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Building and Applying Epidemiological Models
Video Course | FREE

Follow this video course to learn about the basics of epidemiology modeling. The first few lessons will review basic dynamic transmission models, and each lesson will build on previous lessons to create progressively more complicated models that can be used to simulate real-world scenarios. The course uses data from past and present epidemics to explore how the models work and what can happen when model parameters are changed. The models are constructed and simulated using Wolfram Language and built-in data from the Wolfram Knowledgebase.

Course Overview
  • Video 142 minutes
  • Video 236 minutes
  • Video 320 minutes
  • Video 436 minutes
  • Video 523 minutes
  • Video 644 minutes
  • Video 746 minutes
  • Video 846 minutes
  • Video 942 minutes
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Data Visualization Quick Start
Video Lesson | FREE

Harness the power of the Wolfram Language to interactively visualize your data. Start with simple charts, add labels and legends and then customize the appearance. In a series of examples, you'll learn to process and incorporate additional data and create specialized visual elements, resulting in a rich interface that allows you to interactively explore your data in depth. Topics include general options for adding styles and labels to your charts, enhancing your data with wrappers and metadata and writing custom rendering functions that make use of the metadata to show additional levels of information. The class is suitable for those who have an interest in creating charts using the Wolfram Language but who have little experience with the system.

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Data Visualization with Wolfram Language
Instructor Led | SEE COURSE SCHEDULE

Requirements: This course requires basic working knowledge of Wolfram Language.

Certification Levels: Completion

With the use of a curated dataset from the Wolfram Data Repository, this course shows how to quickly visualize different data structures and how to make your graphics ready to publish and share. Domain-specific functions as well as general techniques are shared for getting the most out of your graphics. The course is intended for anyone who wants to learn more about data visualization using Wolfram Language.

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Geography in Wolfram Language
Video Course | FREE

These videos offer an introduction to built-in geography functionality in Wolfram Language. Learn about making and styling maps, creating high-resolution maps of any region of the world and using multiple styles for vector renderings. The included examples showcase how to access built-in, curated geophysical and socioeconomic data, and they also demonstrate how to visualize the data in different ways using maps.

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Multiparadigm Data Science
Interactive Course | FREE

Requirements: This course requires basic working knowledge of the Wolfram Language

Certification Levels: CompletionLevel 1Level 2

Multiparadigm Data Science is a rapidly advancing new approach of using modern analytical techniques, automated machine learning and human-data interfaces to arrive at better answers. This course introduces the basic concepts of the multiparadigm approach, demonstrating both the flexible, integrated project workflow and the broad computational toolkit that supports it from start to finish. Discover best practices, exploration techniques and ways to leverage the high-level Wolfram Language to get real, quantifiable answers to the full range of data science problems.

Course Overview
  • Section 132 minutes
  • Section 225 minutes
  • Section 316 minutes
  • Section 458 minutes
  • Section 524 minutes
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Visual Explorations in Data Science
Interactive Course | FREE

Requirements: This course requires no prior knowledge of Mathematica or the Wolfram Language.

Certification Levels: CompletionLevel 1

Data is all around us, and methods of making sense of data are only becoming more important. This course introduces a visual, example-driven approach to learning the process of data science. Through built-in knowledge in the Wolfram Language, a dozen extensive and applicable explorations are carried out, with visualization guiding the way. Leverage the richness of the Wolfram Language's curated data and a plethora of data visualization functions to discover a revolutionary new way of doing data science: localized, organized and extensive.

Course Overview
  • Section 125 minutes
  • Section 213 minutes
  • Section 324 minutes
  • Section 418 minutes
  • Section 519 minutes
  • Section 618 minutes
  • Section 724 minutes
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Wolfram Technology in Action: Data Science Webinar Series
Archived Special Event | FREE

This three-part webinar series showcases a range of data science applications in the Wolfram Language, featuring talks from the 2019 Wolfram Technology Conference. Presentations highlight built-in Wolfram Language functionality for data analysis, modeling, visualization, automated reporting and machine learning. Topic areas include Twitter analytics, tidal flooding, computational taxonomy, video game AI planning and more.

