L hope you enjoyed reading my blog and understood what Data Science is. I urge you to see this Data Science video tutorial that explains what is Data Science and all that we have discussed in the blog. Go ahead, enjoy the video and tell me what you think. Once we have executed the project successfully, we will share the output for full deployment. First, we will load the data into the analytical sandbox and apply various statistical functions on it. For example, R has functions like describe which gives us the number of missing values and unique values.
In this phase, we will run a small pilot project to check if our results are appropriate. We will also look for performance constraints if any. If the results are inaccurate, we need to replan and rebuild the model.
We can also use the summary function which will give us statistical information like mean, median, range, min and max values. Finally, we get the clean data as shown below which can be used for analysis. So, we will clean and preprocess this data by removing the outliers, filling up the null values and normalizing the data type. If you remember, this is our second phase which is data preprocessing. This data has a lot of inconsistencies like missing values, blank columns, abrupt values and incorrect data format which need to be cleaned.
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And we know now days digital marketing is getting more success because it is very good work It has more profit than other things. Thank you so much for sharing this article with us. As you can see in the above image, you need to acquire various hard skills and soft skills. You need to be good at statistics and mathematics to analyze and visualize data. Needless to say, Machine Learning forms the heart of Data Science and requires you to be good at it. Also, you need to have a solid understanding of the domain you are working in to understand the business problems clearly.
You should be capable of implementing various algorithms which require good coding skills. Finally, once you have made certain key decisions, it is important for you to deliver them to the stakeholders. So, good communication will definitely add brownie points to your skills.