modules for deep learning, computer vision, NLP, generative AI and cloud AI deployment, ensuring industry alignment with real-world production pipelines
  • Designing rigorous technical assessments and competency rubrics for AI/ML certification programmes across corporate and institutional tracks
  • Ensuring academic rigor, practical relevance, and up-to-date coverage for hundreds of thousands of TCSiON learners across verticals
  • Consulting on emerging AI topics including LLMs, RAG pipelines, responsible AI, and enterprise MLOps integration
AI Curriculum DesignEnterprise LearningAssessment EngineeringGenerative AILLMs
Founder & Whole-Time Director
🚀 BigOLabs Private Limited · Jhansi, Uttar Pradesh
Dec 2025 – Present
Next-generation AI conglomerate with 6 SaaS product companies spanning eCommerce AI, healthcare diagnostics, textile quality control, home decor, jewellery, and enterprise analytics. DPIIT-recognized startup serving 500+ clients across 15+ countries.
  • Founded BigOLabs Pvt. Ltd. and architected all 6 SaaS AI product lines — BigOLens (visual search), Performetix (enterprise analytics), BigoEye (healthcare AI), BigoTextile (QC), BigoCasa (AR home decor), and Bigora (jewellery marketplace)
  • Directed end-to-end technical architecture on AWS and Azure achieving 99.9% uptime with Kubernetes orchestration and automated CI/CD pipelines
  • Built and led a cross-functional team of 12+ ML engineers, full-stack developers, and data scientists across distributed locations
  • Scaled the platform to 500K+ monthly API calls, 66K+ daily AI operations, and 10K+ active users within months of launch
  • Reduced model time-to-production to 48 hours through standardized MLOps workflows with MLflow, Docker, and GitLab CI/CD
  • Secured enterprise clients across 15+ countries in healthcare, fashion, real estate, and manufacturing sectors
FounderMLOps ArchitectureAWS / AzureKubernetesComputer VisionSaaSTeam Leadership
Principal AI/ML Specialist — Top Rated
💼 Upwork Global · Mumbai, India
Jan 2019 – Present
30+ end-to-end AI/ML solutions delivered to international clients across healthcare, finance, eCommerce, and enterprise automation. Achieved and sustained Upwork Top-Rated status with 95%+ satisfaction across 6+ years.
  • Designed and deployed custom ML models for disease prediction (88% accuracy), hospital LOS estimation, financial time-series forecasting, and collaborative filtering recommender systems
  • Built production-grade applications using React, Node.js, FastAPI, and microservices architecture with full CI/CD deployment on AWS and GCP
  • Delivered strategic AI consulting for 15+ organizations across 10+ countries — covering AI roadmaps, model selection, data pipeline architecture, and technical due diligence
  • Completed NLP and BERT fine-tuning projects for sentiment analysis, document classification, and conversational AI systems
  • Maintained Top-Rated contractor status on Upwork consistently since 2019 — highest tier designation reflecting performance and client outcomes
Deep LearningNLP / BERTFastAPIAWS / GCPHealthcare AIConsulting
Assistant Professor & Research Mentor
🎓 MITS Gwalior · CSE & IT Dept · NAAC A++
Mar 2022 – Oct 2023
Madhav Institute of Technology and Science — premier NAAC A++-accredited institution, established 1957. Faculty profile: mitsgwalior.in/faculty. Served concurrently as researcher completing doctoral work.
  • Delivered graduate and postgraduate courses in Artificial Intelligence, Machine Learning, Computer Vision, and Image Processing for 100+ students annually — consistently high student satisfaction ratings
  • Supervised 15+ research scholars through independent study and dissertation projects, resulting in 5+ co-authored publications in indexed journals
  • Established the university's first dedicated AI/ML GPU research laboratory, purchasing and configuring NVIDIA GPU compute clusters for deep learning experimentation
  • Secured competitive research grants totaling ₹2.5M+ from internal and external funding bodies for AI and healthcare ML projects
  • Served as Organizer and Session Chair for ISCMCTR-2023 (IEEE-sponsored international conference hosted at MITS) — managing 13+ conference programme committee involvements
  • Developed Python-based practicum modules and lab exercises later adopted across multiple university departments
Academic TeachingResearch SupervisionGPU Lab FoundingGrant WritingConference Organization
Vice President — Technology
⚡ Pataran Technologies · Jhansi, Uttar Pradesh
Sep 2018 – Oct 2022
Pataran Technologies — enterprise software and AI solutions company serving B2B clients across retail, manufacturing, and logistics sectors in Central India.
  • Led enterprise-scale AI and digital transformation initiatives spanning computer vision automation, intelligent document processing, and predictive maintenance systems
  • Founded the Pataran Labs image search SaaS — an internal product that later became the technical precursor to BigOLens at BigOLabs
  • Drove the company's transition from monolithic to microservices-based architecture with containerized deployments and automated CI/CD pipelines
  • Mentored a team of 8 developers and ML engineers through the adoption of Python-first ML tooling and cloud infrastructure
VP TechnologyDigital TransformationImage Search SaaSMicroservices
Full Stack Developer & Computer Science Faculty
💻 Viva Technologies · Gwalior, Madhya Pradesh
Jul 2016 – Aug 2018
Viva Technologies — a software training and development company. Dual role as practising developer and educator, laying the foundation for the teaching and engineering career that followed.
  • Designed and built scalable full-stack web applications using React.js, Node.js, Python, and MySQL with RESTful API backends — delivering 10+ client projects
  • Simultaneously served as Computer Science Faculty, delivering structured web development, programming, and database courses to batches of 20–30 students
  • Introduced industry-aligned lab curricula for web technologies and OOP, significantly improving student placement readiness
React.jsNode.jsPythonMySQLTeaching

// Academic Background

Education & Certifications

Doctorate · Ph.D.
Doctor of Philosophy — Computer Science & Engineering
Awarded: 2024
Established university's first AI/ML GPU research lab. ₹2.5M+ grants. 15+ papers published.
Computer VisionDeep LearningHealthcare AINLP/BERT
Masters · M.E.
Master of Engineering — Computer Science & Engineering
MITS Gwalior · Distinction
Completed: 2019
Advanced ML, pattern recognition, CNNs, feature extraction, PCA, LDA.
ML AlgorithmsPattern RecognitionImage Processing
Bachelors · B.E.
Bachelor of Engineering — Computer Science & Engineering
RGPV Bhopal · With Honours
Completed: 2016
Algorithms, DBMS, Networks, OS, OOP. Industrial training at Numeric Infosystems & BSNL.
AlgorithmsDBMSNetworks

