Pinanshu

• Efficacy Report: Cleaned transformed, and analyzed large test datasets to uncover hidden trends and patterns for actionable insights.
• Question Generation Using LangChain : Leveraged LangChain and GPT for automated question generation, enhancing the ability to create diverse and relevant questions for educational content.
• Question Validation Using GPT-4o: Utilized GPT-4o for to validate the quality of the available content through prompt engineering for different question types.
• Doubt Resolution Query Classification : Fine-tuned a MiniLM-L12 model specifically for classifying doubt resolution queries, enhancing the system's ability to accurately and efficiently categorize and address user inquiries.
• Smart Tagging : Fine tuned the sentence-transformers/all-MiniLM-L6-v2 model, to compute embeddings for tagging questions with Topic LM, Concepts, Competencies.

Worked as consultant (python developer) at Indiavidual Learning Pvt. Ltd.

• Question Deduplication : Fine-tuned a DPR model and utilized it for deduplication in question datasets, significantly improving the retrieval of questions.
• User Segmentation : Developed and implemented user segmentation strategies using K-Means based on time slots and days of the week for recommendation system.
• Predictive Modeling with XGBoost : Developed an XGBoost model to give a potential score based on users' test performance, providing valuable insights into their capabilities and areas for improvement.
• Streamlined data collection methods to improve quality control measures and minimize errors in analysis results.

• Non Invasive Glucose Measurement: Developed algorithms for Non Invasive Bio-marker Detection Sensor based devices using machine learning, deep learning and statistical analysis.
• Designed prototypes for Non Invasive Bio-marker Detection Sensor based devices

Point of care monitoring of neurovascular interactions (Especially Inverse Neurovascular Coupling) during spreading depolarization in brain trauma using simultaneous recording of EEG and NIRS
(In collaboration with Dr. Shubhajit Roy chowdhury, IIT Mandi, Dr. Dheeraj Khurana, PGIMER Chandigarh and DST, Govt. of India)

Comparison between VR and IVD using Neural Correlates in a Classic Battlefield Scenario
(Guide: Dr. Sushil Chandra, Scientist 'G', INMAS, DRDO)