This course will help you master time series forecasting using Facebook Prophet in Python. You'll learn how to leverage this powerful tool for accurate predictions and data analysis. By the end of this course, you will be proficient in working with time series data, performing forecasting, and analyzing results to make informed decisions. The course starts by introducing you to … [Read more...] about Time Series Forecasting with Facebook Prophet in Python
Data Analysis
Creating Impactful Data Visualizations with Generative AI
1. Many believe that data visualization is just about making charts look pretty or adding colors to graphs. Others think that complex visuals always deliver deeper insights, or that anyone can create great visualizations with the right software. But here’s the reality: effective data visualization is about clarity, simplicity, and telling the right story without overwhelming … [Read more...] about Creating Impactful Data Visualizations with Generative AI
Python Debugging Capstone Project: Fixing and Extending Code
In “Python Debugging Capstone Project: Fixing and Extending Code,” you will undertake a comprehensive coding project that demonstrates your ability to use NumPy, pandas, and SciPy for advanced data manipulation and scientific computing. You will use the skills and best practices learned throughout the series to debug and analyze real-world data. This project will involve … [Read more...] about Python Debugging Capstone Project: Fixing and Extending Code
Statistics with Python Using NumPy, Pandas, and SciPy
“Statistics with Python Using NumPy, Pandas, and SciPy” explores how to apply statistical and mathematical techniques to data science problems. Throughout the first half of the course, you’ll work on reviewing vector dot products, interpreting text as vectors, and matrix multiplication. You’ll also explore the basics of probability, laying the groundwork for statistical … [Read more...] about Statistics with Python Using NumPy, Pandas, and SciPy
Data I/O and Preprocessing with Python and SQL
This course focuses on collecting and preprocessing real-world data, moving beyond the clean datasets that learners have encountered in earlier coursework. The core narrative is about handling data as it exists "in the wild" - messy, inconsistent, and coming from various sources. The course includes three modules focusing on data from different sources: web scraping, APIs, and … [Read more...] about Data I/O and Preprocessing with Python and SQL