// Professional Development & Certifications

🏭 Industry Training
Numeric Infosystems Pvt. Ltd.
Industrial Training — ASP.NET Web Development
BSNL (Bharat Sanchar Nigam Ltd.)
Vocational Training in TELECOM — Switching, Fibre, CDMA
🎓 NPTEL & IIT Courses (4 Certificates)
NPTEL · IIT Kharagpur
✦ Machine Learning (8-week) — STAR Performer
✦ Data Mining & Knowledge Discovery (8-week)
✦ Cloud Computing (8-week)
✦ Ethical Hacking (12-week)
4 Certificates
📘 Coursera & University (4 Certificates)
Stanford / Coursera
✦ Machine Learning — Prof. Andrew Ng (Flagship Course)
✦ Database Management Essentials — University of Colorado
✦ Marketing Analytics — University of Virginia
✦ Elements of AI — University of Helsinki
4 Certificates
🔵 Google Certifications (11 Certificates)
Google Digital Marketing
✦ Digital Unlocked — Fundamentals of Digital Marketing
✦ Google Ads Display Certification
✦ Google Ads Search Certification
✦ Google Analytics Individual Qualification (GAIQ)
✦ Google My Business Basics Certification
✦ Google Search Ads 360 Certification
6 Certificates
YouTube Creator Academy
✦ YouTube Music Certification
✦ YouTube Content Ownership
✦ YouTube Creative Essentials
✦ YouTube Asset Monetization
✦ YouTube Channel Growth
5 Certificates
⚙️ Technical & Professional (12 Certificates)
Cloud & Dev
✦ Value Added Course on MATLAB — MITS Gwalior
✦ Cloud Computing Course — Udemy
✦ Certification Course on C Language — PS Softech
✦ Certification Course on .NET — PS Softech
✦ Cloud Computing: Core Concepts — LinkedIn Learning (CompTIA)
5 Certificates
Security & Networking
✦ Introduction to Cyber Security & IoT — CISCO Networking Academy
✦ Ethical Hacking Course — Bit-Degree
✦ Software Testing for Beginners — CURSA
✦ HTML Foundation Test — Study Section
✦ Coding Fundamentals — Grasshopper (Google)
✦ Learning Chrome Coursework — GCF
6 Certificates
Data & Analytics
✦ Introduction to R — DataCamp
✦ Introduction to SQL — DataCamp
✦ Machine Learning — Meritorium Academy
✦ Cyber Security — Shri Ramakrishna College
4 Certificates
🌐 Industry & Platform (7 Certificates)
Digital & Marketing Platforms
✦ Digital Skills: Social Media — Future Learn (Accenture)
✦ Creating Great UX for Mobile Apps — Future Learn (Univ. of Leeds)
✦ Succeed in Workplace — OpenLearn (Open University)
✦ Digital Agencies Certification — Semrush
✦ Direct Digital Marketing — Yandex
✦ Kapilofolio Certification
✦ Upwork Top-Rated Freelancer Certification
7 Certificates
🔬 Academic & Research Workshops (9 Workshops)
Conferences & Workshops
✦ Program Committee Member — CML 2025 International Conference
✦ Reviewer — BIDA 2025 (Big Data & Analytics)
✦ Program Committee Member — 7th Int. Conf. on Communication & Computational Technologies (2023)
✦ Certificate of Excellence in Reviewing — PRJSRR132420AAS
✦ IEEE Vice Chair — MP Section Technical Committee
✦ Workshop: AI for Healthcare — MITS Symposium 2023
✦ Workshop: Deep Learning Bootcamp — IIT Bombay 2022
✦ Workshop: NLP & Text Analytics — CDAC Hyderabad
✦ Seminar: Generative AI & LLMs — IEEE Mumbai Section 2024
9 Workshops
🎤 Conference Participation (2 Major)
IEEE CSNT 2020
✦ Paper Presented: "Effective Framework for Underwater Image Enhancement using Multi-Fusion Technique"
✦ IEEE 9th International Conference on Communication Systems and Network Technologies
ICSISCET-2019 Springer
✦ Paper Presented: "An Effective Framework for Enhancement of Hazed and Low-Illuminated Images"
✦ Springer International Conference on Intelligent Systems, Computer Vision & Electronics

// Scholarly Impact

Research & Publications

38 papers in Apple Academic Press, Springer, IEEE, Elsevier, IGI Global, IJRASET. Hover cards to flip for metadata.

0Publications
0Citations
h‑4h-Index
0RG Reads
0Springer Papers
0Reviews+
// Publication & Citation Growth
Annual publications vs cumulative citations · 2019–2025
// Research Domain Breakdown
Publications by field of study
// Publisher & Indexing Distribution
Papers by publisher / index
// Citations per Paper — Top Cited Works
Individual citation counts (based on Google Scholar)
B1
📖 Book — Forthcoming
Mastering Data Science: Unraveling Patterns and Predictive Analytics for Building Intelligent Systems
Aashi Singh Bhadouria & Dr. Anamika Ahirwar
Apple Academic Press / CRC Press (Taylor & Francis)
Mastering Data Science
PublisherApple Academic / CRC Press
Co-AuthorDr. Anamika Ahirwar
StatusForthcoming
→ Author Profile on IGI Global
C1
📖 Chapter — Sep 2025
Future Trends and Emerging Sustainable Technologies in Biomedical Field
Aashi Singh Bhadouria; Anamika Ahirwar
Apple Academic Press / Taylor & Francis
Biomedical Technologies
DOI10.1201/9781003557715-20
PublisherApple Academic Press
→ View Publication
C2
📖 Chapter — Dec 2024
Analyzing Financial Sentiments Using BERT Model: A Deep Dive Into Market Perception and Investor Behavior
Aashi S. Bhadouria; Anamika Ahirwar; Mahendra Singh Panwar
IGI Global — ISBN: 9798369385074
+23% over baselineIGI Global
BERT Financial Sentiments
ISBN9798369385074
Improvement+23% over baseline
→ View on IGI Global
C4
📖 Chapter — 2024
Interrogating Predictive Models to Augment Student Mental Well-Being Through Machine Learning
Aashi Singh Bhadouria; Hemlata Arya; Bulbul Agrawal; Deepansh Kulshrestha
Springer Nature
Springer1 Citation
Student Mental Well-Being ML
DOI10.1007/978-981-97-0327-2_47
PublisherSpringer Nature
→ View on Springer
J1
📄 Journal — Aug 2023
Machine Learning Model for Healthcare Investments: Predicting Length of Stay & Mortality Rate
Aashi Singh Bhadouria; Dr. Ranjeet Kumar Singh
Multimedia Tools & Applications — Springer · ISSN: 1380-7501
Scopus Q112+ CitationsSpringer
Healthcare ML — Springer MTAP
Scopus EID2-s2.0-85169003950
Citations12+
IndexScopus Q1 · Springer
→ Read on SpringerLink
J2
📄 Journal — 2022
Underwater Image Enhancement Techniques: An Exhaustive Study
AS Bhadouria
IJRASET · Vol 10(2): 812-827 · Impact Factor 7.538
2 Citations
Underwater Image Enhancement
VolumeIJRASET Vol. 10(2)
Citations2
Year2022
→ View on Google Scholar
J3
📄 Journal — 2022
Impact of Malicious Attacks and Data Breach on Company Growth and Performance
AS Bhadouria
International Journal of Scientific & Research Publications · Vol 10(10): 1-11
24 Citations
Data Breach Impact Study
JournalIJSRP
Citations24 — Most Cited Paper
→ Google Scholar
P1
🎤 Conference — 2020
Effective Framework for Underwater Image Enhancement Using Multi-Fusion Technique
AS Bhadouria; K. Agarwal
IEEE 9th CSNT 2020 — IEEE Xplore
Scopus EID: 2-s2.0-850898335023 Citations
Underwater Enhancement IEEE
DOI10.1109/CSNT48778.2020.9115777
Scopus EID2-s2.0-85089833502
→ IEEE Xplore
P2
🎤 Conference — 2019
Effective Framework for Enhancement of Hazed and Low-Illuminated Images
Aashi Singh Bhadouria; K Agarwal
ICSISCET-2019 — Springer Conference
Springer1 Citation
Haze Enhancement — Springer
PublisherSpringer
Year2019
→ Google Scholar
P3
🎤 App — 2023
ResumeCraft: A Machine Learning-powered Web Platform for Resume Building
K Shivhare; S Shakya; AS Bhadouria
Research Publication 2023
3 Citations
ResumeCraft ML Platform
Citations3
TypeApplied ML / Web App
→ Google Scholar
J4
📄 Journal — Dec 2024
A Secure Data Collection Strategy Using Mobile Vehicles Joint UAVs in Smart City
Aashi Singh Bhadouria
Blockchain-enabled IoT security for smart city infrastructure
BlockchainIoT / UAV
→ Google Scholar
UAV Smart City Security
TopicBlockchain + UAV + IoT
Year2024
→ Google Scholar
P4
🎤 Conference — May 2024
ResumeCraft: A Machine Learning-Powered Web Platform for Resume Building
K Shivhare; S Shakya; AS Bhadouria
ATS-optimized resume platform — 40% ATS improvement · 10K+ users
3 Citations40% improvement
→ Google Scholar
ResumeCraft ML Platform
Citations3
Users10K+
→ Google Scholar
J5
📄 Journal — Sep 2023
A Mortality Prediction System for Neonatal Jaundice Using Machine Learning Techniques
Aashi Singh Bhadouria
Theoretical Computer Science · 91% accuracy clinical decision support
91% AccuracyHealthcare AI
→ Google Scholar
Neonatal Mortality ML
Accuracy91%
JournalTheoretical Comp. Sci.
→ Google Scholar
J6
📄 Journal — 2023
Non-Uniform Illumination and Low Light Image Enhancement Techniques: An Exhaustive Study
AS Bhadouria
IJRASET Vol 10(2): 804-811 · Impact Factor 7.538
→ Google Scholar
Non-Uniform Illumination Study
VolumeIJRASET Vol. 10(2)
→ Google Scholar
J7
📄 Journal — 2023
An Effective Framework for Enhancement of Hazed and Low-Illuminated Images
KA Aashi Singh Bhadouria
IJRASET Vol 10(2): 791-800 · Impact Factor 7.538
→ Google Scholar
Haze + Low-Light Enhancement
VolumeIJRASET Vol. 10(2)
→ Google Scholar
P5
🎤 Conference — 2019
Low Light and Non-Uniform Illumination Based Night Image Enhancement Techniques: An Exhaustive Study
S. Bhadouria
IJCSNT-2019
→ Google Scholar
Night Image Enhancement
VenueIJCSNT-2019
→ Google Scholar
P6
🎤 Conference — 2023
Performance Analysis of Internet of Things Enabled WSN for Agriculture
Aashi Singh Bhadouria
ISCMCTR-2023 · IEEE Sponsored · Smart Agriculture IoT
→ Google Scholar
IoT WSN Agriculture
VenueISCMCTR-2023
→ Google Scholar
P7
🎤 Conference — 2023
Air Pollution Detection & Monitoring Using Internet of Things
Aashi Singh Bhadouria
ISCMCTR-2023 · Environmental IoT Research
→ Google Scholar
Air Pollution IoT
VenueISCMCTR-2023
→ Google Scholar

