Christopher Brooks

Christopher Brooks is a Research Assistant Professor in the School of Information and Director of Learning Analytics and Research in the Office of Digital Education & Innovation at the University of Michigan. His research focus is on the design of tools to better the teaching and learning experience in higher education, with a particular interest in understanding how learning analytics can be applied to human computer interaction through educational data mining, machine learning, and information visualization.

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Introduction to Machine Learning in Sports Analytics (Coursera)

May 6th 2024
Introduction to Machine Learning in Sports Analytics (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
Data Science
Statistics & Data Analysis
Effort
Intermediate
4 Weeks
1-4 Hours/Week
Languages
English
English
Introduction to Machine Learning in Sports Analytics (Coursera)
In this course students will explore supervised machine learning techniques using the python scikit learn (sklearn) toolkit and real-world athletic data to understand both machine learning algorithms and how to predict athletic outcomes. Building on the previous courses in the specialization, students will apply methods such as support vector [...]
Sports Performance Analytics Specialization
Machine Learning
Sports Analytics
Decision Tree
Support Vector Machines
SciKit-Learn
Random Forest
Logistic Regression
Linear Regression
Coursera Plus
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May 6th 2024
Course Auditing
Coursera
University of Michigan
Data Science
Statistics & Data Analysis
Intermediate
4 Weeks
1-4 Hours/Week
32.00 EUR/month
English
English

Llama for Python Programmers (Coursera)

Apr 29th 2024
Llama for Python Programmers (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
CS: Programming
CS: Software Engineering
Effort
Intermediate
3 Weeks
1-4 Hours/Week
Languages
English
English
Llama for Python Programmers (Coursera)
Llama for Python Programmers is designed for programmers who want to leverage the Llama 2 large language model (LLM) and take advantage of the generative artificial intelligence (AI) revolution. In this course, you’ll learn how open-source LLMs can run on self-hosted hardware, made possible through techniques such as quantization [...]
Llama
Python
Python Programming
LLMs
Large Language Models
Coursera Plus
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Apr 29th 2024
Course Auditing
Coursera
University of Michigan
CS: Programming
CS: Software Engineering
Intermediate
3 Weeks
1-4 Hours/Week
45.00 EUR
English
English

Politics and Ethics of Data Analytics in the Public Sector (Coursera)

Apr 29th 2024
Politics and Ethics of Data Analytics in the Public Sector (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
Social Sciences
Effort
Intermediate
3 Weeks
5-10 Hours/Week
Languages
English
English
Politics and Ethics of Data Analytics in the Public Sector (Coursera)
Deepen your understanding of the power and politics of data in the public sector, including how values — in addition to data and evidence — are always part of public sector decision-making. In this course, you will explore common ethical challenges associated with data, data analytics, and randomized controlled [...]
Data Analytics in the Public Sector with R Specialization
Data Analytics
Politics
Ethics
Public Sector
Coursera Plus
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Apr 29th 2024
Course Auditing
Coursera
University of Michigan
Social Sciences
Intermediate
3 Weeks
5-10 Hours/Week
46.00 EUR/month
English
English

Exploratory Data Analysis for the Public Sector with ggplot (Coursera)

Apr 29th 2024
Exploratory Data Analysis for the Public Sector with ggplot (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
Statistics & Data Analysis
Data Science
Effort
Intermediate
4 Weeks
5-10 Hours/Week
Languages
English
English
Exploratory Data Analysis for the Public Sector with ggplot (Coursera)
Learn about the core pillars of the public sector and the core functions of public administration through statistical Exploratory Data Analysis (EDA). Learn analytical and technical skills using the R programming language to explore, visualize, and present data, with a focus on equity and the administrative functions of planning [...]
Data Analytics in the Public Sector with R Specialization
Exploratory Data Analysis
ggplot2
Visualization
EDA
Data Visualization
Coursera Plus
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Apr 29th 2024
Course Auditing
Coursera
University of Michigan
Statistics & Data Analysis
Data Science
Intermediate
4 Weeks
5-10 Hours/Week
46.00 EUR/month
English
English

Assisting Public Sector Decision Makers With Policy Analysis (Coursera)

Apr 29th 2024
Assisting Public Sector Decision Makers With Policy Analysis (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
Social Sciences
Effort
Intermediate
5-12 Weeks
1-4 Hours/Week
Languages
English
English
Assisting Public Sector Decision Makers With Policy Analysis (Coursera)
Develop data analysis skills that support public sector decision-makers by performing policy analysis through all phases of the policymaking process. You will learn how to apply data analysis techniques to the core public sector principles of efficiency, effectiveness, and equity. Through authentic case studies and data sets, you will [...]
Data Analytics in the Public Sector with R Specialization
Policy Analysis
Data Analysis
Coursera Plus
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Apr 29th 2024
Course Auditing
Coursera
University of Michigan
Social Sciences
Intermediate
5-12 Weeks
1-4 Hours/Week
46.00 EUR/month
English
English

