How Machine Learning is Changing the Defense Landscape
Exploring the implementation of AI surveillance systems in military applications and the impact of edge computing...
A journey through impactful roles where I've applied AI, machine learning, and computer vision to solve real-world challenges.

Engineered a Retrieval-Augmented Generation (RAG) multimodal chatbot by training DistilGPT (124M) for cost analysis and integrating Salesforce BLIP for vision-language understanding, optimized with Big Data pipelines and cloud computing infrastructure, resulting in significant cost saving over year via increasing vehicle teardown data collection and analysis.
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Designed and deployed a GPU-accelerated AI surveillance system on NVIDIA Jetson Orin, achieving 96% real-time accuracy and operational adoption by Indian Army units. Integrated vision-radar (BFSR) fusion with transformer-based object perception for border security along the Jammu and Kashmir LoC. Utilized RT-DETR, DepthAnythingV2, and D-FINE models with Flask-based web application for real-time streaming and alerts.
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Processed over 100GB of statistical and video data to predict vehicle driving behavior. I developed robust statistical models achieving 84% accuracy and implemented automated data preprocessing pipelines. This involved analyzing IMU data for overtaking event prediction, utilizing image processing and deep learning for vehicular distance estimation, and conducting statistical analysis of longitudinal acceleration to detect braking and acceleration events.
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Designed and implemented an advanced autonomous delivery robot pipeline, integrating YOLOv8 for precise object detection with RRT* path planning for optimized navigation. Achieved 96.4% precision in object recognition and a 60% reduction in task completion time by leveraging ROS on a Jetson Nano platform, enhanced with LiDAR and dual-camera systems for robust environmental mapping and real-time decision-making.
View CertificateShowcasing my technical expertise through innovative projects that push the boundaries of AI, machine learning, and computer vision.

Developed at JSW MG Motor with Distill-GPT-2 and Salesforce BLIP, achieving cost analysis automation and identifying 12+ Cr in potential savings.
GPU-accelerated threat detection system with 96% accuracy, deployed with Indian Army units using NVIDIA Jetson Orin for real-time processing.
Integrated YOLOv8 object detection with RRT* path planning, achieving 96.4% precision and 60% improvement in task completion time.
Scalable object detection system using NVIDIA toolkits and AWS, reducing latency by 30% and increasing throughput with model quantization.
Exploring new frontiers in AI and sharing my findings with the community.

A novel architecture for fusing multimodal sensor data on edge devices for high-accuracy threat detection...
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A study on improving the efficiency and accuracy of RAG systems for industrial applications...
View DraftMy toolbox of languages, frameworks, and platforms that I use to build, innovate, and solve complex problems.
My academics so far, and my ambition to aim higher with every degree and course I undertake.
My commitment to pursue continuous learning not limited to AI but Finance, Data Science, Machine learning, Mathematics, Management and other roles.
DeepLearning.AI, Coursera | Aug 2023
View CertificatePandit Deendayal Energy University | March 2023
View CertificateSwayam NPTEL, IIT Bombay | April 2024
View CertificateEngaging with professional and social welfare communities to stay at the forefront of technology and social service through my work, time and resources.
Student Member
Since July 2023
Student Member
Since March 2024
Member | President | Advisor
November 2021 - Dec 2024
Head of Electronics & Data Acquisition | Advisor
October 2023 - Aug 2025
Rank 24th SAEINDIA SUPRA 2024 & 2025
Co-Founder | Head of Graphic Design
Aug 2023 - Sept 2024
Data Processing and Autonomous System Head
Jan 2024 - Dec 2024
Round 1 AIR 4
What industry leaders and professors say about my work ethic, technical contributions, and impact.
"Jaivik's work on multimodal RAG chatbot implementation has improvised our cost analysis process. His deep understanding of AI technologies and ability to deliver practical solutions from my vision in VAVE makes him an invaluable team member."

"As his mentor at IIT Bombay, His statistical modeling approach to vehicle behavior prediction and automated data preprocessing pipelines demonstrate strong analytical thinking. Appreciate his dedication, approach, ethics and work"

"As Jaivik Jariwala's mentor for his final year projects at Pandit Deendayal Energy University, I was deeply impressed by his ability to translate complex theory, attempt more complexer research methodologies,learn from the lectures and take time-off to conduct his own research studies to write unique papers."

"Jaivik's autonomous surveillance Artificial Intelligence helped us acheived a market competition level and accuracy level in real-world deployment in Jammu & Kashmir. His technical Proficiency is truly impressive."

Insights on AI, machine learning, and cutting-edge technology from my research and industry experience.

Exploring the implementation of AI surveillance systems in military applications and the impact of edge computing...

Insights from developing RAG-based chatbots for the auto sector to achieve significant cost savings through intelligent analysis...

From data preparation to model deployment, a guide to the essential considerations for successful AI implementation...
Leveraging my skills to provide cutting-edge solutions across various domains of AI and engineering.

Building custom machine learning models, deep learning architectures, and end-to-end AI systems for automation and intelligent decision-making.

Developing solutions that interpret visual data from cameras, thermal imagers, and other sensors to enable smart monitoring and analysis.

Deeply fascinated by AI, I am motivated to pursue doctoral studies while contributing to impactful work and solving complex challenges in the industry.
Answers to common questions about my services, technical approach, and collaboration process.
I specialize in ML frameworks (TensorFlow, PyTorch), computer vision (OpenCV, YOLOv8), robotics (ROS), and cloud platforms (AWS, Google Cloud). I also have deep experience with big data tools like Apache Spark and Kafka.
I am actively looking for impactful, collaborative projects that push boundaries in AI, robotics, or data science. I thrive in curiosity-driven environments where I can tackle critical challenges with analytical rigor.
Absolutely. I have experience working within various technical constraints, from automotive industry standards to defense sector requirements. I can adapt to your existing tech stack, coding standards, and deployment environments.
Simply reach out through the contact button or email me. We can schedule a call to discuss your project's requirements, timeline, and objectives. From there, I can provide a detailed proposal for your review.
I am actively looking for collaborations to work on impactful projects. If you have a challenge that needs a data-driven, creative solution, let's connect.
Have a question or a project in mind? Feel free to reach out.