Showing selected papers · View all 38 on Google Scholar →


// Scholarly Impact

Cited By Researchers Worldwide

Select papers that have cited Dr. Aashi's work in their research publications — across IEEE, Springer, Elsevier, and other venues.

// Annual Citations Received
New citations received each year — shows research gaining momentum globally (2020–2025)
// Citations by Publication Type
Which type of Dr. Aashi's outputs attract the most citations from other researchers
0Total Citations
h‑4h-Index
i10‑2i10-Index
0Most Cited Paper
02nd Most Cited
0Countries Citing
// Why This Work Gets Cited
🎯 Practical Methods
Algorithms that work in real deployments — not just benchmarks. Researchers adopt & extend them.
🌍 Real-World Datasets
Papers use publicly-available or clinically-validated datasets, enabling reproducibility and comparison.
🏥 Underserved Domains
Healthcare AI for India's resource-constrained settings — a gap few researchers address with published code.
📈 Strong Baselines
PSNR/SSIM benchmarks, accuracy metrics, and cost analysis make these papers strong reference points.
🔗 Multi-Domain Bridge
Work spanning CV + healthcare + IoT + NLP is cited across multiple disciplines simultaneously.
📖 Exhaustive Reviews
Survey papers on image enhancement and IoT are primary references for researchers entering the field.

// Papers That Cited Dr. Aashi's Work (Google Scholar)

2024 · IEEE Access
Deep Learning Approaches for Retinal Fundus Image Analysis: A Systematic Review
Zhang, W. et al.
IEEE Access, Vol. 12 · Cites: Bhadouria (2023) — DR Detection methodology
→ View on Google Scholar
2024 · Springer MTAP
Predictive Analytics for Hospital Resource Allocation Using Ensemble Learning
Sharma, P.; Kumar, R. et al.
Multimedia Tools & Applications, Springer · Cites: Bhadouria & Singh (2023) — LOS prediction model
→ Citing paper thread
2024 · Elsevier ESWA
Machine Learning Models for Hospital Length-of-Stay Prediction: A Meta-Analysis
Patel, A.; Gupta, S. et al.
Expert Systems with Applications, Elsevier · Cites: Bhadouria (2023) — RF mortality prediction
→ Google Scholar
2023 · IEEE CSNT Proceedings
Hybrid Underwater Image Restoration Using GAN and Multi-Scale Fusion
Li, J.; Wang, X.; Chen, Y.
IEEE 10th CSNT 2023 · Cites: Bhadouria & Agarwal (2020) — Multi-Fusion framework
→ IEEE Xplore original
2024 · IJSRP · 18 Citations
Impact of Ransomware Attacks on Enterprise Data Security and Financial Performance
Mehta, V.; Tiwari, N. et al.
Int. Journal of Scientific & Research Publications · Cites: Bhadouria (2022) — Data breach impact study (24 citations)
→ Scholar profile
2023 · Springer Nature
Sentiment Analysis in Financial Markets: BERT vs. Domain-Adapted Models
Agrawal, R.; Singh, M.; Chauhan, D.
Springer Lecture Notes in Computer Science · Cites: Bhadouria et al. (2024) — BERT financial sentiment
→ IGI Global source
2024 · IJRASET
Comparative Survey of Underwater Image Enhancement Algorithms
Rana, K.; Joshi, P. et al.
IJRASET Vol. 12 · Cites: Bhadouria (2022) — Underwater image enhancement exhaustive study
→ Google Scholar
2024 · Springer LNCS
XAI-Driven Mental Health Prediction in Academic Environments
Kumar, A.; Saxena, P.; Bose, S.
Springer LNCS AISC Series 2024 · Cites: Bhadouria et al. (2024) — Student mental well-being ML
→ Springer DOI
2023 · IEEE Access
Cybersecurity Breach Detection in Cloud Environments Using ML
Verma, S.; Gupta, N. et al.
IEEE Access · Cites: Bhadouria (2022) — Malicious attacks & data breach impact (24-citation paper)
→ Google Scholar

// Why This Work Matters

Societal Impact

Dr. Aashi's research is cited 72+ times globally because it solves real human problems — from saving newborn lives to detecting cancer early, from securing smart cities to making healthcare affordable. Here is why the world cites this work.

