GeostatsGuy Lectures
I'm Michael Pyrcz, a Professor in the Cockrell School of Engineering and Jackson School of Geosciences, at The University of Texas at Austin.
I teach and research data analytics, geostatistics and machine learning and I share all of my university educational content with the world!
- 100s of recorded data science lectures
- 100s of well-documented data science workflows in Python
- 50 interactive Python dashboards
I do this to support my students with evergreen content that outlasts the semester and assist working professionals to learn and apply data science.
My goal is accessible and actionable educational content for all, because education changed my life (learn more at https://michaelpyrcz.com/my-story).
The channel playlists include my university classes:
1. Data Analytics and Geostatistics
2. Spatial Data Analytics and Modeling Modeling
3. Machine Learning
and:
4. Data Science Basics in Python
5. Data Science Interactive Demonstrations
6. Random Talks
Simple Kriging Lecture
09 Data Science Interactive: Monte Carlo Simulation
08 Data Science Interactive: Central Limit Theorem
07 Data Science Interactive: Correlation Coefficients with Outliers
06 Data Science Interactive: Correlation Coefficients
05 Data Science Interactive: Distribution Transformation for Machine Learning Feature Engineering
04 Data Science Interactive: Norms for Machine Learning
03 Data Science Interactive: Bayesian Coin Example
02 Data Science Interactive: Bayesian Updating
01 Data Science Interactive: Marginal, Joint, Conditional
16c Data Analytics: Decision Making
Data Science Basics: Bootstrap
Data Science Basics: Bivariate Data Visualization
Data Science Basics: Univariate Statistics
Data Science Basics: Predictive Machine Learning
DIRECT 2021 14 Tuning Deep Learning Models Maldonado-Cruz
DIRECT 2021 10 Deep Learning Multi-scale Modeling
DIRECT 2021 11 Machine Learning History Matching
DIRECT 2021 12 Scientific Machine Learning
DIRECT 2021 13 Multi-scale Neural Networks Santos
DIRECT 2021 09 Spatial Variogram via CNN
DIRECT 2021 08 Spatial Statistics for Modeling
DIRECT 2021 06 Machine Learning Spatial Bias Mitigation
DIRECT 2021 07 CRM for scikit-learn Estimator
DIRECT 2021 05 ML Well Correlation
DIRECT 2021 04 Spatial Data Analytics
DIRECT 2021 01 Introduction
DIRECT 2021 02 Dynamic Time Warping
Data Science Basics: Pipelines
Texas Groundwater Uncertainty Keynote July, 2021