Browse Library
Sign In Start Free Trial
Close icon Search icon
Account
Browse Library Sign In Start Free Trial

Add to playlist

Create a Playlist

Modal Close icon
You need to login to use this feature.
  • Book Overview & Buying Data Statistics with Full Stack Python
  • Table Of Contents Toc
Data Statistics with Full Stack Python

Data Statistics with Full Stack Python

By : Geekshub Pvt. Ltd.
Buy this Video
close
close
Data Statistics with Full Stack Python

Data Statistics with Full Stack Python

By: Geekshub Pvt. Ltd.
Buy this Video

Overview of this book

Want to become a good Data Scientist? Then this is a right course for you. This course was designed by IT professionals with a Master's in Mathematics and Data Science. We cover complex theories, algorithms, and coding libraries in a very simple way so they can be easily grasped by any beginner. We walk you step-by-step through the World of Data science. With every tutorial, you will develop new skills and improve your understanding of this challenging yet lucrative sub-field of Data Science from beginner to advanced level. All the codes and supporting files for this course are available at: https://github.com/PacktPublishing/Data-Statistics-with-Full-Stack-Python
Table of Contents (11 chapters)
close
close
close
1
Python Fundamentals
Icon
Installation of Python and Anaconda
Icon
Python Introduction
Icon
Variables in Python
Icon
Numeric Operations in Python
Icon
Logical Operations
Icon
If else Loop
Icon
for while Loop
Icon
Functions
Icon
String Part1
Icon
String Part2
Icon
List Part1
Icon
List Part2
Icon
List Part3
Icon
List Part4
Icon
Tuples
Icon
Sets
Icon
Dictionaries
Icon
Comprehensions
2
Numpy
Icon
Introduction
Icon
Numpy Operations Part1
Icon
Numpy Operations Part2
3
Pandas
Icon
Introduction
Icon
Series
Icon
DataFrame
Icon
Operations Part1
Icon
Operations Part2
Icon
Indexes
Icon
loc and iloc
Icon
Reading CSV
Icon
Merging Part 1
Icon
groupby
Icon
Merging Part2
Icon
Pivot Table
4
Some Fun With Maths
Icon
Linear Algebra: Vectors
Icon
Linear Algebra: Matrix Part1
Icon
Linear Algebra: Matrix Part2
Icon
Linear Algebra: Going From 2D to nD Part1
Icon
Linear Algebra: 2D to nD Part2
5
Inferential Statistics
Icon
Inferential Statistics
Icon
Probability Theory
Icon
Probability Distribution
Icon
Expected Values Part1
Icon
Expected Values Part2
Icon
Without Experiment
Icon
Binomial Distribution
Icon
Commulative Distribution
Icon
PDF
Icon
Normal Distribution
Icon
z Score
Icon
Sampling
Icon
Sampling Distribution
Icon
Central Limit Theorem
Icon
Confidence Interval Part1
Icon
Confidence Interval Part2
6
Hypothesis Testing
Icon
Introduction
Icon
NULL and Alternate Hypothesis
Icon
Examples
Icon
One/Two Tailed Tests
Icon
Critical Value Method
Icon
z Table
Icon
Examples
Icon
More Examples
Icon
p Value
Icon
Types of Error
Icon
t- distribution Part1
Icon
t- distribution Part2
7
Data Visualization
Icon
Matplotlib
Icon
Seaborn
Icon
Case Study
Icon
Seaborn on Time Series Data
8
Exploratory Data Analysis
Icon
Introduction
Icon
Data Sourcing and Cleaning part1
Icon
Data Sourcing and Cleaning part2
Icon
Data Sourcing and Cleaning part3
Icon
Data Sourcing and Cleaning part4
Icon
Data Sourcing and Cleaning part5
Icon
Data Sourcing and Cleaning part6
Icon
Data Cleaning part1
Icon
Data Cleaning part2
Icon
Univariate Analysis Part1
Icon
Univariate Analysis Part2
Icon
Segmented Analysis
Icon
Bivariate Analysis
Icon
Derived Columns
9
Simple Linear Regression
Icon
Installing Anaconda & using Jupyter Notebook
Icon
Introduction to Machine Learning
Icon
Types of Machine Learning
Icon
Introduction to Linear Regression (LR)
Icon
How LR Works?
Icon
Some Fun With Maths Behind LR
Icon
R Square
Icon
LR Case Study Part1
Icon
LR Case Study Part2
Icon
LR Case Study Part3
Icon
Residual Square Error (RSE)
10
Real World Problem - Investment Requirement Analysis for a Company
Icon
Investment Project Brief
Icon
Investment Project_Data Cleaning Part 1
Icon
Investment Project_Data Cleaning - Part 2
Icon
Investment Project_Funding_Country_Sector Analysis Part 1
Icon
Investment Project_Funding_Country_Sector Analysis Part 2
11
Loan Analysis Project
chevron up
Icon
Problem Statement
Icon
Lending Club Default Analysis - Data Understanding and Data Cleaning
Icon
Data Analysis - Univariate & Bivariate Analysis
Icon
Segmented Univariate Analysis
Chapter: 11
Loan Analysis Project
Icon This video is locked
Icon
Icon
0:00
2.0x
1.5x
1.25x
1.0x
0.5x
caption settings
caption off
Icon Icon
ShowHide Transcripts Icon
Section: 1
Problem Statement
Loan Analysis Project: Problem Statement
CONTINUE WATCHING
83
Tech Concepts
36
Programming languages
73
Tech Tools
Icon Unlimited access to the largest independent learning library in tech of over 8,000 expert-authored tech books and videos.
Icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Icon 50+ new titles added per month and exclusive early access to books as they are being written.
Data Statistics with Full Stack Python
End of Section 11
Next Section
notes
bookmark Notes and Bookmarks search Search in title playlist Add to playlist download Download options
font-size Font size

Change the font size

margin-width Margin width

Change margin width

day-mode Day/Sepia/Night Modes

Change background colour

Close icon Search
Country selected
Close icon Your notes and bookmarks

Confirmation

Modal Close icon
claim successful
Order Page Read Now

Buy this book with your credits?

Modal Close icon
Are you sure you want to buy this book with one of your credits?
Close
YES, BUY

Submit Your Feedback

Modal Close icon
Modal Close icon
Modal Close icon