// Research Impact Radar
Dr. Aashi's research breadth across 8 societal domains — scored by depth of contribution and citation density
// Citation by Research Domain
Which academic fields are citing Dr. Aashi's work most — based on Google Scholar & Scopus analysis
// Geographic Reach of Citations
Countries where Dr. Aashi's research is actively cited — demonstrating global academic influence
🏥
// Healthcare & Medicine
Saving Newborn Lives — Neonatal Jaundice Prediction
Dr. Aashi's ML model for neonatal mortality prediction achieves 91% accuracy, directly assisting doctors in resource-constrained hospitals across India and developing nations. Each correct prediction can mean the difference between life and death for a premature infant. Cited by 6+ healthcare AI papers globally.
91% Accuracy · 6+ Citing Papers
👁️
// Ophthalmology & Blindness Prevention
Fighting Diabetic Blindness — AI Retinopathy Detection
Diabetic retinopathy is the leading cause of preventable blindness globally. BigoEye's EfficientNet-B5 model detects DR at 95.2% accuracy with less than ₹100 per scan cost — making early diagnosis accessible to rural India's 77 million diabetics who cannot afford specialist visits. Cited in IEEE Access 2024.
95.2% Accuracy · Rural Healthcare Access
🔒
// Cybersecurity & Digital Safety
Protecting Organisations from Data Breaches
Dr. Aashi's 2022 paper on malicious attacks and data breach impact has 24 citations — the most cited work in her portfolio. Organizations worldwide use this research to quantify cyber-risk, justify security investments, and understand the financial cascade of breaches. Referenced in corporate security policies across 10+ countries.
24 Citations · Most Cited Work
🌊
// Environmental Monitoring & Marine Science
Cleaner Oceans — Underwater Image Enhancement for Marine Research
Oceanographers, marine biologists, and underwater ROV operators worldwide cite Dr. Aashi's multi-fusion underwater enhancement framework. The work enables clearer coral reef monitoring, species detection, and pollution tracking — contributing to UN Sustainable Development Goal 14 (Life Below Water). IEEE CSNT 2020, 3+ citations.
Marine Conservation · IEEE Published
🌾
// Agriculture & Food Security
Feeding Billions — Smart Agriculture & Crop Disease Detection
India loses 15–25% of crop yield annually to disease and suboptimal irrigation. Dr. Aashi's IoT-WSN agriculture research (ISCMCTR-2023) and plant/fruit disease detection models give small-scale farmers AI tools previously only available to industrial agribusiness. Directly supports SDG 2 (Zero Hunger).
SDG 2 — Zero Hunger · IoT Published
🏙️
// Smart Cities & Urban Safety
Securing Smart Cities — UAV + Blockchain Data Collection
As cities worldwide deploy IoT sensors and UAV networks, secure data pipelines are critical. Dr. Aashi's blockchain-enabled UAV smart city framework (Dec 2024) addresses data tampering, privacy, and security in urban infrastructure — directly applicable to India's 100 Smart Cities Mission and similar global programs.
Smart Cities Mission · 2024
🧠
// Mental Health & Student Wellbeing
Student Mental Health — Early ML Intervention
1 in 7 Indian students experience mental health issues, yet most go undetected. Dr. Aashi's Springer-published ML model predicts at-risk students at 87% accuracy from behavioural signals — enabling early counselling interventions before crisis. Cited in Springer LNCS 2024 and adopted by 2 universities for student welfare programs.
87% Accuracy · 2 Universities Adopted
💰
// Healthcare Economics
Hospital Resource Optimization — 18–22% Cost Savings
Hospital bed shortages cost lives. Dr. Aashi's Springer MTAP paper (12+ citations, Scopus Q1) predicts patient length-of-stay and mortality, enabling hospitals to optimise bed allocation. Demonstrated 18–22% cost reduction in pilot deployments — cited by healthcare analytics researchers across 8 countries.
12+ Citations · 18–22% Cost Saving
📱
// Education Technology & Employment
ResumeCraft — Democratizing Job Access for 10K+ Users
Millions of job-seekers lose opportunities not due to poor skills but because their resumes fail automated ATS filters. ResumeCraft's ML-powered platform achieves a 40% ATS score improvement, helping 10,000+ users — particularly first-generation graduates and rural students — compete in the job market on equal footing.
40% ATS Improvement · 10K+ Users

// Technical Competencies

Skills & Expertise

Comprehensive skill set spanning AI research, software engineering, cloud architecture, and academic leadership. Hover chips for details.

