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TED Talks
TED: How we can make the world a better place by 2030 | Michael Green
Can we end hunger and poverty, halt climate change and achieve gender equality in the next 15 years? The governments of the world think we can. Meeting at the uN in September 2015, they agreed to a new set of Global Goals for the...
Crash Course
Regression - Crash Course Statistics
Today we're going to introduce one of the most flexible statistical tools - the General Linear Model (or GLM). GLMs allow us to create many different models to help describe the world - you see them a lot in science, economics, and...
Crash Course
Correlation Doesn’t Equal Causation - Crash Course Statistics
Today we’re going to talk about data relationships and what we can learn from them. We’ll focus on correlation, which is a measure of how two variables move together, and we’ll also introduce some useful statistical terms you’ve probably...
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Linear Regression
Here, we will understand dependent and independent variables and learn how to predict values using linear regression.
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Logistic Regression
This video will look at logistic regression in detail, mainly used for classification problems with one or multiple independent variables.
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Overfitting
In this video, we will explore overfitting, which is very commonly used in machine learning.
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Multiple Linear Regression
After learning about simple linear regression with two variables, we will now look at multiple linear regression using multiple variables.
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Root Mean Square Error
In this lecture, you will learn another important metric to determine the quality of our regression using the root mean square error method.
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Coefficient of Determination
Let's learn more about one significant measure to determine how well our regressions work using the coefficient of determination.
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Residual, MSE, and MAE
This lesson will teach us an intuitively understandable matrix for how our regression works.
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Solution: Linear Regression
This is a solution to the practice exercise on linear regression analysis.
Curated Video
Statistics & Mathematics for Data Science and Data Analytics - Correlation Coefficient
After learning about linear regression and how to calculate the formula for our regression lines, we will now look at the correlation coefficient or Pearson's coefficient.
Curated Video
Deep Learning - Artificial Neural Networks with Tensorflow - What Is Machine Learning?
In this video, we will understand what machine learning is and get a clear idea about ML (machine learning).
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This clip is from the chapter "Machine Learning and Neurons" of the series "Deep Learning - Artificial Neural...
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This clip is from the chapter "Machine Learning and Neurons" of the series "Deep Learning - Artificial Neural...
Curated Video
R Programming for Statistics and Data Science - Geometrical Representation
This video explains geometrical representation.<br<br/>/>
This clip is from the chapter "Linear Regression Analysis" of the series "R Programming for Statistics and Data Science".This section explains linear regression analysis.
This clip is from the chapter "Linear Regression Analysis" of the series "R Programming for Statistics and Data Science".This section explains linear regression analysis.
Curated Video
Statistics for Data Science and Business Analysis - A Practical Example - Reinforced Learning
In this video, you will learn a practical example of reinforced learning.
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This clip is from the chapter "The Fundamentals of Regression Analysis" of the series "Statistics for Data Science and Business Analysis".This...
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This clip is from the chapter "The Fundamentals of Regression Analysis" of the series "Statistics for Data Science and Business Analysis".This...
Curated Video
Python In Practice - 15 Projects to Master Python - Working of the Regression Model
This video explains working of the regression model.
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This clip is from the chapter "Machine Learning with Python" of the series "Python in Practice - 15 Projects to Master Python".This section focuses on machine learning with...
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This clip is from the chapter "Machine Learning with Python" of the series "Python in Practice - 15 Projects to Master Python".This section focuses on machine learning with...
Curated Video
Data Analytics using Python Visualizations - What You Will Learn
This video explains what the course outcomes are.
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This clip is from the chapter "Matplotlib and Seaborn – Libraries and Techniques" of the series "Data Analytics Using Python Visualizations".This section introduces you to...
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This clip is from the chapter "Matplotlib and Seaborn – Libraries and Techniques" of the series "Data Analytics Using Python Visualizations".This section introduces you to...
Curated Video
Calculating the Line of Best Fit Using the Method of Least Squares
In this video, the teacher explains how to calculate the line of best fit for a scatter plot using the method of least squares. They discuss different types of functions that can fit scatter plots, such as linear, quadratic, and...
Curated Video
Statistical Regression Models and Predicting Values
This video discusses how to determine the best statistical regression model to approximate data within a scatter plot and make predictions through interpolation and extrapolation. It covers the process of inputting data into a graphing...
Curated Video
Statistics for Data Science and Business Analysis - The Ordinary Least Squares Setting and its Practical Applications
In this video, you will learn about ordinary least squares setting and its practical applications.
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This clip is from the chapter "Subtleties of Regression Analysis" of the series "Statistics for Data Science and Business...
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This clip is from the chapter "Subtleties of Regression Analysis" of the series "Statistics for Data Science and Business...
Curated Video
Statistics for Data Science and Business Analysis - A Geometrical Representation of the Linear Regression Model
In this video, the geometrical representation of linear regression model is shown.
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This clip is from the chapter "The Fundamentals of Regression Analysis" of the series "Statistics for Data Science and Business...
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This clip is from the chapter "The Fundamentals of Regression Analysis" of the series "Statistics for Data Science and Business...
Curated Video
Understand and Interpret the Slope of a Regression Line
This video explains the connection between the slope of a regression line and the correlation coefficient by examining standardized variables. It demonstrates how the slope of the regression line quantifies an inexact relationship...
Fun Robotics
Working principle of Linear Regression
Describes the working principle of a simple linear regression algorithm with an example.
Curated Video
How to Draw a Scatter Diagram and Make Conclusions Based on Correlation
The video teaches how to draw a scatter diagram and make conclusions based on the correlation from that corresponding scatter diagram. Exploratory and response variables are introduced and various types of correlations are explained,...