Course Overview
  • Video 177 minutes
  • Video 281 minutes
  • Video 375 minutes
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Zero to AI in 60 Minutes
Video Course | FREE

Follow this video series to get started with machine learning in the Wolfram Language. Automated machine learning capabilities in the Wolfram Language and machine learning concepts are demonstrated with the use of examples. Start with the concept of supervised learning and three key techniques: classification, prediction and sequence prediction. Learn how to work with various types of data, select from predefined methods and interpret results. Common issues related to datasets and ways to address them are discussed. Move on to the concept of unsupervised machine learning tasks such as feature extraction, encoding and dimension reduction. Text and image classification examples are used to demonstrate these methods. Next, get an overview of the neural network framework integrated in the Wolfram Language. Finally, learn how to deploy developed models through APIs and web forms for use by external programs and individuals.

Course Overview
  • Video 13 minutes
  • Video 221 minutes
  • Video 38 minutes
  • Video 45 minutes
  • Video 56 minutes
  • Video 616 minutes
  • Video 77 minutes
  • Video 86 minutes
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Automated Data Science

Automated Data Science
Video Course | FREE

Learn about machine learning functions that have been tuned to automate the data science process. This video course shows examples of using computation with data that go beyond traditional statistical methods and highlight the role of automated modeling in the modern data science process. Automated classification and regression functionalities are demonstrated using the built-in Wolfram Language symbols Classify and Predict.

Course Overview
  • Video 135 minutes
  • Video 225 minutes
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Becoming a Data Curator

Becoming a Data Curator
Video Course | FREE

Join a Wolfram|Alpha data scientist for this recorded, three-part livecoding series as they guide you in taking data from the web, importing and cleaning it, preparing it for computation in the Wolfram Language and uploading it to the Wolfram Data Repository.

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Biodiversity Explorations with Machine Learning
(Study Group Sessions)

Biodiversity Explorations with Machine Learning
(Study Group Sessions)
Archived Special Event | FREE

Learn to apply machine learning techniques and Wolfram Language functions to biodiversity data. These Study Group sessions begin by introducing you to biodiversity data access functions available with the entity framework built into the Wolfram Language and in the Wolfram Function Repository. Later sessions cover examples of classification, social media text analysis, audio processing of bird sounds and deploying a trained neural network image classifier to your mobile phone. Each session includes lessons, polls to review key concepts and practice problems.

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Breaking the Boundaries of Data Science

Breaking the Boundaries of Data Science
Video Lesson | FREE

What do we mean by multiparadigm data science? Presenter Jon McLoone answers this question by showing examples of using computation with data that go beyond traditional statistical methods. Using the Wolfram Language to perform computations in sentiment analysis, signal processing and graph theory, Jon illustrates that various domains of computation can be combined to yield new insights into the data. The role of automation in making deep data exploration more accessible is introduced. Machine learning examples are shown. The class ends with a demonstration of a web-based application and API deployment for making results, reports and presentations interactive and collaborative.

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Business Analytics and Research with the Wolfram Language

Business Analytics and Research with the Wolfram Language
Video Lesson | FREE

The Wolfram Language has built-in, ready-to-use financial and socioeconomic data, including current and historical stock prices and currency exchange rates. This video shows you how to use natural language as well as built-in Wolfram Language functions to query this data and compute with it. It also demonstrates the use of automated machine learning models and customized visualization for the development and enhancement of a business intelligence workflow. Several real-world examples are used to explain how the Wolfram Language can be used for business analytics and research.

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COVID-19 Data Analysis and Visualization

COVID-19 Data Analysis and Visualization
Video Course | FREE

This course introduces a computational approach to the data analysis, visualization and modeling of the COVID-19 pandemic. You will learn how to access a collection of curated COVID-19 data from the Wolfram Data Repository and explore resources such as livestreams and computational essays. See how analysis and visualization combined with built-in socioeconomic data in the Wolfram Language make in-depth explorations possible. Additionally, this course covers several compartmental epidemiological models and applies them to real-life pandemic data to analyze the spread of this contagious disease.

