Free U-M Access
Course
Introduction to Data Science in Python
Learn Python basics and explore data manipulation using Pandas to clean, analyze, and visualize tabular data.
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Cost
Duration
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Subject
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Showing 1–25 of 52 items
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4 weeks
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Free U-M Access Course5 weeksData Structures for Designers Using Python
Use Python data structures and object-oriented design to enhance creative projects and develop computational thinking for visual design.
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Free U-M Access Course4 weeksPython Classes and Inheritance
Learn to design and use Python classes, inheritance, and automated testing to build structured and reusable code.
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Free U-M Access Course5 weeksPython Project: Software Engineering and Image Manipulation
Create a portfolio-ready software engineering project using Python libraries for image recognition and manipulation.
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Free U-M Access Course4 weeksInferential Statistical Analysis with Python
Build confidence in inferential statistics using Python to estimate population values and test hypotheses with real-world data.
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Free U-M Access Course3 weeksData Collection and Processing with Python
Retrieve and process complex web data using Python APIs, list comprehensions, and build a real-world tag recommendation system.
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Free U-M Access Course4 weeksApplied Unsupervised Learning in Python
Discover how to use unsupervised learning techniques to find patterns in data, including clustering, topic modeling, and dimensionality reduction.
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Free U-M Access Course4 weeksPython Debugging Capstone Project: Fixing and Extending Code
Apply debugging strategies and data science tools to analyze real-world datasets and document your coding process in a capstone project.
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Free U-M Access Course5 weeksPython Fundamentals for Designers
Learn to code visually with Python through dynamic shapes and data structures using the Processing platform.
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Free U-M Access Course4 weeksStatistics with Python Using NumPy, Pandas, and SciPy
Apply Python and scientific libraries like NumPy and SciPy to solve statistical problems and explore probability, distributions, and relationships in data.
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Free U-M Access Course1 weekLlama for Python Programmers
Learn how to integrate Meta’s Llama 2 into Python workflows using prompting, quantization, and open-source LLMs for generative AI.
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Free U-M Access Course7 weeksProgramming for Everybody (Getting Started with Python)
Learn Python from scratch and build your first programs using simple instructions—no math or coding experience required.
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Free U-M Access Course3 weeksNetwork Modeling and Analysis in Python
Use Python and NetworkX to analyze complex systems like epidemics and social media using network theory and diffusion models.
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Free U-M Access Course4 weeksApplied Text Mining in Python
Master text cleaning, classification, and topic modeling using Python and NLP to extract meaning from large text datasets.
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Free U-M Access Course4 weeksApplied Plotting, Charting & Data Representation in Python
Learn to create meaningful data visualizations in Python using matplotlib and design principles for clarity and insight.
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Free U-M Access Course4 weeksApplied Machine Learning in Python
Apply machine learning techniques in Python to build, validate, and optimize predictive models using scikit-learn.
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Free U-M Access Course4 weeksPython Debugging: A Systematic Approach
Learn structured debugging techniques in Python using loops, control structures, and the OILER framework to write and troubleshoot code effectively.
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Free U-M Access Course4 weeksUnderstanding and Visualizing Data with Python
Learn statistical fundamentals, including study design, data visualization, and inference, while using Python tools like Pandas and Matplotlib to analyze data.
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Free U-M Access Course5 weeksPython Functions, Files, and Dictionaries
Master user-defined functions, dictionaries, and file handling to perform text analysis and compute sentiment from social media data.
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Free U-M Access Course6 weeksUsing Python to Access Web Data
Learn to access, parse, and work with web data using Python, including APIs, HTML, XML, and JSON formats.
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Free U-M Access Course7 weeksCapstone: Retrieving, Processing, and Visualizing Data with Python
Apply your Python skills in a final project to retrieve, process, and visualize data using real-world datasets.
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Free U-M Access Course4 weeksBig Ideas in Programming: Expressing Yourself with Python
Master Python fundamentals and creative coding skills to automate tasks, tell stories, and build expressive digital projects.
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Free U-M Access Course4 weeksData Mining in Python
Learn to extract patterns from real-world datasets using data mining principles and Python for business and social insights.
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Free U-M Access Course4 weeksPython Basics
Begin coding with Python 3 by learning control structures, data types, and visual programming with Turtle graphics.
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Free U-M Access Course5 weeksCreative Coding for Designers Using Python
Use Python to create generative art and dynamic visual designs with project-based coding in Processing.
