Programming for Python Data Science: Principles to Practice
6.406 students enrolled
Accelerate your journey as a data scientist with this data science specialization in Python. Designed for data science beginners, this course series helps you develop the skills necessary to effectively manage, analyze, and communicate insights about data with Python. Whether you're a professional looking to add Python to your data science toolkit or a complete novice, this series offers hands-on practice and frameworks to navigate a full data science pipeline. Across five courses, you’ll develop competency with foundational computer science concepts: algorithm development, data structures, and using the industry-standard text editor for Python, VS Code. You’ll get in-depth experience and create your programs with essential Python libraries for data science — NumPy, Pandas, and Matplotlib. These learning experiences focus on guided, stepwise development of these programs, with live-coding experiences designed to share insights from four experienced data scientists as they navigate these same problems. In the final two courses, you'll focus on modeling, prediction, and visualization, laying the groundwork for exploring advanced topics like machine learning and inferential statistics. By the end of the series, you'll confidently clean and analyze data, uncover compelling insights, and create programs and visualizations for your data science portfolio. Earning your certificate will demonstrate your ability to generate impactful insights from raw data in a data-driven world.
CERTIFICATEKatılım Sertifikası
FORMAT100% Online
DURATION4 ay
What you'll learn
Python Programming
Algorithms
Code Reusability
Data Analysis
Debugging
Computational Logic
Problem Solving
Computer Programming Tools
Scripting Languages
Microsoft Visual Studio
Software Development
Object Oriented Programming (OOP)
Course Content
5 topics
Kurs 1Python Programming Fundamentals
Kurs 2Data Science with NumPy, Sets, and Dictionaries
Kurs 3Pandas for Data Science
Kurs 4Designing Larger Python Programs for Data Science
Kurs 5Data Visualization and Modeling in Python
Details
ProviderDuke University
TypeCourse
CategorySoftware & Programming
LevelBeginner
Duration4 ay
LanguageEnglish
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