cv
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Basics
| Name | Jatin Avinash Salve |
| Label | Computer Science Graduate Student & ML Engineer |
| jatin.salve@ufl.edu | |
| Phone | +1 (352)-757-9671 |
| Url | https://jatins-dev.github.io/ |
| Summary | Graduate student in Computer Science at University of Florida with expertise in Machine Learning, Natural Language Processing, and Multimodal AI. Published researcher with experience in healthcare AI applications and real-time systems development. |
Work
-
2023.05 - 2024.07 Technology Analyst
ICICI Bank
Led migration to Adobe's personalization platform across multiple banking applications, impacting 10M+ customers. Built ML-driven recommendation engines and improved system efficiency by 7.5%.
- Led migration to Adobe's personalization platform across RIB, CIB, NLI, and iMobile, impacting 10M+ customers
- Improved efficiency by 7.5% and reduced rendering latency by 1s through optimized data processing pipelines
- Built ML-driven recommendation engines with logistic regression & real-time event processing using Apache Kafka
- Deployed scalable solutions in Unix/Linux environments with 99.9% uptime and automated CI/CD pipelines
- Mentored junior developers and conducted technical knowledge sharing sessions
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2023.04 - 2024.02 Research Assistant
AI-ML-NLP Lab, IIT Patna
Developed EDI-Summ, a multimodal summarization architecture for clinical documents, achieving state-of-the-art performance and publishing at ACL 2024.
- Developed EDI-Summ, a multimodal summarization architecture with contextual + cross-attention
- Achieved 0.81 factual recall and 3.51 clinical score, outperforming GPT-3.5 & GPT-4V
- Enhanced BART pipelines with multimodal fusion for state-of-the-art healthcare summarization
- Conducted experiments in Linux-based distributed research environments
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2022.05 - 2022.08 MITACS Globalink Research Intern
Polytechnique de Montréal
Built real-time decision support system for climate and water management, processing 20,000+ datasets across 30 cities and improving forecast accuracy by 25%.
- Built real-time decision support system with React.js, Node.js, and ML models
- Processed 20,000+ climate & water datasets across 30 cities
- Improved forecast accuracy by 25% and planning efficiency by 30%
- Deployed on Linux servers with scalable backend services
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2021.07 - 2022.08 Software Developer (OSPP & GSoC)
JoomlaCMS
Developed customizable guided tour system with multi-language support, reducing onboarding drop-off by 20% and mentoring contributors in Google Summer of Code program.
- Developed customizable guided tour system with multi-language support & progress tracking
- Reduced onboarding drop-off by 20%
- Mentored contributors in selective Google Summer of Code program (0.2% acceptance rate)
- Collaborated with global teams via Git, Agile workflows, and CI/CD pipelines
Volunteer
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2021.01 - 2024.12 Remote
Contributor & Mentor
Open Source Community
Active contributor to open-source projects including JoomlaCMS, PyTorch, and various healthcare AI projects. Mentor students in ML/AI and software development.
- Mentored 10+ junior developers and students in ML/AI and software development
- Active contributor to JoomlaCMS, PyTorch, and various healthcare AI projects
- Speaker at local tech meetups and AI/ML conferences
- Teaching coding to underprivileged students
Education
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2024.08 - 2026.05 Gainesville, FL, USA
Master of Science
University of Florida
Computer Science
- Large Language Models(LLMs)
- Natural Language Processing(NLP)
- Mathematics for Intelligent Systems
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2019.08 - 2023.05 Mumbai, India
Bachelor of Technology
Veermata Jijabai Technological Institute
Electronics and Computer Engineering
- Data Structures
- Algorithms
- Database Systems
- Software Engineering
- Computer Networks
- Operating Systems
Awards
- 2024.07.01
ACL 2024 Publication
Association for Computational Linguistics
Published 'From Sights to Insights: Towards Summarization of Multimodal Clinical Documents' at ACL 2024 - International Conference on Computational Linguistics
- 2024.08.01
University of Florida Graduate Research Fellowship
University of Florida
Graduate research fellowship for outstanding academic performance and research potential in Computer Science
- 2022.05.01
MITACS Globalink Research Internship
MITACS Canada
Prestigious international research internship program for undergraduate students
- 2022.05.01
Google Summer of Code (GSoC) Participant
Google
Selected participant in Google Summer of Code program with 0.2% acceptance rate
Certificates
| Google Cloud Professional Machine Learning Engineer | ||
| Google Cloud | 2024-01-01 |
| AWS Certified Cloud Practitioner | ||
| Amazon Web Services | 2024-01-01 |
| Data Science Professional Certificate | ||
| IBM | 2023-01-01 |
| Machine Learning with Python | ||
| IBM | 2023-01-01 |
| Deep Learning Specialization | ||
| DeepLearning.AI | 2023-01-01 |
| Oracle Certified Java Programmer | ||
| Oracle | 2022-01-01 |
Publications
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2024.12.01 EDI-Summ: Enhanced Multimodal Summarization for Healthcare Applications
EMNLP 2024
Under review at EMNLP 2024 - Conference on Empirical Methods in Natural Language Processing. Enhanced multimodal summarization system for healthcare applications.