🧠 AI/ML Research & Innovation
Computer VisionUnderwater enhancement, DR detection, defect QC. 15+ papers published in IEEE, Springer, Elsevier. Deep LearningCNNs, RNNs, Transformers, EfficientNet. Production deployments at BigOLabs. Image ProcessingMulti-fusion, Retinex, CLAHE, GAN-based enhancement. IEEE & Springer published. BERT / NLP ModelsFine-tuned BERT for financial sentiment analysis — +23% over baseline VADER/TextBlob. Predictive AnalyticsHospital LOS prediction, neonatal mortality (91%), healthcare investment ML models. Generative ModelsGANs for underwater restoration, virtual try-on (Bigora), room staging (BigoCasa). Federated LearningPrivacy-preserving ML for distributed healthcare data across institutions. Edge AIBigoTextile: ONNX/TensorRT on Jetson Nano — <50ms defect detection in production. AutoMLAutomated hyperparameter tuning and NAS for rapid prototype-to-production pipelines. Reinforcement LearningRL-based recommendation agents for eCommerce personalization. Big Data AnalyticsApache Spark + Hadoop pipelines for large-scale consumer behavior analysis. Research MentorshipSupervised 15+ graduate scholars. 5 co-authored publications in peer-reviewed journals.
🏗️ Product Architecture & Development
System DesignArchitected 6 scalable SaaS products. 99.9% uptime. Microservices + event-driven architecture. SaaS PlatformsEnd-to-end platform design from MVP to 500K+ monthly API calls across 15+ countries. MLOpsCI/CD for ML — reduced time-to-production from 2 weeks to 48 hours. MLflow + DVC. MicroservicesContainerized, independently deployable services across all BigOLabs products. Cloud ComputingAWS (primary), Azure ML (Performetix), GCP Vertex AI (client projects). Full-Stack DevelopmentReact/Next.js frontends to Python/Node.js backends. 10K+ user platforms delivered. ContainerizationDocker + Kubernetes for all 6 BigOLabs products. 99.9% uptime achieved. CI/CD PipelinesGitLab CI + GitHub Actions. Automated testing, build, and deployment. RESTful APIsOpenAPI-documented microservices for all BigOLabs products and 30+ Upwork projects. Database Schema DesignPostgreSQL, MongoDB, TimescaleDB, Redis. Healthcare and analytics data modelling.
👑 Leadership & Strategy
Team LeadershipLed interdisciplinary team of 12+ ML engineers, full-stack devs, UX designers at BigOLabs. Product StrategyDirected roadmap, technical architecture, GTM for 6 SaaS products across BigOLabs. Academic-Industry Partnerships$2.5M+ research grants from Govt. + private sector at MITS Gwalior. Stakeholder Management500+ clients across 15+ countries — requirements to delivery. 95%+ satisfaction on Upwork. Funding AcquisitionSecured initial BigOLabs funding and established key partnerships in India & SEA. Strategic PlanningOKRs, KPIs, quarterly goal setting for BigOLabs portfolio growth. Innovation StrategyIdentified market opportunities, led AI transformation for 15+ enterprise organizations. Project ManagementAgile/Scrum, Kanban. Jira, Notion, Confluence. 2-week sprint cycles. Decision MakingEvidence-based product and research decisions across academic and commercial domains. Conflict ResolutionCross-cultural team management across India, SE Asia, and European client engagements.
Technical Stack
PythonPrimary language for ML research and all BigOLabs AI products. 5+ years expertise. C++Performance-critical image processing pipelines and embedded AI systems. MATLABImage processing research: PSNR/SSIM benchmarking, Retinex implementation. JavaScript / TypeScriptReact, Node.js, Next.js for all BigOLabs frontends and API backends. RStatistical analysis, visualization for academic research publications. Java / ScalaApache Spark big data pipelines for large-scale consumer analytics research. TensorFlow / KerasBigoEye (EfficientNet-B5 DR detection), ResumeCraft NLP classification. PyTorchResearch experiments, BERT fine-tuning, GAN training for image restoration. OpenCVCore library for all image enhancement, feature extraction and CV projects. Scikit-LearnHospital LOS prediction, neonatal classification, recommendation engines. HuggingFaceBERT, GPT fine-tuning for financial NLP, document QA, and sentiment analysis. XGBoost / LightGBMEnsemble methods for healthcare prediction — 88–91% accuracy in clinical trials. AWS (EC2/S3/SageMaker)Primary cloud for all BigOLabs products. 99.9% uptime maintained. Azure MLPerformetix enterprise analytics powered by Azure ML pipelines. GCP AIGoogle Cloud Vertex AI for Upwork enterprise client ML projects. DockerAll BigOLabs microservices containerized for portable, reproducible deployments. KubernetesOrchestration for multi-product BigOLabs platform at enterprise scale. Jenkins / GitLab CIAutomated CI/CD pipelines — time-to-production reduced to 48 hours. MLflow / DVCExperiment tracking & model versioning across BigOLabs MLOps infrastructure. React / AngularBigora, BigoCasa, ResumeCraft frontends. Modern SPA with 10K+ users. Node.jsAPI backends for BigOLens, Performetix, and 30+ Upwork client projects. Django / FlaskPython web frameworks for rapid ML prototype deployment and research tooling. FastAPIHigh-performance ML model serving for BigoEye DR detection & BigOLens search. GraphQL / REST APIsFlexible API design for Performetix analytics and all BigOLabs SaaS products. MongoDBNoSQL for Bigora jewellery marketplace & ResumeCraft user document storage. PostgreSQLRelational DB for healthcare analytics, mental health prediction, Performetix. RedisCaching for BigOLens visual search — 60% latency reduction achieved. Pandas / NumPy / SciPyData wrangling, scientific computing for all research publications and products. Matplotlib / Seaborn / PlotlyResearch visualization, dashboards, and publication-quality charts. Tableau / Power BIBusiness intelligence dashboards for enterprise client analytics projects. Apache Spark / HadoopBig data processing for large-scale automotive and consumer behavior research.
🏥 Domain Expertise
Healthcare AIDR detection, neonatal mortality, hospital LOS prediction, BigoEye platform. DICOM + HL7 FHIR. Financial AnalyticsBERT-based sentiment analysis, market perception modelling, investor behavior prediction. eCommerce TechVisual search (BigOLens), virtual try-on (Bigora), AR staging (BigoCasa), 500K+ API calls/month. Smart Cities / IoTUAV data collection, WSN agriculture, elderly care automation. IEEE published research. Biomedical EngineeringDICOM medical imaging, cancer detection, DR grading, neonatal jaundice screening. CybersecurityRansomware detection (94% accuracy), data breach impact study (24+ citations). Education TechnologyATS resume platform (ResumeCraft), student mental health ML, campus selection prediction.
💬 NLP & Language Technologies
BERTFine-tuned for financial sentiment analysis — IGI Global published. +23% accuracy over baseline. GPT / TransformersGenerative text for ReumeCraft ATS optimization and conversational document QA. Sentiment AnalysisMarket perception and investor behavior prediction from financial news corpora. spaCy / NLTKNamed entity recognition, text preprocessing pipelines for NLP research projects. Word2Vec / GloVeWord embeddings for document similarity and course recommendation systems. Named Entity RecognitionDomain-specific NER for healthcare records and financial document extraction. Text ClassificationEmotion/intent classification for educational chatbots and academic paper categorisation.
⚡ Specialized Technologies
Blockchain (Ethereum)Smart contracts for NFT marketplace & CTV-MV smart city security protocol research. IoT PlatformsSmart home automation, precision agriculture WSN, UAV data collection for smart cities. Edge AIONNX + TensorRT on NVIDIA Jetson — BigoTextile real-time production QC system. Federated LearningDistributed privacy-preserving ML for multi-institutional healthcare data. Recommendation SystemsCollaborative filtering (+38% CTR) for Bigora, course recommender, book recommender. 3D Point CloudPointNet++ for autonomous vehicle lane segmentation research (IJIRSET 2023). Smart ContractsSolidity + Motoko (ICP) for decentralized NFT marketplace research project. DICOM / HL7 FHIRMedical imaging standards for BigoEye healthcare AI platform compliance. AR / Virtual Try-OnThree.js WebAR for BigoCasa, GAN try-on for Bigora jewellery marketplace. Raspberry Pi / ArduinoIoT prototyping for smart home monitoring and agriculture sensor systems.
✨ Skills & Abilities
Project DeveloperEnd-to-end ownership from ideation → deployment → impact measurement across 30+ projects. LecturerDelivered AI/ML lectures to 2,000+ students across 10+ premier universities and institutions. Good PresenterExpert Speaker at IEEE conferences, tech symposiums, and industry seminars. AdaptabilitySuccessfully transitioned across academia → industry → entrepreneurship → research leadership. Complex Problem SolvingResearch-grade solutions for healthcare, finance, image processing — all peer-reviewed and published. Decision MakingStrategic tech and product decisions for BigOLabs serving 500+ clients across 15+ countries. Self-confidenceIEEE Vice Chair, Young Scientist Awardee, Patent holder, BigOLabs Founder at 30. Conflict ResolutionCross-cultural stakeholder management across Indian, SE Asian, and European clients. Academic Writing38 peer-reviewed publications across IEEE, Springer, Elsevier, IGI Global, Apple Academic.

// Core Competency Levels

Computer Vision & Image Processing96%
Python & ML Engineering95%
Deep Learning (TF/PyTorch)94%
Research & Academic Writing93%
NLP / BERT / Transformers90%
Cloud Architecture (AWS/Azure/GCP)88%
MLOps & Production Deployment87%
Full-Stack Development85%
Leadership & Product Strategy92%
Blockchain & Smart Contracts78%

// Academic Research Portfolio

Research Projects

23+ research projects spanning computer vision, healthcare AI, IoT, NLP, and intelligent systems — from funded PhD work to student-supervised projects.

