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Udacity  ●  Online
Exploratory data analysis is an approach for summarizing and visualizing the important characteristics of a data set. Promoted by John Tukey, exploratory data analysis focuses on exploring data to understand the data's underlying structure and variables, to develop intuition about the data set, to consider how that data set came into existence, and to decide how it can be investigated with more formal statistical methods. If you're interested in supplemental reading material for the course check out the Exploratory Data Analysis book. (Not Required) This course is also a part of our Data Analyst Nanodegree.
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Udacity  ●  Online
When developing chips it is essential that they get verified thoroughly because it is very hard or impossible to fix them once they have been manufactured. In this class, you will learn how to program verification environments that verify chip functionality efficiently, as well as understand and leverage automation such as constrained random test generation and improve code reuse leveraging a standardized methodology.
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Udacity  ●  Online
Learn how to program all the major systems of a robotic car from the leader of Google and Stanford's autonomous driving teams. This class will teach you basic methods in Artificial Intelligence, including: probabilistic inference, planning and search, localization, tracking and control, all with a focus on robotics. Extensive programming examples and assignments will apply these methods in the context of building self-driving cars. This course is offered as part of the Georgia Tech Masters in Computer Science. The updated course includes a final project, where you must chase a runaway robot that is trying to escape!
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Udacity  ●  Online
This course is a quick, fun introduction to using a relational database from your code, using examples in Python. You'll learn the basics of SQL (the Structured Query Language) and database design, as well as the Python API for connecting Python code to a database. You'll also learn a bit about protecting your database-backed web apps from common security problems. After taking this course, you'll be able to write code using a database as a backend to store application data reliably and safely.
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Udacity  ●  Online
Introduction to Psychology is a journey through all of the major psychological concepts and principles. The knowledge gained from this course will allow students to critically evaluate psychological research and have a more in-depth understanding of human thought and behavior.
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Udacity  ●  Online
Try to picture yourself sitting down with your computer, ready to start developing a fully functional web application for the first time, available online for millions to use. "Where should I even begin? How long is this going to take me? Am I making any mistakes along the way?" The questions may leave you with an uneasy feeling that you will learn many lessons the hard way. In this intermediate course, Steve Huffman will teach you everything he wished he knew when he started building Reddit and, more recently, Hipmunk, as a lead engineer. Starting from the basics of how the web works, this course will walk you through core web development concepts such as how internet and browsers fit together, form validations, databases, APIs, integrating with other websites, scaling issues, and more; all of which form part of the knowledge it takes to build a web application of your own.
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Udacity  ●  Online
The Apache™ Hadoop® project develops open-source software for reliable, scalable, distributed computing. Learn the fundamental principles behind it, and how you can use its power to make sense of your Big Data.
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Udacity  ●  Online
This course covers methods for organizing your code, both conceptually and literally. You'll learn the importance of separating concerns when writing JavaScript, gaining hands-on experience along the way. Separating concerns can be done with or without an organizational library or framework. We'll learn how to separate concerns without one, and then we'll explore an organizational library together. You'll also learn strategies for exploring other libraries and frameworks on your own. By the end of this course, you’ll understand (from experience) the importance of code organization, and how to implement it with either vanilla JavaScript or an organizational library or framework. Your applications will start looking clean and professional—not just to your users, but also to anyone who looks at the code driving your applications.
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Udacity  ●  Online
They will work with their peers and advisors to develop apps approved by leading employers as the critical indicators of job-readiness. We designed these projects with expert iOS Developers, iOS Engineers, and hiring managers.
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Udacity  ●  Online
Machine Learning is a first-class ticket to the most exciting careers in data analysis today. As data sources proliferate along with the computing power to process them, going straight to the data is one of the most straightforward ways to quickly gain insights and make predictions. Machine learning brings together computer science and statistics to harness that predictive power. It’s a must-have skill for all aspiring data analysts and data scientists, or anyone else who wants to wrestle all that raw data into refined trends and predictions. This is a class that will teach you the end-to-end process of investigating data through a machine learning lens. It will teach you how to extract and identify useful features that best represent your data, a few of the most important machine learning algorithms, and how to evaluate the performance of your machine learning algorithms. This course is also a part of our Data Analyst Nanodegree.
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Udacity  ●  Online
Yes, there is a better way -- object-oriented programming will allow you to build websites using reusable blocks of code known as libraries, similar to using bricks to build a house. This course is designed to teach web developers how to utilize the various object-oriented programming features within JavaScript, and more importantly, how to write reusable and maintainable libraries that will make your life easier.
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Udacity  ●  Online
HTML and CSS are markup languages and the building blocks that make up the web. This course is called "Not your Typical Intro..." because it does not follow the usual pattern of other courses and tutorials that you find on the Internet. Usually HTML and CSS are taught with a focus on language syntax. But knowing syntax alone does not enable you to create a webpage from a design. You need to know where to start and how to approach the task, in other words - you need to learn how to think like a front-end developer. In this course you will learn how to convert digital design mockups into static web pages. We will teach you how to approach page layout, how to break down a design mockup into page elements, and how to implement that in HTML and CSS. You will also learn about responsive design techniques, which are increasingly important in a world where mobile devices and TV screens are used more and more often to look for information and entertainment.
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