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2024.07.01 From Sights to Insights: Towards Summarization of Multimodal Clinical Documents
ACL 2024
Published at ACL 2024 - International Conference on Computational Linguistics. Developed state-of-the-art multimodal summarization architecture for clinical documents.
Skills
| Programming Languages | |
| Python (Expert) | |
| Java (Advanced) | |
| JavaScript (Advanced) | |
| C/C++ (Intermediate) | |
| SQL (Advanced) | |
| PHP (Intermediate) | |
| R (Intermediate) |
| ML/AI Frameworks | |
| PyTorch | |
| TensorFlow | |
| Hugging Face Transformers | |
| Scikit-learn | |
| NumPy | |
| Pandas | |
| OpenCV | |
| MediaPipe | |
| Keras | |
| XGBoost | |
| LightGBM |
| Web Development | |
| React.js | |
| Node.js | |
| Express.js | |
| REST APIs | |
| GraphQL | |
| HTML5 | |
| CSS3 | |
| Bootstrap | |
| jQuery | |
| AJAX | |
| WebSocket |
| Cloud & DevOps | |
| AWS (EC2, S3, Lambda, SageMaker, CloudFormation) | |
| Docker | |
| Kubernetes | |
| Git | |
| CI/CD | |
| Linux/Unix | |
| Jenkins | |
| Terraform |
| Databases & Tools | |
| MongoDB | |
| PostgreSQL | |
| MySQL | |
| Redis | |
| Apache Kafka | |
| Jupyter | |
| Streamlit | |
| Apache Spark | |
| Elasticsearch |
Languages
| English | |
| Fluent |
| Hindi | |
| Native speaker |
| Marathi | |
| Native speaker |
Interests
| Machine Learning & AI | |
| Multimodal Learning | |
| Deep Neural Networks | |
| Transfer Learning | |
| Real-time Inference | |
| Model Optimization | |
| Federated Learning | |
| Computer Vision | |
| Gesture Recognition | |
| Healthcare AI |
| Natural Language Processing | |
| Multimodal Summarization | |
| Clinical NLP | |
| Medical Text Processing | |
| Large Language Models | |
| Prompt Engineering | |
| Few-shot Learning | |
| Cross-lingual Processing | |
| Machine Translation | |
| NLG | |
| NLU |
| Distributed Systems | |
| Scalable Backend Services | |
| Real-time Processing | |
| Event Streaming | |
| Cloud Computing | |
| Microservices Architecture | |
| Containerization | |
| Data Engineering | |
| ETL Pipelines | |
| Real-time Analytics |
Projects
- 2023.04 - 2024.02
EDI-Summ: Multimodal Clinical Document Summarization
Developed state-of-the-art multimodal summarization architecture with contextual + cross-attention mechanisms, achieving 0.81 factual recall and 3.51 clinical score, outperforming GPT-3.5 & GPT-4V
- Multimodal fusion architecture
- Contextual and cross-attention mechanisms
- Published at ACL 2024
- Outperformed GPT-3.5 & GPT-4V
- 2024.01 - 2024.06
Gestural AI – Real-Time ASL Interpreter
Built real-time American Sign Language recognition system with 94% accuracy on 20,000+ videos & 166,000 images using Python, OpenCV, MediaPipe, and TensorFlow
- 94% accuracy on 20,000+ videos
- Real-time processing
- Computer vision and gesture recognition
- Deep learning implementation
- 2022.05 - 2022.08
Climate Decision Support System
Designed real-time data analysis platform processing 20,000+ climate & water datasets across 30 cities, improving forecast accuracy by 25% using React.js, Node.js, and ML models
- 20,000+ datasets processed
- 30 cities coverage
- 25% accuracy improvement
- Real-time data analysis
- 2021.07 - 2022.08
JoomlaCMS Guided Tour System
Developed modular onboarding framework with multi-language support integrated into JoomlaCMS core, reducing user drop-off by 20% and improving user experience
- 20% reduction in user drop-off
- Multi-language support
- Modular architecture
- GSoC and OSPP project