Data Science Career Guide – Interview Preparation

About Course

Become a Data Scientist with our free Data Science Career Guide – Interview Preparation course. Learn everything you need to know to get your dream job in Data Science. This course is designed to be the ultimate resource for landing a successful career in this in-demand field.

We’ll cover everything from a general overview of the field and multiple career paths, including Product Analyst, Data Engineering, Data Scientist, and more. You’ll learn about the best way to pursue each career path and gain a comprehensive understanding of the opportunities available to you.

This course touches upon a wide variety of topics, including probability, statistics, machine learning, product metrics, example data sets, A/B testing, market analysis, and much more! You’ll be equipped with the skills and knowledge to confidently answer real interview questions sourced from top technology companies like Amazon, Square, Facebook, Google, Microsoft, AirBnb, and more.

Each question comes with a detailed explanation and solution, providing you with a clear understanding of the concepts behind the answers. For questions requiring coded solutions, fully commented code examples will be shown for both Python and R. This course is perfect for candidates preparing for data science interviews, as well as recruiters looking to learn about the best practices for interviewing candidates in this field.

This free Data Science Career Guide – Interview Preparation course is available on Udemy. Start your journey to a successful career in Data Science today!

Course Content

Course Overview

A Message from the Professor
Course Overview Lecture

09:18
Curriculum Overview

04:00
Course Material Download Link

00:00

Data Science Career Overview

Data Science Interview Preparation

The Data Science Interview Process

Probability Theory Interview Questions

Introduction to Probability Interview Questions

01:05
Probability Question 1

00:44
Solution for Probability Question 1

04:50
Probability Question 2

00:26
Solution for Probability Question 2

01:00
Probability Question 3

00:35
Solution for Probability Question 3

00:53
Probability Question 4

01:50
Solution for Probability Question 4

02:15
Probability Question 5

00:47
Solution for Probability Question 5

02:32
Probability Question 6

00:39
Solution for Probability Question 6

02:22
Probability Question 7

00:58
Solution for Probability Question 7

05:06
Probability Question 8

00:40
Solution for Probability Question 8

02:26
Probability Question 9

00:36
Solution for Probability Question 9

01:15

Statistics Interview Questions

Introduction to Statistics Interview Questions

00:44
Statistics Interview Question 1

01:27
Solution for Statistics Interview Question 1

04:32
Statistics Interview Question 2

00:52
Solution for Statistics Interview Question 2

03:21
Statistics Interview Question 3

00:36
Solution for Statistics Interview Question 3

04:11
Statistics Interview Question 4

01:20
Solution for Statistics Interview Question 4

03:03
Statistics Interview Question 5

01:37
Solution for Statistics Interview Question 5

06:01

Product Analysis and Business Metrics Interview Questions

Introduction to Product Design and Metrics

00:45
Product Design and Metrics – Interview Question 1

00:50
Product Design and Metrics – Interview Question 1 – Solution

04:24
Product Design and Metrics – Interview Question 2

01:36
Product Design and Metrics – Interview Question 2 – Solution

02:31
Product Design and Metrics – Interview Question 3

00:47
Product Design and Metrics – Interview Question 3 – Solution

02:08
Product Design and Metrics – Interview Question 4

00:54
Product Design and Metrics – Interview Question 4 – Solution

01:26
Product Design and Metrics – Interview Question 5

02:30
Product Design and Metrics – Interview Question 5 – Solution

03:28

Working with Data Interview Questions

Introduction to SQL Questions

01:20
Data with SQL – Interview Question 1

00:26
Data with SQL – Interview Question 1 -Solution

01:11
Data with SQL – Interview Question 2

00:26
Data with SQL – Interview Question 2 – Solution

01:04
Data with SQL – Interview Question 3

00:32
Data with SQL – Interview Question 3 – Solution

00:51
Data with SQL – Interview Question 4

01:15
Data with SQL – Interview Question 4 – Solution

01:56
Data with SQL – Interview Question 5

00:35
Data with SQL – Interview Question 5 – Solution

01:11

Machine Learning Interview Questions

Introduction to Machine Learning Interview Questions

01:04
Machine Learning Interview Question 1

00:30
Machine Learning Interview Question 1 – Solution

01:51
Machine Learning Interview Question 2

00:21
Machine Learning Interview Question 2 – Solution

02:33
Machine Learning Interview Question 3

00:21
Machine Learning Interview Question 3 – Solution