Course Overview
  • Video 16 minutes
  • Video 24 minutes
  • Video 38 minutes
  • Video 47 minutes
  • Video 53 minutes
  • Video 66 minutes
  • Video 77 minutes
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Creating a Data Resource

Creating a Data Resource
Video Lesson | FREE

Start with scraped data from a webpage and finish with a published entry in the Wolfram Data Repository. Follow this step-by-step tutorial to prepare raw data for publishing, sharing and further computation in the Wolfram Cloud.

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Creating Compelling Reports

Creating Compelling Reports
Video Lesson | FREE

Data analysis is an increasingly vital professional skill, but the results of the analysis must be presented in a compelling and effective way for the audience to find meaning in the analysis. This video class shows how to create reports with cohesive, organized visualizations and share them in several different formats. Examples demonstrate setting up a scheduled workflow for repeatedly importing and analyzing data, creating visualizations and automatically generating reports at periodic intervals. The video lists multiple options for distributing and delivering reports to target audiences.

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Curating Data and Integrating the Wolfram Data Framework

Curating Data and Integrating the Wolfram Data Framework
Video Course | FREE

Learn how the Wolfram Language and the Wolfram Knowledgebase, along with the Wolfram Data Framework, can be used to improve and extend your external data sources. This two-part video course provides examples of importing, cleaning, structuring and visualizing data and then publishing it to the world.

Course Overview
  • Video 124 minutes
  • Video 228 minutes
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Data Importing and Exporting Quick Start

Data Importing and Exporting Quick Start
Video Lesson | FREE

The Wolfram Language makes it easy to work with your data and files. This class uses application-driven examples from a variety of areas, such as computational biology, chemistry, geospatial information systems and more, to show how straightforward it is to get data into and out of the Wolfram Language. This beginner-level class is appropriate for those who have little or no experience with the system.

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Data Science Webinar Series

Data Science Webinar Series
Archived Special Event | FREE

Learn how you can build your data science workflow around insightful questions rather than limited traditional methods. This three-part webinar series introduces Wolfram's multiparadigm approach and demonstrates how to set up a real-world data science pipeline, implement machine learning models and curate computable data.

Course Overview
  • Video 178 minutes
  • Video 281 minutes
  • Video 370 minutes
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Descriptive and Exploratory Statistics

Descriptive and Exploratory Statistics
Video Lesson | FREE

The Wolfram Language provides numerous functions for describing and visualizing properties of data. This class shows how charts, plots and a variety of graphics can be used for understanding the nature of a dataset, the population from which it was sampled and the relationship between variables in the data or underlying population.

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Exploring Web Data with Wolfram Language

Exploring Web Data with Wolfram Language
Archived Special Event | FREE

In this recorded, four-part livecoding series, Arnoud Buzing demonstrates using the Reddit API to import data from a webpage in the JSON format and analyzing it with Wolfram Language. Dataset operations are used for deciphering the structure of the imported data. Image processing and textual analysis capabilities of the language are demonstrated, and the built-in ImageIdentify function is used to recognize imported images.

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Geo Computation

Geo Computation
Video Lesson | FREE

There are several features and functions in Wolfram Language that allow you to perform computations on maps and geographic objects. This video lesson will explore some of the functions used in geo computation. You will learn about using vector maps with coordinate points, tiles, projections and different types of boundaries and labels as well as other components of map objects. Examples will also demonstrate the geometry behind vector maps and geo primitives.

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Graphs and Networks: Concepts and Applications

Graphs and Networks: Concepts and Applications
Video Lesson | FREE

Graph theory and network analysis are used to model and analyze connections between entities in the real world—the World Wide Web, social networks and airline routes, just to name a few. The Wolfram Language provides a unified computational perspective from across multiple disciplines in the application of graphs and networks. This video class covers the fundamental properties of graphs and explores workflows available for network modeling and analysis.

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Hypothesis Testing

Hypothesis Testing
Video Lesson | FREE

The Wolfram Language includes a framework for hypothesis testing. This class explores parametric and nonparametric tests of location, variance or scale, as well as distributional goodness of fit. This class assumes basic familiarity with the Wolfram Language and statistics concepts.

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