Hi, I'm
Manpreet Singh
Software Developer - AI
LLMs, NLP, agentic systems — I build ML that works outside the notebook. 3 years industry → MS in CS → now shipping AI at Ross Video for live broadcast infrastructure.
Masters of Computer Science
Dalhousie University, Canada
2023 - 2024
Deepened my foundations in ML, deep learning, and NLP — with a focus on research-driven problem solving.
Bachelors of Computer Applications
Guru Nanak Dev University, India
2016 - 2019
CS fundamentals, algorithms, and the first lines of code that led here.
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Quantization Effects on LLM Internals
Studied how quantization shifts model confidence, neuron behavior, and architectural redundancy inside LLMs. Goes beyond accuracy metrics to examine what actually changes in the model's internal representations under different quantization schemes.
Manifold Learning in NLP Embeddings
Applied Isomap, LLE, and T-SNE to surface hidden biases and structure in high-dimensional NLP embeddings. Examined how well each technique preserves meaningful relationships when collapsing the embedding space down to lower dimension.
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