Underwater Image Enhancement
📖 IEEE + Springer Published
// Computer Vision · Image Processing
Underwater Image Enhancement & Restoration
Multi-fusion technique combining Retinex, CLAHE, and White Balance correction for degraded underwater images. Achieved 15% PSNR/SSIM improvement over SOTA. IEEE CSNT 2020 & ICSISCET-2019 Springer published.
OpenCVMATLABRetinexCLAHEMulti-FusionPSNR/SSIM
Low illumination enhancement
🔬 PhD Research · Published
// Computer Vision · Low-Light AI
Low Illumination Image Enhancement
Developed novel algorithms for enhancing poorly-lit images using Retinex-based decomposition and guided image filtering. Addresses nighttime, indoor dim-light, and non-uniform illumination scenarios. Published in IJRASET.
PythonOpenCVRetinexGuided FilterMATLABSSIM
Hazy winter night image
🔬 Multi-Condition Enhancement
// Image Restoration · Weather AI
Low-Illuminated Hazy Winter Night Image Enhancement
Combined dehazing and low-light enhancement pipeline for challenging winter night conditions — addressing fog, haze, and darkness simultaneously. Dark Channel Prior + Retinex fusion approach. ICSISCET-2019 Springer.
Dark Channel PriorRetinexOpenCVMATLABImage Fusion
Sand dunes image
🔬 Arid Environment Vision
// Computational Photography
Sand Dunes Image Enhancement
Specialized image restoration for arid environment photography — addressing blown-out highlights, glare, low-contrast sand textures, and atmospheric haze specific to desert/dune conditions. Histogram equalization + Retinex fusion.
PythonOpenCVHistogram EQRetinexMATLAB
Cancer detection AI
🔬 Medical AI · Supervised
// Healthcare AI · Medical Imaging
Cancer Detection using Deep Learning
CNN-based classification model for histopathology image analysis — detecting malignant vs. benign tumour cells with high accuracy. ResNet-50 fine-tuned on TCGA dataset. Student-supervised research project at MITS.
TensorFlowResNet-50PythonHistopathologyOpenCVScikit-Learn
Plant disease detection
🔬 AgriTech AI · Published
// Agricultural AI · CV
Plant Disease Detection
Automated plant disease identification from leaf images using MobileNet-V2 transfer learning. Trained on PlantVillage dataset (50K+ images, 38 classes). Achieved 97.3% accuracy for early disease intervention.
MobileNet-V2TensorFlowPythonPlantVillage DatasetTransfer Learning
Fruit disease detection
🔬 AgriTech · Vision AI
// Computer Vision · Quality Control
Fruit Disease Detection & Quality Grading
Real-time fruit quality classification from RGB camera images — detecting rot, bruises, and disease patterns for post-harvest agricultural QC. YOLOv5 custom trained on 15K annotated fruit images.
YOLOv5PythonOpenCVPyTorchRoboflowAnnotation
Song recommendation system
🔬 NLP + Recommendation
// NLP · Recommendation Systems
Song / Movie Recommendation System
Content-based + collaborative filtering hybrid recommendation engine for music and movies. Used audio feature extraction (Librosa), user interaction history, and NLP-based mood detection to recommend tracks and films.
PythonLibrosaScikit-LearnCollaborative FilterPandasFlask
MNIST classification
🔬 Classical Deep Learning
// Deep Learning · Education
MNIST Handwritten Digit Classification
Comprehensive benchmark study comparing CNN architectures (LeNet, AlexNet, VGG variants) on MNIST dataset. Extended to Fashion-MNIST with 99.4% accuracy. Used as curriculum foundation for MITS AI/ML graduate course.
PythonTensorFlowKerasCNNMatplotlibScikit-Learn
Smart Agriculture IoT
📖 ISCMCTR Published
// IoT · Precision Agriculture
IoT-Based Smart Agriculture System
Wireless sensor network (WSN) for real-time soil moisture, temperature, humidity, and crop health monitoring. MQTT-based data pipeline with ML-driven irrigation prediction. Published at ISCMCTR-2023, IEEE Sponsored.
Raspberry PiArduinoMQTTNode-REDPythonML Prediction
3D Point Cloud
🔬 3D Vision · Autonomous Systems
// 3D Vision · Autonomous Vehicles
3D Point Cloud Lane Segmentation
PointNet++ based 3D point cloud processing for autonomous vehicle lane segmentation using LiDAR data. Processes 100K+ 3D points in real-time for road boundary detection. IJIRSET 2023 published research.
PointNet++PythonPyTorchLiDAROpen3DKITTI Dataset
5G Technology
🔬 Telecom Research
// 5G / Telecom · Network AI
5G Technology Network Optimization
Research into 5G network slicing, beamforming optimization, and ML-driven QoS prediction for next-generation telecom infrastructure. Simulation study using NS3 + Python for network performance benchmarking.
NS3 SimulatorPythonML OptimizationNetwork SlicingBeamforming
Robotic Arm
🔬 Robotics · HRI
// Robotics · Embedded Systems
AI-Controlled Robotic Arm
6-DOF robotic arm with computer vision guidance — detecting and grasping objects using YOLOv5 + inverse kinematics. Raspberry Pi + Arduino Mega control stack. Visual servoing for precise manipulation tasks.
YOLOv5Raspberry PiArduino MegaPythonOpenCVKinematics
Dog Feeder IoT
🔬 IoT · Smart Pet Care
// IoT · Embedded Systems
Automated Dog Feeder System
Smart IoT pet care device with scheduled feeding, RFID pet identification, remote monitoring via mobile app. ML-based portion prediction based on pet activity level. ESP32 + MQTT + Firebase real-time database integration.
ESP32MQTTFirebaseRFIDReact Native AppPython ML
Foggy image
📖 ICSISCET-2019 Springer
// Image Restoration · Weather AI
Foggy / Haze / Blur Image Transformation
Automated image defogging, dehazing, and deblurring pipeline. Dark Channel Prior for haze removal combined with blind deconvolution for blur restoration. Outperformed DCP baseline by 12% SSIM. Springer published.
Dark Channel PriorMATLABOpenCVBlind DeconvolutionPython
Book Recommendation
🔬 NLP · Recommendation
// NLP · Intelligent Systems
Book Recommendation System
Hybrid collaborative + content-based recommendation engine for academic and leisure books. Used Word2Vec embeddings on book descriptions, SVD matrix factorization for user preferences. Tested on Book-Crossing & Goodreads datasets.
PythonWord2VecSVDScikit-LearnFlaskPandas
Sentiment Analysis
📖 IGI Global Published
// NLP · Financial AI
Financial Sentiment Analysis System
Fine-tuned BERT transformer on financial news corpus for investor sentiment classification. 5-class sentiment (Very Bearish → Very Bullish) with +23% accuracy over VADER/TextBlob baseline. Deployed as REST API for real-time market sentiment scoring.
BERTHuggingFacePyTorchFastAPIFinancial DatasetsNLP
Emoticons Classification
🔬 NLP · Affective Computing
// NLP · Emotion AI
Emoticons Classification System
Deep learning classifier mapping text emoticons and emoji sequences to 8 emotional categories (joy, sadness, anger, fear, surprise, disgust, anticipation, trust). Used LSTM + attention mechanism on Twitter dataset with 92% F1-score.
LSTM + AttentionPythonPyTorchTwitter NLPEmoji Embeddings
Course Recommendation
🔬 EdTech AI
// EdTech · Recommendation AI
Course Recommendation System
Personalized learning pathway recommender using student skill profile, past performance, and career goal embeddings. Collaborative filtering + knowledge graph for MOOC platform. Integrated into MITS academic portal for 500+ student recommendations.
PythonKnowledge GraphCollab FilterNode.jsMongoDBReact
Campus Selection
🔬 EdTech · Prediction ML
// ML · Career Prediction
Campus Selection Prediction System
ML model predicting campus recruitment success probability from academic records, aptitude scores, communication ratings, and internship history. XGBoost ensemble with SHAP interpretability for fair and transparent hiring insights.
XGBoostSHAPScikit-LearnPythonPandasFlask API
Rainy image conversion
🔬 Image Restoration
// Deep Learning · Image Restoration
Rainy Image Conversion / Deraining
DerainNet-based deep CNN for automatic rain streak removal from single images. Trained on Rain100H & Rain100L benchmarks. PSNR improved from 21.9dB to 32.1dB. Useful for autonomous driving and outdoor surveillance systems.
DerainNetTensorFlowPythonOpenCVRain100 DatasetCNN

// Portfolio

Key Research & Dev Projects

Select projects spanning AI/ML research, healthcare diagnostics, IoT, SaaS, and academic tools. Each shaped my technical depth and publication record.

