Advanced Statistical Modeling for Deep Learning and AI
Master Advanced Statistics, Deep Learning Optimization, Time Series Forecasting, Bayesian Modeling
4.39 (9 reviews)
6 375
students
5.5 hours
content
Apr 2025
last update
$19.99
regular price
What you will learn
Understand and apply key probability distributions, including Normal, Binomial, and Poisson distributions.
Transform skewed datasets into normal distributions using techniques like log, square root, and power transformations.
Calculate and interpret confidence intervals for critical statistical estimates, such as model accuracy.
Distinguish between population data and sample data, and understand their roles in analysis.
Perform random sampling correctly and understand its impact on the validity of data analysis.
Evaluate classification models using metrics like accuracy, precision, recall, and F1 score.
Identify and manage underfitting and overfitting issues in machine learning and statistical modeling.
Apply statistical modeling concepts to real-world deep learning workflows.
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5562936
udemy ID
17/09/2023
course created date
16/10/2023
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