everything else

01 tooling

02 smaller builds

• ml & nlp from scratch: linear/logistic/softmax regression, KNN, k-means, MLP, bag-of-words, TF-IDF, CBOW, skip-gram, byte-pair encoding, naïve Bayes and an LSTM sentiment classifier, all in pure NumPy/PyTorch with no black boxes. github
• Abler: real-time multimodal accessibility assistant for the visually impaired, with object detection, depth estimation, speech and gesture recognition. won eXabyte; best design at Hacknoware. github demo
• ipl 2025 predictor: decision trees, random forests, MLP classifiers and Monte Carlo simulation over a full EDA pipeline, plus a score-based statistical query system. won Brain Dead 2025. github
• Vidvaan: research-paper aggregator unifying DBLP, arXiv, OpenLibrary and OpenAlex, with Gemini summarisation.
• Thomas Raw: agentic travel planner on Gemini and LangChain; plans itineraries, budgets, and identifies locations from photos. github
• MentL: mental wellness assistant; best design award, Hacknoware 2025.
• where am i?: browser-based geography guessing game.
• model frontends: PPG encoder and SMS spam classifier interfaces built to make the underlying models usable; awarded at Tensor Quest, Instruo 2025.

03 certifications deeplearning.ai / google cloud

deep learning specialization convolutional neural networks sequence models structuring ml projects improving deep neural networks genai with Gemini Vertex AI Studio

04 earlier pre-university