02:41
Machine Learning Interview Question 4

00:19
Machine Learning Interview Question 4 – Solution

01:23
Machine Learning Interview Question 5

00:20
Machine Learning Interview Question 5 – Solution

01:37
Machine Learning Interview Question 6

00:39
Machine Learning Interview Question 6 – Solution

00:49
Machine Learning Interview Question 7

00:24
Machine Learning Interview Question 7 – Solution

02:07
Machine Learning Interview Question 8

00:26
Machine Learning Interview Question 8 – Solution

02:19
Machine Learning Interview Question 9

00:24
Machine Learning Interview Question 9 – Solution

02:19
Machine Learning Interview Question 10

00:17
Machine Learning Interview Question 10 – Solution

02:10

Design of Experiments Interview Questions

Introduction to Design of Experiments

00:35
Design of Experiments Interview Question 1

00:36
Design of Experiments Interview Question 1 – Solution

05:12
Design of Experiments Interview Question 2

00:26
Design of Experiments Interview Question 2 – Solution

03:54
Design of Experiments Interview Question 3

00:41
Design of Experiments Interview Question 3 – Solution

03:10
Design of Experiments Interview Question 4

00:23
Design of Experiments Interview Question 4 – Solution

02:32

Coding Questions

Introduction to Coding Section

01:16
Coding Interview Question 1

02:40
Coding Interview Question 1 – SOLUTION

06:18
Coding Interview Question 2

01:43
Coding Interview Question 2 – SOLUTION

05:17
Coding Interview Question 3

01:50
Coding Interview Question 3 – SOLUTION

05:53
Coding Interview Question 4

01:06
Coding Interview Question 4 – SOLUTION

03:24

Add this certificate to your resume to demonstrate your skills & increase your chances of getting noticed.

Student Ratings & Reviews

5.0

Total 1 Rating

1 Rating

0 Rating

Zain Ali Shah

2 months ago

This course is very informative and helpful.I would like to give special thanks to Theetay for providing theses courses free of cost to poor students.

About Course

What Will You Learn?

Course Content

Course Overview

A Message from the Professor

Course Overview Lecture

Curriculum Overview

Course Material Download Link

Data Science Career Overview

Why a choose a career in Data Science

Data Science is Interdisciplinary

Data Science Position and Titles

Thoughts on Higher Education

Data Science Interview Preparation

Introduction to Interview Preparation

Technical Tools of the Trade

Theory Knowledge

Machine Learning Knowledge

Software Knowledge

How do I know when I’m ready

The Data Science Interview Process

Resumes

Interview Process

Landing Interviews

Negotiating Offers

Probability Theory Interview Questions

Introduction to Probability Interview Questions

Probability Question 1

Solution for Probability Question 1

Probability Question 2

Solution for Probability Question 2

Probability Question 3

Solution for Probability Question 3

Probability Question 4

Solution for Probability Question 4

Probability Question 5

Solution for Probability Question 5

Probability Question 6

Solution for Probability Question 6

Probability Question 7

Solution for Probability Question 7

Probability Question 8

Solution for Probability Question 8

Probability Question 9

Solution for Probability Question 9

Statistics Interview Questions

Introduction to Statistics Interview Questions

Statistics Interview Question 1

Solution for Statistics Interview Question 1

Statistics Interview Question 2

Solution for Statistics Interview Question 2

Statistics Interview Question 3

Solution for Statistics Interview Question 3

Statistics Interview Question 4

Solution for Statistics Interview Question 4

Statistics Interview Question 5

Solution for Statistics Interview Question 5

Product Analysis and Business Metrics Interview Questions

Introduction to Product Design and Metrics

Product Design and Metrics – Interview Question 1

Product Design and Metrics – Interview Question 1 – Solution

Product Design and Metrics – Interview Question 2

Product Design and Metrics – Interview Question 2 – Solution

Product Design and Metrics – Interview Question 3

Product Design and Metrics – Interview Question 3 – Solution

Product Design and Metrics – Interview Question 4

Product Design and Metrics – Interview Question 4 – Solution

Product Design and Metrics – Interview Question 5

Product Design and Metrics – Interview Question 5 – Solution

Working with Data Interview Questions

Introduction to SQL Questions

Data with SQL – Interview Question 1

Data with SQL – Interview Question 1 -Solution

Data with SQL – Interview Question 2

Data with SQL – Interview Question 2 – Solution

Data with SQL – Interview Question 3

Data with SQL – Interview Question 3 – Solution

Data with SQL – Interview Question 4

Data with SQL – Interview Question 4 – Solution

Data with SQL – Interview Question 5