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A collection of thoughts, experiments, and occasional rants. I write about tech – sometimes deep dives, sometimes half-baked ideas – and sprinkle in reflections on life, work, and the curious patterns that connect them. Expect a mix of machine learning, digital philosophy, and the kind of randomness that only makes sense in hindsight. No promises, just perspectives.

  • AI Is Inspired by Human Intelligence—Not Human Intelligence Decoded

    Rethinking Intelligence Through Abstraction and Alignment In the age of neural networks and generative models, it’s easy to believe we’ve captured the essence of human…

    July 9, 2025
    AI, Dual-Channel Resonance Engine, Systems Design, TechPhilosophy
  • AI Is Not New: A Story of Human Longing

    I remember the first time I saw a machine write a story. It was beautiful—haunting, even (those were the days of MSN bot and Tay).…

    July 9, 2025
    AI, Philosophy, Science & Technology, TechPhilosophy
  • Noise-Contrastive Estimation in NLP: The Secret Behind Efficient Word Embeddings

    In the realm of Natural Language Processing (NLP), learning meaningful word representations is foundational. But training models to understand language at scale often runs into…

    July 9, 2025
    AI, Data Science, machine-learning
  • Word2Vec, GloVe, and Transformers: A Journey Through Word Embeddings (with Code!)

    In the world of Natural Language Processing (NLP), how we represent words fundamentally shapes how machines understand language. From early breakthroughs like Word2Vec and GloVe…

    July 8, 2025
    AI, Data Science, machine-learning, Programming, Science & Technology
  • Inside the Dual-Channel Resonance Engine: Architecture, Ethics, and Applications

    In my earlier post here, I had introduced the concept of DCRE. This is a deep dive for those interested to know more on the…

    July 8, 2025
    AI, Bespoke AI, Data Science, Design & Development, Dual-Channel Resonance Engine, Ethical AI, machine-learning, Science & Technology, Systems Design
  • TensorFlow vs. PyTorch: Which Deep Learning Framework Should You Choose?

    In the fast-evolving world of deep learning, two frameworks dominate the landscape: TensorFlow and PyTorch. Whether you’re a researcher building cutting-edge models or an engineer…

    July 7, 2025
    AI, Data Science, machine-learning, Programming
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