How Long Does It Take To Become A Data Scientist
It does not take too long to become a Data Scientist. Once you complete the Data Science training with us, execute all the projects successfully, and meet all the requirements, you will receive an industry-recognized Data Science course completion certificate. Further, with the help of our placement team, who will prepare your resume and conduct mock interviews before your job interviews, you will be able to crack your interview and land a high-paying job as a Data Scientist.
How To Know If A Data Model Is Performing Well Or Not
This question is subjective, but certain simple assessment points can be used to assess the accuracy of a data model. They are as follows:
- A well-designed model should offer good predictability. This correlates to the ability to be easily able to predict future insights when needed.
- A rounded model adapts easily to any change made to the data or the pipeline if need be.
- The model should have the ability to cope in case there is an immediate requirement to large-scale the data.
- The models working should be easy and it should be easily understood among clients to help them derive the required results.
Basic Big Data Interview Questions
Whenever you go for a Big Data interview, the interviewer may ask some basic level questions. Whether you are a fresher or experienced in the big data field, the basic knowledge is required. So, lets cover some frequently asked basic big data interview questions and answers to crack big data interview.
1. What do you know about the term Big Data?
Answer: Big Data is a term associated with complex and large datasets. A relational database cannot handle big data, and thats why special tools and methods are used to perform operations on a vast collection of data. Big data enables companies to understand their business better and helps them derive meaningful information from the unstructured and raw data collected on a regular basis. Big data also allows the companies to take better business decisions backed by data.
2. What are the five Vs of Big Data?
Answer: The five Vs of Big data is as follows:
5 Vs of Big Data
Note: This is one of the basic and significant questions asked in the big data interview. You can choose to explain the five Vs in detail if you see the interviewer is interested to know more. However, the names can even be mentioned if you are asked about the term Big Data.
3. Tell us how big data and Hadoop are related to each other.
Note: This question is commonly asked in a big data interview. You can go further to answer this question and try to explain the main components of Hadoop.
4. How is big data analysis helpful in increasing business revenue?
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The Rise In Popularity And Demand For Data Science Courses
analysis has predicted that the market size of the data science platform will reach USD 140.9 billion by 2024, at a Compound Annual Growth Rate of 30% during the forecast period.
The demand for Data Science is primarily a result of businesses worldwide trying to remain competitive by increasingly using digital technologies. On the other hand, there is a huge demand for Data Scientists because there are not enough skilled professionals to fill the vacancies created by these businesses. This short supply, in turn, has made Data Science one of the highest-paying jobs in the world. Hence, Data Science aspirants are looking for the best Data Scientist courses.
The role of a Data Science professional is to essentially help businesses make informed decisions and solve critical problems through insights generated by interpreting and managing large, complex sets of data.
Intellipaat has collaborated with several top-rated institutions to bring you Data Science courses tailored for anyone who wishes to pursue this career. We have certification programs like Advanced Certification in Data Science and AI by CCE, IIT Madras, PG certification in Data Science and Machine Learning by MNIT, Jaipur, Masters in Data Science online program, Data Science online course, Big Data and Data Science Masters course, and the MCA degree program with a specialization in Data Science by Jain University.
What Are The Future Trends In Data Analysis
With this question, the interviewer is trying to assess your grip on the subject and your research in the field. Make sure to state valid facts and respective validation for sources to add positivity to your candidature. Also, try to explain how Artificial Intelligence is making a huge impact on data analysis and its potential in the same.
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What Are The Different Modes Of Training That Intellipaat Provides
At Intellipaat, you can enroll in either the instructor-led online training or self-paced training. Apart from this, Intellipaat also offers corporate training for organizations to upskill their workforce. All trainers at Intellipaat have 12+ years of relevant industry experience, and they have been actively working as consultants in the same domain, which has made them subject matter experts. Go through the sample videos to check the quality of our trainers.
What Is The Admission Process For This Data Science Certification Program
There are three manageable phases to the Data Science Certification Program admission:
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Explain The Knn Imputation Method In Brief
KNN is the method that requires the selection of several nearest neighbors and a distance metric at the same time. It can predict both discrete and continuous attributes of a dataset.
A distance function is used here to find the similarity of two or more attributes, which will help in further analysis.
What Kind Of Projects Are Included As Part Of The Training
Intellipaat is offering you the most updated, relevant, and high-value real-world projects as part of the training program. This way, you can implement the learning that you have acquired in real-world industry setup. All training comes with multiple projects that thoroughly test your skills, learning, and practical knowledge, making you completely industry-ready.