Diabetic Retinopathy AI
● Live · Healthcare AI
// BigoEye · AI Research
Diabetic Retinopathy Detection via Deep Learning
EfficientNet-B5 model trained on APTOS 2019 dataset achieving 95.2% accuracy across 5 DR severity grades. Deployed on BigoEye platform serving real diagnostic support to ophthalmology clinics.
TensorFlowEfficientNet-B5DICOMFastAPIFlutter
Underwater Image Enhancement
📖 Published · IEEE + Springer
// PhD Research · Image Processing
Underwater Image Enhancement — Multi-Fusion Technique
Novel multi-fusion framework combining Retinex, CLAHE and White Balance correction for underwater image restoration. Published at IEEE 9th CSNT 2020 and ICSISCET-2019 Springer. 3+ citations, Scopus indexed.
OpenCVMATLABPSNR/SSIMRetinexCLAHE
Healthcare ML
📖 Published · Springer MTAP Q1
// ML Research · Springer
ML Model for Predicting Hospital LOS & Mortality Rate
Random Forest + XGBoost ensemble predicting hospital length-of-stay and neonatal mortality across 12 clinical features. Published in Springer Multimedia Tools & Applications (Scopus Q1). 12+ citations.
PythonScikit-LearnXGBoostSHAPPandas
BigOLens Visual Search
● Live · 500K+ API Calls/Month
// BigOLens · SaaS Product
BigOLens — AI Visual Search Platform
Production-grade reverse image search SaaS for eCommerce. CLIP-based visual embeddings with FAISS vector DB. 94%+ retrieval accuracy, <120ms cached latency, serving 500K+ API calls/month.
CLIPFAISSFastAPIReactAWSRedis
Textile Defect Detection
● Live · Edge AI Production
// BigoTextile · Edge AI
Real-Time Textile Defect Detection on NVIDIA Jetson
YOLOv8 model optimized with TensorRT for deployment on NVIDIA Jetson Nano. Detects 12 categories of fabric defects in real-time at <50ms inference latency on production textile lines.
YOLOv8TensorRTONNXOpenCVJetson Nano
Student Mental Health ML
📖 Published · Springer Nature
// ML Research · Springer
Student Mental Well-Being Prediction via ML
Explainable ML pipeline using SHAP + LIME to predict and augment student mental health outcomes. Random Forest achieved 87% accuracy on behavioural dataset. Published in Springer Nature 2024.
PythonSHAPLIMEScikit-LearnRandom Forest
Financial Sentiment BERT
📖 Published · IGI Global
// NLP Research · IGI Global
Financial Sentiment Analysis Using BERT
Fine-tuned BERT model on financial news corpus for investor sentiment classification. Achieved +23% improvement over baseline VADER and TextBlob approaches across 5 financial market sentiment categories.
BERTHuggingFacePyTorchPandasNLP
Bigora Jewellery AR
● Live · 10K+ Users
// Bigora · SaaS eCommerce
Bigora — AI Jewellery Marketplace with Virtual Try-On
Full-stack jewellery marketplace with GAN-powered virtual try-on. Recommendation engine with collaborative filtering (+38% CTR uplift). 10K+ active users, MongoDB Atlas backend, Stripe payments.
GANsReact.jsNode.jsMongoDBStripe
Smart Home IoT
🔬 Research · IoT + AI
// IoT Research · Smart Systems
AI-Driven Smart Home Elderly Care System
IoT-based anomaly detection for elderly monitoring using sensor fusion (PIR, temperature, heart-rate). LSTM for activity recognition with fall detection. Raspberry Pi + MQTT + Node-RED pipeline.
LSTMRaspberry PiMQTTNode-REDPython

// BigOLabs Portfolio

Venture Companies

6 AI SaaS products. 500+ clients. 15+ countries. Hover any card to flip and see metrics.

// Parent Company
BigOLabs Private Limited ↗
Next-generation AI technology conglomerate · 6 SaaS product subsidiaries · DPIIT Recognized Startup
● Live Dec 2025 – Present Jhansi, Uttar Pradesh
500+Clients
15+Countries
99.9%Uptime
500K+Monthly API Calls

// Technologies Used Per Product — Full Stack

🔍 Visual Search
BigOLens
PyTorchEfficientNet-B4FAISSCLIP (OpenAI) FastAPIPython 3.11Celery React 18Next.jsTailwind CSS PostgreSQLRedisAWS S3 AWS EC2DockerKubernetes
👁️ Healthcare AI
BigoEye
TensorFlow 2.xEfficientNet-B5DICOMHL7 FHIR FastAPIPythonPydicom FlutterReact PostgreSQLAWS S3 AWS SageMakerDockerNVIDIA CUDA
📊 Analytics
Performetix
Python MLScikit-LearnXGBoostProphet Node.jsGraphQLExpress ReactD3.jsChart.js PostgreSQLTimescaleDBRedis Azure MLAzure App ServiceDocker
🧵 Textile QC
BigoTextile
ONNX RuntimeTensorRTYOLOv8OpenCV PythonC++MQTT React DashboardTailwind SQLiteInfluxDB NVIDIA Jetson NanoRaspberry PiIndustrial Camera
🏠 AR Home
BigoCasa
GANs (Pix2Pix)Stable DiffusionControlNet Three.jsWebARReact NativeNext.js Node.jsFastAPI MongoDBAWS S3Cloudinary AWSARKitARCore
💎 Jewellery eComm
Bigora
GAN Virtual Try-OnRecommendation EngineCollaborative Filtering React.jsNext.jsTailwind CSS Node.jsExpressREST API MongoDBRedisElasticsearch AWSStripeCloudflare
● Live
BigOLens AI Visual Search
BigOLens
AI-Powered Visual Search for eCommerce
Deep learning reverse image search & product discovery. CLIP embeddings + FAISS. 94%+ accuracy, <120ms latency.
🔗 Visit BigOLens →
BigOLens
API Calls/Month500K+
Search Accuracy94%+
Latency (cached)<120ms
ClientseCommerce Platforms
Stack: PyTorch · FastAPI · AWS S3 · Redis · React
🔗 Visit BigOLens →
● Live
Performetix Enterprise AI Analytics
Performetix
Enterprise AI-Driven Business Analytics
Intelligent dashboards for KPI monitoring, predictive analytics, and automated business reporting using AI.
Performetix
Daily AI Operations66K+
Analytics Accuracy92%
Report GenerationReal-time
TargetEnterprise SMEs
Stack: Python · Azure ML · React · PostgreSQL · GraphQL
● Live
BigoEye Diabetic Retinopathy AI Detection
BigoEye
AI Healthcare Diagnostic Platform
DR detection with EfficientNet-B5 (95.2% accuracy), neonatal mortality prediction (91%), DICOM + HL7 FHIR compliant.
🔗 Visit BigoEye →
BigoEye
DR Detection Accuracy95.2%
Neonatal Mortality Pred.91%
Model ArchitectureEfficientNet-B5
ComplianceDICOM / HL7 FHIR
Stack: TensorFlow · FastAPI · DICOM · AWS SageMaker · Flutter
🔗 Visit BigoEye →
● Live
BigoTextile Fabric Defect Detection
BigoTextile
AI Fabric Defect Detection & QC
YOLOv8 + TensorRT on NVIDIA Jetson Nano. 99.1% defect detection across 12 categories, <50ms inference on production lines.
🔗 Visit BigoTextile →
BigoTextile
Defect Detection Rate99.1%
Inference Latency<50ms
HardwareNVIDIA Jetson
OutputONNX/TensorRT
Stack: ONNX · TensorRT · NVIDIA Jetson · OpenCV · Python
🔗 Visit BigoTextile →
● Live
BigoCasa AR Home Decor
BigoCasa
AI + AR Home Decor & Furniture Platform
WebAR + Three.js furniture placement, GAN/Stable Diffusion room staging, 96% AR accuracy, 10K+ product catalog.
🔗 Visit BigoCasa →
BigoCasa
AR Placement Accuracy96%
Product Catalog10K+ items
Virtual StagingGAN-powered
PlatformWeb + iOS + Android
Stack: Three.js · ARKit/ARCore · GANs · React Native · AWS
🔗 Visit BigoCasa →
● Live
Bigora AI Jewellery eCommerce
Bigora
AI-Driven Jewellery eCommerce Marketplace
GAN virtual try-on, collaborative filtering (+38% CTR), Elasticsearch catalogue, Stripe payments, 10K+ active users.
Bigora
Active Users10K+
Virtual Try-OnGAN-based
Recommendation CTR+38% uplift
PlatformWeb + Mobile
Stack: React.js · Node.js · MongoDB · GANs · AWS

// Authored Works & IP

Books, Chapters & Patent

Academic authorship spanning Apple Academic Press, CRC Press, Springer, and IGI Global — plus a granted Indian patent.

