Applying Deep Learning in RapidMiner & Text Mining - Essay Sample

Introduction

There are a lot of details that are passed across in this discussion on the way that deep learning can be applied in RapidMiner and text mining. Some of the areas that deep learning is applied include artificial intelligence, which is one of the technological facilities that is supported by the recent advancement in technology. The natural language processing and reinforcement of the learning process are useful for they help in ensuring that the deep learning process is undertaken in the right way. Based on the details learned from the three videos, RapidMiner is critical, and it can enable human beings to rely on it and make use of the Tensorflow. The various business activities can be managed by using this tool by making use of simpler representations. According to the videos, remaining imaginative and creative is essential in a company, for they are the tools that will help in implementing the ideas that are generated by the various persons that are leading a business.

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The world is continually changing, and the advancement in technology leads to new problems arising. The latest issues facing a business requires the utilization of advanced tools that will help in handling the complex issues that may be facing an entity. The utilization of technology is changing the face of institutions, for they are efficient, and they can help to mold the future of an entity. Business analytics is a field that covers the technology, skills, and practices that focuses on business operations in the past to help in venturing into a program that will drive the future of an entity (RapidMiner, Inc., 2017). Deep learning is incorporated in the business analytics process, making sure that the predictions made are realized, and if there is deficit, the difference is minimal.

Introduction to Auto Model

Some of the issues learned from the video Introduction to Auto Model include the benefits that are realized from effective planning before the implementation of an activity. Various processes are involved before an activity is undertaken, and it is essential to ensure that the right stages are followed in undertaking a certain obligation, and this is what happens when relying on the automatic model described in this video. Data preparation, the building of the machine learning models, and their management, are some of the procedures that are used to ensure that the models are working in the right way (RapidMiner, Inc., 2018). The preparation stage covers the loading of data, exploring, transforming, and smashing it.

The information highlighted in the video on Sentiment Analysis is informative, and it shows a detailed account of the way data is mined by relying on the RapidMiner platform. The unstructured data format is a good source of deriving information that is then utilized to facilitating the making of decisions. The text mining process covers concepts, such as stemming, words tokenizing, and the stock word filtration. When data is manipulated, it can be used in the clustering of the algorithm while the utilization of AYLIEN makes it possible to undertake the processing of natural language (AYLIEN, 2016). According to this video, there was an analysis of 700,000 tweets, and the large size of this information is managed by relying on the use of the data mining process.

The procedure makes it possible to determine the sentiments raised by clients and the possible direction that the brand is likely to take. It is also possible to use the tool to combine information that is generated by other sources to make sure that the right feedback is collected from the clients in the market. I have learned the importance of relying on the latest technological advancement, for they will help in managing the activities of a business effectively. The data analysis tool is a platform that entities should use to manage their activities and find a way to improve their performance in the long-term. The decision-making process should rely on the data and information available to ensure that the resolutions reached have a high probability of realizing the desired outcome. In conclusion, technology is a concept that is driving the industry, and businesses are likely to be left behind by their rivals if they fail to adopt the latest systems.

References

AYLIEN. (2016, Feb 18). Sentiment Analysis of 700,000 tweets from Super Bowl 50. RapidMiner & AYLIEN. [Video File]. {You Tube}. Retrieved from https://www.youtube.com/watch?v=CJaqhYL3rY4

RapidMiner, Inc. (2018, Feb 21). An Introduction to Auto Model. RapidMiner. [Video File]. You Tube. Retrieved from https://www.youtube.com/watch?v=uq36VLMju-4

RapidMiner, Inc. (2017, Sep 20). An Introduction to Deep Learning. RapidMiner. [Video File]. You Tube. Retrieved from https://www.youtube.com/watch?v=rJCU8ODRwyg&t=3030s