Fundamentals of Data Analytics in the Public Sector with R (Coursera)

Apr 29th 2024
Fundamentals of Data Analytics in the Public Sector with R (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
Statistics & Data Analysis
Data Science
Effort
Intermediate
5-12 Weeks
1-4 Hours/Week
Languages
English
English
Fundamentals of Data Analytics in the Public Sector with R (Coursera)
Gain a foundational understanding of key terms and concepts in public administration and public policy while learning foundational programming techniques using the R programming language. You will learn how to execute functions to load, select, filter, mutate, and summarize data frames using the tidyverse libraries with an emphasis on [...]
Data Analytics in the Public Sector with R Specialization
Data Analytics
R Programming
Public Administration
Public Policy
Tidyverse
RStudio
Coursera Plus
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Apr 29th 2024
Course Auditing
Coursera
University of Michigan
Statistics & Data Analysis
Data Science
Intermediate
5-12 Weeks
1-4 Hours/Week
46.00 EUR/month
English
English

Python Project: pillow, tesseract, and opencv (Coursera)

Apr 29th 2024
Python Project: pillow, tesseract, and opencv (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
Computer Science
CS: Programming
CS: Software Engineering
Effort
Intermediate
3 Weeks
5-10 Hours/Week
Languages
English
Arabic
French
Portuguese
Italian
Vietnamese
German
Russian
English
Spanish
Python Project: pillow, tesseract, and opencv (Coursera)
This course will walk you through a hands-on project suitable for a portfolio. You will be introduced to third-party APIs and will be shown how to manipulate images using the Python imaging library (pillow), how to apply optical character recognition to images to recognize text (tesseract and py-tesseract), and [...]
Python 3 Programming Specialization
Programming
Python Programming
Python 3
Python
OpenCV
Coursera Plus
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Apr 29th 2024
Course Auditing
Coursera
University of Michigan
Computer Science
CS: Programming
CS: Software Engineering
Intermediate
3 Weeks
5-10 Hours/Week
41.00 EUR/month
English
Arabic
French
Portuguese
Italian
Vietnamese
German
Russian
English
Spanish

Introduction to Data Science in Python (Coursera)

Apr 29th 2024
Introduction to Data Science in Python (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
Data Science
CS: Software Engineering
Statistics & Data Analysis
Effort
Intermediate
4 Weeks
5-10 Hours/Week
Languages
English
English
Introduction to Data Science in Python (Coursera)
This course will introduce the learner to the basics of the python programming environment, including fundamental python programming techniques such as lambdas, reading and manipulating csv files, and the numpy library. The course will introduce data manipulation and cleaning techniques using the popular python pandas data science library and [...]
Applied Data Science with Python Specialization
Python
Data Science
Data Cleansing
Pandas
NumPy
Python Programming
Data Cleaning
Data Analysis
Data Manipulation
Coursera Plus
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Apr 29th 2024
Course Auditing
Coursera
University of Michigan
Data Science
CS: Software Engineering
Statistics & Data Analysis
Intermediate
4 Weeks
5-10 Hours/Week
41.00 EUR/month
English
English

Applied Plotting, Charting & Data Representation in Python (Coursera)

Apr 22nd 2024
Applied Plotting, Charting & Data Representation in Python (Coursera)
Course Auditing
Coursera
University of Michigan
Categories
Statistics & Data Analysis
Data Science
Effort
Intermediate
4 Weeks
5-10 Hours/Week
Languages
English
Arabic
French
Portuguese
Italian
Vietnamese
Korean
German
Russian
English
Spanish
Applied Plotting, Charting & Data Representation in Python (Coursera)
This course will introduce the learner to information visualization basics, with a focus on reporting and charting using the matplotlib library. The course will start with a design and information literacy perspective, touching on what makes a good and bad visualization, and what statistical measures translate into in terms [...]
Applied Data Science with Python Specialization
Data Representation
Python
Charting
Plotting
Matplotlib
DataViz
Data Virtualization
Python Programming
Data Science
Data Analysis
Coursera Plus
View more details
Apr 22nd 2024
Course Auditing
Coursera
University of Michigan
Statistics & Data Analysis
Data Science
Intermediate
4 Weeks
5-10 Hours/Week
41.00 EUR/month
English
Arabic
French
Portuguese
Italian
Vietnamese
Korean
German
Russian
English
Spanish