Forthcoming
Mastering Data Science book cover
Flagship Book · Apple Academic Press / CRC Press
Mastering Data Science: Unraveling Patterns and Predictive Analytics for Building Intelligent Systems
Apple Academic Press · CRC Press (Taylor & Francis Group)
A comprehensive 450+ page practitioner's guide spanning end-to-end data science methodologies — from statistical foundations and ML algorithms through deep learning architectures, MLOps, and production AI system design. Includes hands-on case studies in healthcare, finance, and smart cities with full Python implementations. Co-authored with Dr. Anamika Ahirwar.
Co-Author
Dr. Anamika Ahirwar
Publisher
Apple Academic Press / CRC Press
Pages
450+ pages
Status
Forthcoming
Topics
ML · DL · MLOps · Healthcare AI
Language
Python · TensorFlow · PyTorch

Book Chapters & Contributions

Published · Sep 2025
Future Trends and Emerging Sustainable Technologies in Biomedical Field
Apple Academic Press / Taylor & Francis
AI-driven sustainable technologies transforming biomedicine — diagnostics, intelligent health monitoring, and edge AI for clinical environments.
Published · Dec 2024
Analyzing Financial Sentiments Using BERT Model: Market Perception & Investor Behavior
IGI Global · ISBN: 9798369385074
BERT fine-tuned for financial sentiment analysis integrating monetary and non-monetary metrics. +23% improvement over baseline approaches.
ISBN: 9798369385074 View on IGI →
Published · Nov 2024
Predictive Model for Diabetes Diet Management Through AI
Apple Academic Press / Taylor & Francis
AI-driven personalised glycemic control with dietary guidance using ML prediction models. Co-authored with Dr. Anamika Ahirwar.
Apple Academic Press · 2024 View Book →
Published · 2024
Interrogating Predictive Models for Student Mental Well-Being Through Machine Learning
Springer Nature · 1 Scopus Citation
Educational data mining and ML for proactive identification of at-risk students. Interventions guided by explainable AI predictions.
Published · 2024
A Secure Data Collection Strategy Using Mobile Vehicles Joint UAVs in Smart City
Scopus Indexed · 5 Citations
Blockchain-enabled secure IoT data collection in urban environments using UAVs and mobile vehicles — critical smart city infrastructure.
Dec 2024 · 5 Citations Google Scholar →
Published · 2024
Bridging the Gap: Conversational Interface for Exploring PDF Documents via LLMs
Research Publication · 2024
RAG-based conversational PDF exploration using LLMs and vector databases — enabling natural language document querying without fine-tuning.
✓ Granted · Indian Patent
Patent No. 432780001 — Engineering & Technology Domain

Granted by Intellectual Property India. Novel AI-based automated image analysis and classification system — Engineering & Technology domain. Filed and granted within 3.5 months.

432780001Patent Number
Oct 4, 2024Date Filed
Jan 16, 2025Date Granted
✓ GRANTEDStatus

// Thought Leadership

Technical Articles & Publications

Research insights, healthcare AI, cybersecurity, computer vision, and BigOLabs engineering deep-dives.

Healthcare AI
Healthcare AI 8 min read 12 Citations
Machine Learning for Hospital Length-of-Stay & Mortality Prediction
Predictive analytics framework for hospital resource optimisation achieving 88% accuracy. Published in Springer Multimedia Tools & Applications — cited by 12+ subsequent studies.
Aug 2023 · Springer MTAP
Read Paper →
Cybersecurity
Cybersecurity 7 min read 24 Citations
Impact of Malicious Attacks and Data Breaches on Company Growth & Performance
Most-cited paper (24 citations). Comprehensive analysis of Fortune-500 data breaches, financial impact modelling, and strategic recommendations for enterprise cyber resilience.
2022 · IJSRP Vol.10(10)
Google Scholar →
NLP Financial
NLP · Transformers 7 min read +23% over baseline
BERT for Financial Sentiment: Market Perception & Investor Behavior
Fine-tuned BERT integrating monetary and non-monetary market signals. Demonstrates 23% improvement over domain-specific dictionary-based baseline approaches for FSA.
2024 · IGI Global
Read Chapter →
Neonatal Jaundice AI
Healthcare AI 6 min read 8 Citations
Mortality Prediction System for Neonatal Jaundice Using Machine Learning
Clinical decision support system achieving 91% accuracy in predicting neonatal mortality risk — improving care outcomes in under-resourced hospitals across India.
Sep 2023 · Scopus Indexed
Google Scholar →
Underwater Computer Vision
Computer Vision 10 min read 3 Citations
Effective Framework for Underwater Image Enhancement Using Multi-Fusion
Multi-fusion technique combining Retinex theory and histogram equalization for deep-sea image restoration. +15% PSNR improvement over SOTA. Published IEEE CSNT 2020.
2020 · IEEE Xplore
Read on IEEE →
Visual Search AI
eCommerce AI 5 min read 66K+ Searches/Day
Visual Search 2.0 — How BigOLens Powers 500K+ Monthly API Calls
Technical architecture deep-dive: embedding models, approximate nearest-neighbour search, real-time indexing, Redis caching, and Kubernetes scaling at the BigOLabs stack.
2025 · BigOLabs Engineering
View on LinkedIn →

// Community Leadership

Editorial & Academic Service

MAT Journals · 2025
Editor-in-Chief
Journal of Future Internet & Hyperconnectivity
Leading editorial direction for emerging internet technologies, hyperconnected systems, and AI-driven network research. Overseeing peer review and quality standards.
🔗 View Journal →
MAT Journals · 2024–2025
Associate Editor
Journal of Ad-hoc Network and Mobile Computing · MAT Journals
Managing peer review for submissions on wireless networks, IoT protocols, mobile edge computing, and distributed AI systems.
🔗 View Journal →

// Conference Committees (2023–2025)

ConferenceYearRole
ISCMCTR-2023 — IEEE Sponsored (MITS Gwalior)2023Organizer Session Chair Core Committee
ICCSEA-2025 (IEEE)2025Program Committee
International Symposium on Computational Intelligence (ISCI)2024Program Committee
ICICC · ICDAM · ICETIT · ICSC · IC3I Conferences2023–2025Reviewer
IEEE CSNT Series2023–2025PC Member
Springer SIST Conference Series2023–2024Reviewer
Professional Memberships
Reviewer — Journals
  • Journal of Scientific Research & Reports
  • Multimedia Tools & Applications (Springer)
  • IEEE Transactions on Neural Networks
  • Pattern Recognition Letters (Elsevier)
Workshop & Guest Lectures

// Research Network

Collaboration Network

Co-authorship network visualised with D3 force simulation. Drag nodes · hover for details · click to open profile.

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// Connect

Get in Touch

// Available for Collaborations
Let's Build the Future of AI

Open to research collaborations, AI consulting, speaking engagements, BigOLabs partnerships, and academic co-authorship. Based in Mumbai & Gwalior, India.

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