How to Become a Data Engineer
Skills:
Data Literacy50%
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How to Become a Data Engineer? | Check out the ultimate guide http://bit.ly/34DPiFj to find out or watch this video. We'll talk about becoming a data engineer, focusing on who the data engineer is, what they do, how much they make, and what education and skills you need to become one.
Whoโs the data engineer and what do they do?
Data engineers are the Jedi Knights of data science. They rely on a blend of analysis, wisdom, experience, and judgment to make key decisions for a companyโs success. A data engineer is a self-starter who is inspired to complete more than your usual number of tasks.
Data engineers are the ones to take things further up the data science pipeline. They use the data architectsโ work as a steppingstone and then pre-processes the available data. These are the people who ensure the data is clean and organized and ready for the analysts to take over.
Data engineers also implement complex, large scale big data projects with a focus on collecting, managing, analyzing and visualizing large data sets. They are also the ones who turn raw data into insights using various tool sets, techniques, and cloud-based platforms.
That said, for a data engineer, knowledge of data modeling for both data warehousing and Big Data is a must, along with experience in the Big Data space (Hadoop Stack like M/R, HDFS, Pig, Hive, etc.). Of course, the ability to write, analyze, and debug SQL queries will helps the aspiring data engineer score high on any employerโs recruitment list.
In terms of soft skills, they are great team-players. A data engineer knows how to actively collaborate with data scientists and executives to build solutions and platforms that meet, or even exceed a companyโs business needs!
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Population vs Sample
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Data Science & Statistics: Levels of measurement
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Statistics Tutorials: Mean, median and mode
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Skewness
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What is a distribution?
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The Normal Distribution
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Central limit theorem
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Student's T Distribution
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Type I error vs Type II error
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Hypothesis testing. Null vs alternative
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The linear regression model
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Simple linear regression model. Geometrical representation
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INDEX and MATCH application of the two functions separately and combined [Advanced Excel]
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INDIRECT Excel Function: How it works and when to use it [Advanced Excel]
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VLOOKUP and MATCH another useful functions combination [Advanced Excel]
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VLOOKUP COLUMN and ROW - Handle large data tables with ease [Advanced Excel]
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The ELIF keyword [Python Fundamentals]
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Working with Tuples in Python
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Database Terminology - A Beginners Guide
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Relational Database Essentials
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Database vs Spreadsheet - Advantages and Disadvantages
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Conditional Statements and Loops
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Backpropagation โ The Math Behind Optimization
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Monte Carlo: Forecasting Stock Prices Part I
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Monte Carlo: Forecasting Stock Prices Part II
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Monte Carlo: Forecasting Stock Prices Part III
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365 Data Science Online Program
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Data frames - Creating a data frame
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Data Science & Statistics: Slicing a matrix in R
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Data frames in R - Exporting data in R
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Data frames in R - Transforming data PART II
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Data Frames in R - Subsetting a data frame
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Data Science & Statistics: Matrix arithmetic in R
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Data Science & Statistics: Indexing an element from a matrix
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Data Frames in R - Extending a data frame
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Data Science & Statistics: Creating a matrix in R FASTER
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Data Science & Statistics: Creating a Matrix in R
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Data frames - Importing data in R
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Data frames in R - Getting a sense of your data
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Data frames in R - Transforming data PART I
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Data frames in R - Import a CSV in R
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Data Science & Statistics: Matrix operations in R
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Data Science & Statistics: Matrix recycling in R
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Tableau vs Excel: When to use Tableau and when to use Excel
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Download Tableau: Learn how to download Tableau Public
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Connecting data sources: Useful tips when connecting data sources to Tableau
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The Tableau interface: See how to navigate through the Tableau interface
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Tableau data visualization: Create your first Tableau visualization!
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Duplicating sheets: This is how to duplicate a sheet in Tableau
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Build a table in Tableau: The steps needed to create a simple table in Tableau
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Custom fields in Tableau: Using Tableau operators to create custom fields
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Custom fields in Tableau: Add calculations to tables through custom fields
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Totals in Tableau: Learn how to display subtotals and totals in Tableau
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Gross Margin calculation in Tableau
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What is a filter in Tableau: Set up a filter in Tableau to specify the data you want to show
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Joins in Tableau: Inner, outer, left, or a right join in Tableau
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Building a Tableau dashboard: Three types of charts you want to have in a Tableau dashboard
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Creating great looking charts in Tableau: Real life Exercise on charts in Tableau
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Joins in Tableau: Choose the correct join type
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How to make a data check in Tableau: A quick data check is better than no data check
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