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Mastering Model Interpretation: Gaining Deeper Insight From Your Machine Learning Models

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by , 04-12-2024 at 05:31 AM (133 Views)
      
   
In the realm of machine learning, more often than not we think in terms of trade offs. While optimising one metric of performance, we often compromise another performance metric. With the growing evolutionary trend of increasingly larger and more intricate models, understanding, explaining and debugging them become formidable tasks. The intricacies beneath the model's surface, deciphering 'why' our models are making the decisions they are making is vital. Without this clarity how can we confidently believe we can supervise this model to our desired ends? We can't risk the model functioning in unintended ways,rendering our efforts futile!
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