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Hello I'm

Jairam Ravichandran

AI/ML engineer

Turning data into intelligent solutions through machine learning, software development, and continuous learning.

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Agentic Multimodal Stress Analysis

Developed a multimodal stress analysis system that combines EEG and speech signals using machine learning and DSP techniques. Extracted EEG bandpower features via Welch PSD alongside MFCC, Chroma, ZCR, and RMS acoustic features. Implemented multimodal fusion, agentic recommendations, and a real-time Streamlit interface for stress monitoring and analysis.

EEG + AudioInputs
128HzEEG rate
5sWindow
Agentic AIDecision
EEGDSPMFCCsStreamlitFusion Engine
LLMMistral/Ollama
K-MeansSegmentation
ROUGEEvaluation
LLMsNLPK-MeansBERTScoreCognitive Load

Cognitive-Aware Legal Document Simplification

Adaptive pipeline integrating cognitive load estimation with LLM-based rewriting. K-Means clustering handles dynamic complexity segmentation with Mistral via Ollama, evaluated using ROUGE and BERTScore.

Mini Advanced Driver Assistance System (ADAS)

Mini ADAS prototype built on STM32 NUCLEO-L152RE with ultrasonic, accelerometer, and LDR sensors. Implemented obstacle detection, adaptive braking, and automatic headlight control using PWM, ADC, and I2C with interrupt-driven sensor fusion logic in STM32CubeIDE.

STM32MCU
PWMActuation
ADCSensing
I2CCommunication
Embedded CSTM32I2CPWMADCUART

Experience

NuSummit

Gen AI Intern

● CURRENT

NuSummit

📅

Present


  • Developed a multimodal RAG chatbot using hybrid retrieval, OCR, and vector databases for enterprise document intelligence.
  • Integrated LLMs and voice-agent capabilities to deliver accurate, context-aware conversational experiences.

About me

Hi, I'm Jairam — an aspiring AI/ML Engineer and ECE undergraduate at VIT Chennai. I enjoy transforming ideas into intelligent applications through machine learning, NLP, and software engineering. From research-driven projects to real-world solutions, I'm constantly learning, building, and pushing my technical skills to create meaningful impact through technology.

Portrait of Jairam Ravichandran