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  • Others 
    Intermediate Machine Learning

    Intermediate Machine Learning

    Learn to handle missing values, non-numeric values, data leakage and more. Your models will be more accurate and useful.

    Subjects:
    Computing
    Keywords:
    Python (Computer program language) Machine learning
    Resource Type:
    Others
     
  • Others 
    Python

    Python

    Learn the most important language for data science.

    Subjects:
    Computing
    Keywords:
    Python (Computer program language)
    Resource Type:
    Others
     
  • Others 
    Intro to SQL

    Intro to SQL

    Learn SQL for working with databases, using Google BigQuery to scale to massive datasets.

    Subjects:
    Computing
    Keywords:
    Database management SQL (Computer program language)
    Resource Type:
    Others
     
  • Others 
    Natural Language Processing

    Natural Language Processing

    Distinguish yourself by learning to work with text data.

    Subjects:
    Computing
    Keywords:
    Python (Computer program language) Natural language processing (Computer science)
    Resource Type:
    Others
     
  • Others 
    Deep Learning

    Deep Learning

    Use TensorFlow to take machine learning to the next level. Your new skills will amaze you.

    Subjects:
    Computing
    Keywords:
    Python (Computer program language) Machine learning
    Resource Type:
    Others
     
  • Others 
    Feature Engineering

    Feature Engineering

    Discover the most effective way to improve your models.

    Subjects:
    Computing
    Keywords:
    Machine learning Data mining Python (Computer program language)
    Resource Type:
    Others
     
  • Others 
    Pandas

    Pandas

    Solve short hands-on challenges to perfect your data manipulation skills.

    Subjects:
    Computing
    Keywords:
    Python (Computer program language) Electronic data processing Information visualization
    Resource Type:
    Others
     
  • Courseware 
    Data Analysis: Take it to the MAX

    Data Analysis: Take it to the MAX

    This course is for all of those struggling with data analysis. You will learn: - Overcome data analysis challenges in your work and research - Increase your productivity and make better business decisions - Enhance your data analysis skills using spreadsheets - Learn about advanced spreadsheet possibilities like array formulas and pivottables - Learn about Excel 2013 features like PowerPivot & PowerMap - Learn to organize and test your spreadsheets

    Subjects:
    Computing
    Keywords:
    Electronic spreadsheets -- Computer programs Visual analytics Python (Computer program language) Information visualization Microsoft Excel (Computer file)
    Resource Type:
    Courseware
     
  • Courseware 
    Introduction to Functional Programming

    Introduction to Functional Programming

    Broadly speaking, functional programming is a style of programming in which the primary method of computation is the application of functions to arguments. Among other features, functional languages offer a compact notation for writing programs, powerful abstraction methods for structuring programs, and a simple mathematical basis that supports reasoning about programs. Functional languages represent the leading edge of programming language design, and the primary setting in which new programming concepts are introduced and studied. All contemporary programming languages such as Hack/PHP, C#, Visual Basic, F#, C++, JavaScript, Python, Ruby, Java, Scala, Clojure, Groovy, Racket, … support higher-order programming via the concept of closures or lambda expressions. This course will use Haskell as the medium for understanding the basic principles of functional programming. While the specific language isn’t all that important, Haskell is a pure functional language so it is entirely appropriate for learning the essential ingredients of programming using mathematical functions. It is also a relatively small language, and hence it should be easy for you to get up to speed with Haskell. Once you understand the Why, What and How that underlies pure functional programming and learned to “think like a fundamentalist”, we will apply the concepts of functional programming to “code like a hacker” in mainstream programming languages, using Facebook’s novel Hack language as our main example. This course assumes no prior knowledge of functional programming, but assumes you have at least one year of programming experience in a regular programming language such as Java, .NET, Javascript or PHP.

    Subjects:
    Computing
    Keywords:
    Haskell (Computer program language) Functional programming (Computer science)
    Resource Type:
    Courseware
     
  • Courseware 
    Introduction to Computer Science and Programming in Python

    Introduction to Computer Science and Programming in Python

    6.0001 Introduction to Computer Science and Programming in Python is intended for students with little or no programming experience. It aims to provide students with an understanding of the role computation can play in solving problems and to help students, regardless of their major, feel justifiably confident of their ability to write small programs that allow them to accomplish useful goals. The class uses the Python 3.5 programming language.

    Subjects:
    Computing
    Keywords:
    Computer programming Computer science Python (Computer program language)
    Resource Type:
    Courseware