You will work on highly exciting projects in the domains of high technology, ecommerce, marketing, sales, networking, banking, insurance, etc. After completing the projects successfully, your skills will be equal to 6 months of rigorous industry experience.
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Does Intellipaat Offer Job Assistance
Intellipaat actively provides placement assistance to all learners who have successfully completed the training. For this, we are exclusively tied-up with over 80 top MNCs from around the world. This way, you can be placed in outstanding organizations such as Sony, Ericsson, TCS, Mu Sigma, Standard Chartered, Cognizant, and Cisco, among other equally great enterprises. We also help you with the job interview and résumé preparation as well.
What Is The Difference Between The Long Format Data And Wide Format Data
LONG FORMAT DATA: It contains values that repeat in the first column. In this format, each row is a one-time point per subject.
WIDE FORMAT DATA: In the Wide Format Data, the datas repeated responses will be in a single row, and each response can be recorded in separate columns.
Long format Table:
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How Are Outliers Detected
Multiple methodologies can be used for detecting outliers, but the two most commonly used methods are as follows:
- Standard deviation method: Here, the value is considered as an outlier if the value is lower or higher than three standard deviations from the mean value.
- Box plot method: Here, a value is considered to be an outlier if it is lesser or higher than 1.5 times the interquartile range
Most Popular Big Data Interview Questions
To give your career an edge, you should be well-prepared for the big data interview. Before we start, it is important to understand that the interview is a place where you and the interviewer interact only to understand each other, and not the other way around. Hence, you dont have to hide anything, just be honest and reply to the questions with honesty. If you feel confused or need more information, feel free to ask questions to the interviewer. Always be honest with your response, and ask questions when required.
Here are top Big Data interview questions with the detailed answers to the specific questions. For broader questions thats answer depends on your experience, we will share some tips on how to answer them.
You can also download free eBook/pdf file in the bottom.
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Can I Request For A Support Session If I Need To Better Understand The Topics
Intellipaat is offering 24/7 query resolution, and you can raise a ticket with the dedicated support team at any time. You can avail of email support for all your queries. If your query does not get resolved through email, we can also arrange one-on-one sessions with our support team. However, 1:1 session support is provided for a period of 6 months from the start date of your course.
Practice Best Data Analyst Interview Questions And Answers
Practice Best Data Analyst Interview Questions and Answers for the best preparation of the Data Analyst Interview. These Data Analyst Interview Questions are very popular and asked various times in Data Analyst Interviews. So, practice these questions to check your final preparation for your interview. apart from this, you can also download the data analyst interview questions pdf completely free.
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What Is Web Analytics Tutorial How It Is Useful To The Audience
Web Analytics is a technique that measures the website data. It also helps in analysing, reporting and measuring the data. It is normally carried out to analyze the performance of a website and optimize its web usage. Web Analytics is an absolute technique for all those people who run their business online. This is a comprehensive tutorial that covers all the basics of web analytics.
How Are The Where Clause And Having Clause Different
To answer this SQL-related data analyst interview question, you must be aware of how to filter data because WHERE and HAVING clauses are used for the same purpose. With this question, the interviewer is trying to dig deeper into your cognition and understand how well you understand different tools used in data analysis.While answering this question, remember to include which data is compatible with these clauses, the syntax used in the clauses, and more.
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How To Learn Data Science
- Who should learn Data Science?
If you have the passion and knack for Data Science, that is all that is required. You must be enthusiastic about the tools and techniques that are essential in this domain. If you are good at mathematics, statistics, any programming language, or any data visualization tool, you will quickly master the concepts.
- How can I start learning Data Science and become a master in it?
The first thing to do is get familiar with all the concepts, applications, various tools, and techniques of Data Science. Consistency in learning and practice is the only way to stay updated and relevant in the Data Science world.
- How do I learn Data Science online?
You can check out all the online Data Science courses that Intellipaat offers. You will also find various tutorials, blogs, interview guides, and community forums to aid your learning.
These courses will help working professionals master this technology without interrupting work hours. The curriculum of these online programs meets industry requirements and standards.
- What are the best learning paths for Data Science?
All kinds of degrees and certifications related to Data Science is a good career path in Data Science as you will get the opportunity to gain proficiency in this technology. However, before finalizing, make sure to learn whether the program and faculty are suitable for your learning style.
