Tuesday, October 22, 2024

Data Science Fundamentals - Machine Learning and Statistical Analysis

Colleagues, in the Data Science Fundamentals - Machine Learning and Statistical Analysis: This training program will equip you to analyze a number of datasets from the wild, build a handful of applications, and apply machine learning algorithms in meaningful ways to get real results. And all along the way you learn the best practices and computational techniques used by professional data scientists. You get hands-on experience with the PyData ecosystem by manipulating and modeling data. You explore and transform data with the pandas library, perform statistical analysis with SciPy and NumPy, build regression models with statsmodels, and train machine learning algorithms with scikit-learn. All throughout the course you learn to test your assumptions and models by engaging in rigorous validation. Finally, you learn how to share your results through effective data visualization. Learn to get up and running with a Python data science environment, the basics of the data science process and what each step entails, how (and why) to perform exploratory data analysis in Python with the pandas library, the theory of statistical estimation to make inferences from your data and test hypotheses, the fundamentals of probability and how to use scipy to work with distributions in Python, how to build and evaluate machine learning models with scikit-learn, the basics of data visualization and how to communicate your results effectively, and the importance of creating reproducible analyses and how to share them effectively. 

Enroll today (teams & executives are welcome): https://tinyurl.com/2vu4jm44 


Download your free Data Science - Career Transformation Guide.


For your listening-reading pleasure:


Explore our Data-Driven Organizations Audible and Kindle book series on Amazon:


1 - Data-Driven Decision-Making  (Audible) (Kindle)


2 - Implementing Data Science Methodology: From Data Wrangling to Data Viz (Audible) (Kindle)


Much career success, Lawrence E. Wilson - Data Science Academy (share with your team)



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