Teaching people from varied backgrounds about fundamental tennis skills!

Evaluation Framework and Image Classifier:1. Developed an evaluation framework for RAG Chains incorporating Generative AI, focusing on metric-driven development, LangFuse tracing, and visualizations.2. Achieved 89% performance (on engineered metrics) after hyperparameter tuning & domain adaptation for internal chatbot; users satisfied with performance after UAT.3. Implemented a deep learning pipeline: data preparation, model set-up, fine-tuning, and logging primarily through PyTorch & ONNX on Azure ML Studio.4. Developed a simple 'Labeller' program for speeding up image annotation, saving ample time for the dataset preparation stage.Agent for Source Choice & Information Retrieval:1. Enhanced information retrieval via agentic workflows, prompt engineering and internally hosted LLMs.2. Recommended improvements to be made for the UAT phase.Data Generation & Analysis on Consumption:1. Created detailed reports, contributed to 'decision intelligence' and ran A/B tests. 2. Developed an 80+ page analysis, including monthly analytical reports and behavioral nudges.3. Established baselining methods and detected anomalies for accurate data analysis.

Deep tech company renowned for its world-leading facial recognition technology (#8, NIST FRVT 1:1).Experience:1. Prepared and curated high quality datasets for facial recognition tasks. 2. Developed and optimized a deep learning pipeline involving cutting-edge ResNet and VGG models. Post-processed the result with clustering techniques including HDBSCAN and UMAP algorithms, for a facial recognition + image classification task. 3. Utilized TensorBoard for hyperparameter tuning and PyTorch for pipeline creation.4. Delivered final model with 99.1% accuracy for given task on target device. 5. Proactively automated company’s demographic report generation process.

Enforcing discipline and regimentation in a vocational training school for automotive technicians.28/9/20 Emcee for Change of Commanding Officer Parade 2020Conducted the OES Beret and Formation Patch Donning Ceremony for 3 consecutive batches29/6/21 Awarded Exemplary Instructional Leader (Charisma)

1 x Chair for DISEC (NTUMUN 2022)1x Chair for the Security Council (GIISMUN 2018) 1x Member of the Secretariat (UNASMUN 2016) 6x Delegate (GIISMUN 2015, 2016), (UNASMUN 2015, 2017), (NPSiMUN 2016, 2017)