It is better to opt for an online course if you are already working and want to learn while you earn.
What Is Pruning In A Decision Tree Algorithm
In Data Science and Machine Learning, Pruning is a technique which is related to decision trees. Pruning simplifies the decision tree by reducing the rules. Pruning helps to avoid complexity and improves accuracy. Reduced error Pruning, cost complexity pruning etc. are the different types of Pruning.
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Top 250+ Google Analytics Interview Questions And Answers 19 December 2022
250+ Google Analytics Interview Questions and Answers, Question1: What is Google Analytics and main purpose of Google Analytics? Question2: What is meant by conversions and how will you track conversions through GA? Question3: What is a session? Question4: What is meant by KPI in Analytics? Question5: What are segments in Analytics?
Answer :You can utilize Google Analytics helpful however fairly in fact propelled Goal Funnel highlight to investigate the general accomplishment of your e-business endeavors directly down to individual shopping basket exchanges, on the off chance that you like.
Answer :On the greater part of the cases, changes dont happen utilizing a solitary channel. regularly, more than one divert is incorporated into an effective change. Helped transformations helps us to get a reasonable thought as to which diverts are included in contributing a change. This is appeared in the Multi Channel Funnel reporting tab in GA. Normal channels adding to changes are immediate, natural hunt, referral, not set, informal organization and email.
28 Google Analytics Interview Questions & Answers 2022 Heres a list of the top 28 Google Analytics interview questions and answers in 2021 for beginners, intermediate-level and experienced professionals.
You Are Given A Dataset On Cancer Detection You Have Built A Classification Model And Achieved An Accuracy Of 96 Percent Why Shouldn’t You Be Happy With Your Model Performance What Can You Do About It
Cancer detection results in imbalanced data. In an imbalanced dataset, accuracy should not be based as a measure of performance. It is important to focus on the remaining four percent, which represents the patients who were wrongly diagnosed. Early diagnosis is crucial when it comes to cancer detection, and can greatly improve a patient’s prognosis.
Hence, to evaluate model performance, we should use Sensitivity , Specificity , F measure to determine the class wise performance of the classifier.
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What Is A Bias
Bias: Due to an oversimplification of a Machine Learning Algorithm, an error occurs in our model, which is known as Bias. This can lead to an issue of underfitting and might lead to oversimplified assumptions at the model training time to make target functions easier and simpler to understand.
Some of the popular machine learning algorithms which are low on the bias scale are –
Support Vector Machines , K-Nearest Neighbors , and Decision Trees.
Algorithms that are high on the bias scale –
Logistic Regression and Linear Regression.
Variance: Because of a complex machine learning algorithm, a model performs really badly on a test data set as the model learns even noise from the training data set. This error that occurs in the Machine Learning model is called Variance and can generate overfitting and hyper-sensitivity in Machine Learning models.
While trying to get over bias in our model, we try to increase the complexity of the machine learning algorithm. Though it helps in reducing the bias, after a certain point, it generates an overfitting effect on the model hence resulting in hyper-sensitivity and high variance.
Bias-Variance trade-off: To achieve the best performance, the main target of a supervised machine learning algorithm is to have low variance and bias.
The following things are observed regarding some of the popular machine learning algorithms –
How Is Logistic Regression Done
Logistic regression measures the relationship between the dependent variable and one or more independent variables by estimating probability using its underlying logistic function .
The image shown below depicts how logistic regression works:
The formula and graph for the sigmoid function are as shown:
Top 50 Data Analyst Interview Questions And Answers In 2022
Go through these top data analyst interview questions with answers which help you grab your dream job. Data analysis is one of the most integral parts of the tech revolution. This has paved a clear path to a data analysts role, being among the top 10 jobs of this decade. In this, you will learn what is data analysis, data validation, and data mining.
What Are The Steps In Making A Decision Tree
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What Are The Talent Trends In The Data Analytics Industry
As Data Science is growing gradually, there is significant growth in some domains as well. These domains are: With the significant growth of the data science and data analysis industry, more and more vacancies of for the data engineers are generating which in turn increases the demand for more IT professionals. With the advancement of technology, the role of data scientists is evolving gradually. Analytics tasks are getting automated which has put the data scientists on the backfoot. Automation may take up the data preparation tasks where data scientists currently spend 70-80% of their time.