TensorFLow_pilot

Growth in tech isn’t just about learning new tools — it’s about reshaping how we think, lead, and transform.

I’ve just published a new project: Sarcasm Detector A small step technically, but a strategic reminder that:

Understanding nuance matters as much as raw accuracy Transformation requires blending deep learning models with human-like features (emoji, tone, punctuation) True progress comes from connecting engineering skill with strategic vision

My approach: BiLSTM with embeddings for sequence modeling Handcrafted features (emoji, CAPS ratio, punctuation bursts) for hidden cues Evaluation with classification reports, confusion matrix, and threshold tuning Built in TensorFlow/Keras (Colab + WSL2). Repo: https://lnkd.in/g4SQDJjq

This project isn’t just about sarcasm. It’s about showing that every small build is a stepping stone toward bigger transformations — in technology, in leadership, and in mindset. I’m open to discussion and collaboration with those who believe that AI isn’t only about models, but about leading change. Let’s grow and transform, together. hashtag#AI hashtag#MachineLearning hashtag#Leadership hashtag#Transformation hashtag#NLP hashtag#DeepLearning hashtag#ContinuousGrowth hashtag#OpenSource