Data Science happens to be the Science of studying data. And data form the data set, and at scale, the Big Data. However, video, podcast, telecast, conferences, research papers, dissertations, books, white papers, documentation of all sort, dark data like log files, telecommunication churn reports, personal profiles, and details from all over the world is the data. And when we study this data via technologies like statistics, deep learning, machine learning, visualization, image processing, AI technologies like NLP, then we are dealing with Data Science. However, it is different from data engineering, which deals with programming. Data Science will make you a data scientist. And data Engineering will make you a data engineer. So, when we do the coding in Data Bricks, then we are a data engineer.
However, when we study via the statistics and the feature engineering the data, we are working as Data Scientists. And thus, we see that the data scientists and data engineers work together to squeeze out the insights from the data set, big data, or whatever sort of data. In this article, we figure out some of the best 2021 trends in Data Science. And if you want to learn all these, you can contact Naresh I Technologies. We provide complete Data Science Online training for all Data Science certifications. Naresh I Technologies also is the number one computer training institute in Hyderabad and among the top five computer training institutes in India.
Let’s think of Amazon Services and AI products. Now they have AI revolutionizing their logistics via AI-driven logistic movement. The racks get moved to where required through the robots that sit below them. We have Amazon Go that is revolutionizing the retail markets as it keeps check of what person is picking what from the retail shop. We have Amazon Recognition that can look at the video and visualize it to provide all the details. We have Amazon Polly that is being extensively used by top companies like Duolingo, and they are doing great converting the text to speech. We have Amazon Lex used to develop various conversational chatbots. You can link it to Messenger, slack, or any chatbot. And you have so much more that has already revolutionized society to a great extent. And when we try to find the intent, we are making use of natural language processing. The Amazon Lex uses it, and so the Polly. And Amazon offers much more than this. Various other top companies have a lot to offer. And AI accessibility is now in each section of society.
The rapid growth of IoT products
IoT stands for the internet of things. With the entrance of the 5G, the IoT is now the world’s biggest network. It has trillions of devices connected all together. Let us give you an example. We now have all the airplanes connected via the 5G, and they communicate in between them while flying. We will have all the devices connected. And like when we do the churn analysis for a telecommunication company, we consider each customer, and if they are so large, you can easily visualize how big the IoT network is going to be. And now we have the 5G. It means we can transmit “Gbs of data” in real-time in between the two devices. One use case is like two moving cars moving neck to neck. We can move the “GBs of data” between the “AWS EC2” and a sensor in the farm to study the crop cultivation. It’s a big arena without any doubt the IoT devices, which includes the supervisory control and data acquisition devices, and you can figure out numerous examples.
Evolution of Predictive Analysis
When we use the SageMaker for Machine learning in AWS, then we use it for data preprocessing, cleaning, understanding, training, modeling, testing, and deploying. And we do all this for predictive analysis, like predicting the churn. Now all companies are making use of machine learning for predicting the outcome of their business model. Even the COVID 19 vaccine development projects have made use of the predictive analysis in bulk. It’s trending in 2021, and you can certainly assume that this will trend throughout the 21st century. And its outcome might completely transform society. That is an assurance.
Migration of Dark Data
Some data are collected in petabytes daily used by nobody, like call details from a telecommunication company, hospital patients record, log files of the sites, Geolocation data, and employee data. And the list is quite long. Migration of dark data for various purposes is certainly a trending topic in 2021. The “telecommunication data” is now being used by the telecommunication companies to find out the churn. And, hence they can get themselves ready to fight the upcoming circumstances. It can be “good” as well as “bad.” However, as they know in advance, they can avoid bad results.
Implementation of Regulations
You must have heard about GDPR. Various governing bodies monitor the exchange of these “free open-source data” between individuals and organizations. And hence it’s not really that the free data are not protected. These regulations ensure that the data exchanged is not misused. And that is their duty, which then protects the internet data.
The DataOps is the process-oriented methodology that is automated, and we use it for data analytics for improving the quality of the data, and hence, we can reduce the cycle time, which can be otherwise infinite while we are doing the data analytics. It’s now a mature and independent approach in the field of data analytics.
Edge Computing engines.
Have you heard about Persistent memory and in-memory devices? Have you heard about the global data centers of AWS? It is what we mean by Edge computing. It is the technology through which we avail the data at the point which is quite near to the compute. And thus, the throughput is increased, and even low latency devices can load the data as per their requirement. Edge computing is a trending technology buzzing field in 2021. And it will trend in the year 2021 and in fact in the entire 21st century throughout without any doubt.
And all of the above is going to be a buzzword throughout 2021 as well. Data Science is the most in-demand subject in Science and technology currently, and as a data scientist, you can have a great career.
You can contact Naresh I Technologies for your Data Science online training. We provide Data Science training in Hyderabad and USA, and in fact, you can contact us from any part of the world through our phone or online form on our site. Just fill it and submit it, and one of our customer care executives will be contacting you. And what else you get:
- You have the freedom to choose from Data Science online training and classroom training.
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- And a lot more is waiting for you.
You can contact us anytime for your Data Science training, and from any part of the world. Naresh I Technologies caters to one of the best Data Science training in India.