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Then they combine different representations of the dataset, each one identifying a specific pattern or characteristic, into a more abstract, high-level representation of the dataset.
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Neural Networks can learn the characteristics of the data.ĭeep Learning algorithms take in the dataset and learn its patterns, they learn how to represent the data with features they extract on their own. What sets them apart from other algorithms is that they don’t require expert input during the feature design and engineering phase. The quality of a Machine Learning model depends on the quality of the dataset, but also on how well features encode the patterns in the data.ĭeep Learning algorithms use Artificial Neural Networks as their main structure. Without this expert knowledge, designing and engineering features becomes an increasingly difficult challenge. In traditional Machine Learning anyone who is building a model either has to be an expert in the problem area they are working on, or team up with one. The improvements and widespread applications we’re seeing today are the culmination of the hardware and data availability catching up with computational demands of these complex methods. A long path of research and incremental applications has been paved since the early 1940’s. These applications are just the tip of the iceberg.
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From self-driving cars to voice assistants, face recognition or the ability to transcribe speech into text. This series of articles focuses on Deep Learning algorithms, which have been getting a lot of attention in the last few years, as many of its applications take center stage in our day-to-day life.
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