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Cloud
Cloud
Argo Workflows
Intro to GCP
Intro to GKE
GKE Objects and specs
Deep Learning
Deep Learning
Configure GPU on windows
Setup for FastAI v1
Setup for FastAI v2
Getting started with Fast.ai
Image classification with FastAI
Concepts - `vision` module of FastAI
Concepts - Neural Nets
Concepts - Backpropagation
Machine Learning
Machine Learning
Core Concepts
Core Concepts
ML Concepts
Scikit Learn syntax
Understanding Gradient Descent
A primer on linear algebra
Naive Bayes classification - Sklearn
Generalized linear models
Generalized linear models
Linear regression concepts
Solving multivariate linear regression
Analytical vs Gradient Descent methods for linear regression
Logistic regression concepts
Model regularization
Applications
Applications
Implementing Gradient Descent for Linear Regression
Applying Linear Regression with scikit-learn and statmodels
Implementing Gradient Descent for Logistic Regression
MNIST digits classification using Logistic regression in Scikit-Learn
Statistics
Statistics
Data collection methodologies
Describing Data Statistically
Conditional Probability
Normal distribution
Binomial and Poisson distributions
Hypothesis testing
Statistical Learning
Linear regression concepts
Distributed Computing
Distributed Computing
PySpark an Introduction
Predicting CA housing prices using SparkMLib
Analyzing historic hurricane tracks - Part 1/3
Analyzing hurricane tracks - Part 2/3
Analyzing hurricane tracks - Part 3/3
Spatial Analysis
Spatial Analysis
Spatial data structures
Spatial statistics
Math
Math
Mathematics - a practical odyssey
Fun
Fun
Model complexity vs accuracy - empirical anlaysis
Verifying Central Limit Theorem
Verifying Central Limit Theorem in regression
Apps
Apps
Fire map
Wildfire hazard potential
Quake map
USA Pluscodes
Flask notes
Fullstack Python app
Books
Books
GIS for Science - Climate Modeling chapter
Reviewer - Advanced Python Scripting for ArcGIS
Reviewer - Python Scripting for ArcGIS
Reviewer - Essential Python
Talks
Talks
2020 Esri Training Seminar
2020 Esri Developer Summit
2020 Spatial Data Science MOOC
2019 Esri Developer Summit
2019 Directions Magazine Webinar
2019 FOSS4G North America
2018 Esri Developer Summit
2018 GeoDev Meetup
2017 GeoDev Meetup
2017 Esri Developer Summit
2017 Esri User Conference
2015 Esri User Conference
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Projects
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