Data Science: Inference and Modeling
In this course you will learn how to apply inference and modeling in developing statistical approaches. It uses R to teach you concepts necessary to defining margins and estimates of errors. Resource available at: Inference and modelling …
Introduction to Data Science
This course will introduce you to data science and its methodologies. You will learn various machine learning algorithms including classification, regression and clustering. It will also introduce your to Azure Machine Learning Studio and how it can be used in data science …
Intro to Statistics
This course introduces you to the techniques for visualizing and understanding relationships in data. It covers probability, visualization, and regression among other statistical methods. Resource available at: Statistics …
Introductory Statistics: Analyzing data using graphs and statistics
This course will familiarize you with data and basic statistical concepts, enabling you to analyze data using graphs and statistics. You’ll learn to use a histogram, a representation of the distribution of numerical data, how to easily arrange data, basic statistical concepts, …
Multivariate Calculus
This course from Khan Academy provides an introduction to multivariate calculus covering topics such as multivariable functions, multivariable derivatives, integration of multivariable functions and the divergence theorem etc. Resource available at: Multivariate calculus …
Statistics 110: Probability
This MOOC from Harvard University provides an introduction and set of tools for understanding statistics and randomness. It covers topics such as conditioning, sample spaces, Bayes’ Theorem, univariate distributions, multivariate distributions, limit theorems and Markov chains. Resource available at: Probability …
Intro to Statistics
This course from Udacity introduces you to the techniques for visualizing relationships in data and systematic techniques for understanding the relationships using mathematics. Click the button below to find the resource …
All of statistics: A Concise Course in Statistical Inference by Larry Wasserman
This ebook by Larry Wasserman provides a broad background in probability and statistics with additional topics such as bootstrapping, estimation, and classification. Click the button below to find the resource …
Probability and Statistics
This introductory course from Khan academy covers basic concepts of probability and statistics including scatter plots, data distributions, two-way tables, probability, study design, normal distribution and binomial probability. Resource available on: probability and statistics …
Applications of Linear Algebra Part 1 and Part 2
This course focuses on matrix algebra with an emphasis on application. Part 1 focuses on applications of linear algebra in data mining and computer graphics. Part 2 offers a broader coverage of linear algebra and its applications. It covers topics such as …