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In this course, you’ll learn about Data Science tools like Jupyter Notebooks, RStudio IDE, and Watson Studio. You will learn what each tool is used for, what programming languages they can execute, their features and limitations and how data scientists use these tools today.
With the tools hosted in the cloud, you will be able to test each tool and follow instructions to run simple code in Python or R. To complete the course, you will create a final project with a Jupyter Notebook on IBM Watson Studio on Cloud and demonstrate your proficiency in preparing a notebook, writing Markdown, and sharing your work with your peers.
This hands-on course will get you up and running with some of the latest and greatest data science tools.
Module 1 – Language of Data Science
Question: Which of the following statements is true?
Question: Which of the following are SQL databases? (Select all that apply.)
Question: Which statements are true about Open Source and Free Software? (Select all that apply.)
Question: Is the following statement true or false: “R integrates well with other computer languages like C++, Java, C, .Net and Python.”
Question: Which of the following languages can be used for data science?
Question: Which of the following is used to make Artificial intelligence and Machine Learning possible? (Select all that apply.)
Module 2 – Data Science Tools
Question: Which of the following are common tasks in data science?
Question: Which of the following are data management tools? (Select all that apply.)
Question: Which of the following are Data Integration and Transformation tools? (Select all that apply.)
Question: Which statement about JupyterLab is correct?
Question: Which statement about RStudio is correct?
Question: Which statements about IBM Watson Studio and OpenScale are correct? (Select all that apply.)
Module 3 – Packages, APIs, Datasets and Models
Question: Which scientific computing library provides data structures and data analysis tools for Python?
Question: What does the acronym API stand for?
Question: True or False: Open data is always distributed under a Community Data License Agreement.
Question: Which of the following is not a type of Machine Learning?
Question: Which of the following is NOT a deep learning framework?
Question: Fill in the blank: The MAX model-serving microservices expose a _________________ that applications use to consume a model.
Module 4 – Github
Question: Which of the following statements are true?
Question: Which of the following statements about repositories are correct? (Select all that apply.)
Question: What is the best process contributing a bugfix to a foreign repository?
Module 5 – Jupyter Notebooks and JupyterLab
Question: Which of the following functions do Jupyter Notebooks unify?
Question: Which statement is true about Jupyter Notebooks?
Question: What is a Jupyter Notebook kernel?
Module 6 – RStudio IDE
Question: Which of the following functions does RStudio unify? (Select all that apply.)
Question: Which statement is true about the R Studio IDE?
Question: Which statement about R packages is correct?
Module 7 – Watson Studio
Question: Fill in the blank: In Watson Studio, a ____________ is how you organize your resources to achieve a particular goal. Resources can include data, collaborators, and analytic assets like notebooks and models.
Question: Fill in the blank: It’s a best practice to remove or replace _____________ before publishing to GitHub.
Question: Which of the following do you need to create in order to publish a notebook to your GitHub repository?
Question: Fill in the blank: If you’d like to schedule a notebook in Watson Studio to run at a different time you can create a(n) _____________.
Question: Fill in the blank: On the environments tab you can define the _________________.
Question: Fill in the blank: When sharing a read only version of a notebook, you can choose to share __________________.
Question: Fill in the blank: When working in a Jupyter Notebook, before returning to a project, it’s important to ________________________.
Question: Fill in the blank: Before running a notebook, it’s a best practice to ____________ to describe what the notebook does.
Question: Fill in the blank: In the _____________ tab you can define the hardware size and software configuration for the runtime associated with Watson Studio tools such as notebooks.
Question: Fill in the blank: IBM Cloud uses ______________ as a way for you to organize your account resources in customizable groupings so that you can quickly assign users access to more than one resource at a time.
Final Exam
Question: Which are the three most used languages for data science? (Select all that apply.)
Question: Which of these is a database query language?
Question: Is it possible to use machine learning within a web browser with Javascript?
Question: Which of these is not a machine learning or deep learning library for Python?
Question: Comma Separated Values (CSV) is a commonly used format to store:
Question: Classification models can be used to determine whether:
Question: Generally speaking, which type of model is used to predict a numerical value, such as the potential sales price of a used car?
Question: Fill in the blank: ________________ is the heart of every organization.
Question: What does the “BI” in BI Tools stand for?
Question: Which of the following are true about Data Asset Management?
Question: Which are the two most used open source tools for data science? (Select all that apply.)
Question: What tool do most R developers use?
Question: What tool do most Python developers use?
Question: True or false? Jupyter Notebooks / JupyterLab support development in R.
Question: Which tool unifies documentation, source code and data visualizations into a single document?
Question: Which command is used to install packages in R?
Question: Which of the following functions does RStudio provide?
Question: True or False: The Jupyter Notebook kernel must be installed on a local server.
Question: Which of the following statements about Jupyter Notebooks is correct?
Question: True or false? R studio supports development in Python.
Question: Which feature in Watson Studio helps to keep track of and discover relevant Machine Learning assets?
Question: Fill in the blank: If you’d like to schedule a notebook in Watson Studio to run at a different time you can create a(n) ________.
Question: Fill in the blank: In the __________ tab you can define the hardware size and software configuration for the runtime associated with Watson Studio tools such as Notebook.
Question: Fill in the blank: It’s a best practice to remove or replace _____________ before publishing to GitHub.
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