A small structured review seam beats blind automation. The case study: a two-stage Python tagger that turned 35 garden HEICs into captioned posts, with 97% acceptable output after thirty seconds of human review.
A beginner-to-intermediate field guide to the silicon powering modern AI. GPUs, TPUs, NPUs, CPUs, ASICs, FPGAs, edge chips and emerging architectures — what each is for, where you'll meet it, and how much it costs.
A walk through the two foundational mechanisms behind every modern NLP system — generative language models and similarity-based embeddings — using five hands-on exercises with Hugging Face and Gensim. Week 6 mini-project of the IITM Pravartak Professional Certificate Programme in Agentic AI.
