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Probability and Statistics with Python Skill Path

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Probability and statistics are critical in data science. They allow us to gather insights from data and determine whether what we’re seeing is meaningful. Using statistics, we can make educated assumptions and forecasts based on real-world data.

This skill path is ideal for those who’d like to develop a skill that they can use on the job, for future career growth, or for fun!

Learn probability and statistics for data science all at your own pace and from the comfort of your browser.

97% of …

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Courses in this Learning Path
1
Variables, Data Types, and Lists in Python — Dataquest
Dataquest Course via Dataquest
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Duration : 4 hours
Price :₹3,699
Level :Beginner
Learn Type :Certification
Variables, Data Types, and Lists in Python — Dataquest

This interactive Python course is designed for beginners. It teaches Python programming basics. You don't need any prior programming experience. We start from the beginning. Even if your code skills are not the best, we can help you build your data science foundation that will allow you to start your journey towards becoming a data professional.

The following topics are the focus of this …

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2
For Loops and Conditional Statements in Python — Dataquest
Dataquest Course via Dataquest
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Duration : 7 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
For Loops and Conditional Statements in Python — Dataquest

This course will continue to teach you the basics of Python data science. To make it easier and faster to master the basics, we divided these courses into four sections. This second part builds upon the knowledge gained in our Variables and Data Types in Python course.

This course is focused on the following:

  • You'll build a foundation using Python.
  • Understanding the principles behind …
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3
Dictionaries, Frequency Tables, and Functions in Python — Dataquest
Dataquest Course via Dataquest
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Duration : 5 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Dictionaries, Frequency Tables, and Functions in Python — Dataquest

This course will continue your learning of Python for data science. These courses were divided into four sections to make it easier and faster for you to grasp the basics. This third section builds upon the knowledge gained in our Variables Data Types and Lists in Python course, and our For Loops Conditional Statements course in Python.

Data science is in high demand. Take advantage of this …

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4
Python Functions and Jupyter Notebook — dataquest
Dataquest Course via Dataquest
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Duration : 7 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Python Functions and Jupyter Notebook — dataquest

This course will continue your learning of Python for data science. These courses were divided into four sections to make it easier and faster for you to grasp the basics. This fourth section builds upon the knowledge gained in our Variables Data Types and Lists in Python class, our For Loops & Conditional Statements In Python course, and our Dictionaries Frequency Tables and Functions in …

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5
Python for Data Science: Intermediate
Dataquest Course via Dataquest
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Duration : 10 hours
Price :₹3,699
Level :Beginner
Learn Type :Certification
Python for Data Science: Intermediate

This intermediate course will allow you to continue your Python for Data Science journey. This intermediate course will allow you to improve your data science skills and introduce you to advanced techniques essential for data cleaning and analysis.

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6
Pandas and NumPy Fundamentals
Dataquest Course via Dataquest
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Duration : 16 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Pandas and NumPy Fundamentals

You've now learned the basics of Python programming and are ready to dig deeper into how you can optimize and optimize your code using Python libraries. This course will introduce you to two of the most popular Python libraries, NumPy or pandas.

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7
Data Visualization Fundamentals – Dataquest
Dataquest Course via Dataquest
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Duration : 9 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Data Visualization Fundamentals – Dataquest

Data visualization is an essential part of data science. This is the best way for data scientists to communicate powerful insights and drive action. Dataquest's Data Visualization Fundamentals course builds upon your Python programming knowledge and basic proficiency using NumPy and pandas.

This course will teach you the basics of data visualization in Python. It will provide a balance …

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8
Data Cleaning and Analysis
Dataquest Course via Dataquest
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Duration : 14 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Data Cleaning and Analysis

Most data analysts and data scientists agree that the majority of their time is spent cleaning and preparing data for analysis. Although it may not be the most exciting aspect of their job, it is an essential one.

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9
Statistics Fundamentals
Dataquest Course via Dataquest
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Duration : 11 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Statistics Fundamentals

Our Statistics Fundamentals course will give you an introduction to statistics and show you how this mathematical discipline is used for data science.

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10
Intermediate Statistics: Averages and Variability
Dataquest Course via Dataquest
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Duration : 11 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Intermediate Statistics: Averages and Variability

Our statistics intermediate course will teach you how to summarize distributions using mean, median, or mode. We'll also cover when and how to use them. Finally, we will discuss which statistic provides the most information about a particular distribution so you not only know how to apply them but why.

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11
Conditional Probability
Dataquest Course via Dataquest
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Duration : 8 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Conditional Probability

The Probability Fundamentals course covered the basics of probability and taught about:

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12
Hypothesis Testing: Fundamentals
Dataquest Course via Dataquest
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Duration : 5 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Hypothesis Testing: Fundamentals

Our Hypothesis Testing: Fundamentals course will teach you advanced statistical concepts like significance testing and multi-category Chi-square testing to make your data analysis more robust and powerful.

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13
Probability: Fundamentals
Dataquest Course via Dataquest
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Duration : 6 hours
Price :₹3,699
Level :Intermediate
Learn Type :Certification
Probability: Fundamentals

Our Probability: Fundamentals course will give you a critical understanding of the mathematical concepts underpinning a lot data science work.

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