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This online course shows how to solve partial differential equations with numerical methods and Python. The methods shown in this course are used in engineering, natural...
In this course, students will go beyond basic data analysis tools to develop multiple linear regression and logistic regression models to address their research question more...
This online course teaches GRU, LSTM, and more modern deep learning, machine learning, and data science skills. Most of the work will be done in Numpy, Matplotlib, and Theano.
In this course, students will learn to find numerical solutions to systems of differential equations. They will write code in Python to fight forest fires, rescue the Apollo 13...
This online course gives an introduction to machine learning models (including logistic regression, multilayer perceptrons, convolutional neural networks, natural language...
This online course series explores the fundamentals of data structures and algorithms with a focus on data science applications. It is designed for learners who are interested...
This online course teaches the fundamental building blocks of programming. The course includes seven modules that show how to write short programs using the Python language. It...
This course will introduce students to the basics of the Structured Query Language (SQL) as well as basic database design for storing data as part of a multi-step data...
After this course students will have a solid understanding about systematic debugging, will know how to automate debugging and will have built several functional debugging tools...
This online course program gives an introduction to key concepts and applications in Deep Learning, including various kinds of neural networks for supervised and unsupervised...
This course will introduce the core data structures of the Python programming language. We will move past the basics of procedural programming and explore how we can use the...
This course will show how one can treat the Internet as a source of data. Students will scrape, parse, and read web data as well as access data using web APIs and will work with...
This course will introduce the learner to applied machine learning, focusing more on the techniques and methods than on the statistics behind these methods.
This online course program shows best practices of how to integrate test-driven software development into the programming workflow. The goal is to be able to write code that...
This online course series explores how to make accurate predictions with data-driven systems and deploy machine learning models using the Python programming language.
The course will teach students how to use computation to accomplish a variety of goals and provides you with a brief introduction to a variety of topics in computational problem...
This course explores computational methods -- algorithms and data structures -- for analyzing DNA sequencing data. Topics include DNA, genomics, and how DNA sequencing is used....
This online course provides a series of Python programming exercises intended to explore the use of numerical modeling in climate sciences. The scientific background for these...
This online course program gives an introduction to Natural Language Processing (NLP). Its goal is for learners to be able to design NLP applications that perform...
This online course gives a basic introduction to the field of deep learning and to building a deep learning model using the Keras library. Some prior knowledge of Python and...
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