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Atma's blog
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Argo Workflows
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Configure GPU on windows
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Image classification with FastAI
Concepts - `vision` module of FastAI
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Machine Learning
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Core Concepts
Core Concepts
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Scikit Learn syntax
Understanding Gradient Descent
A primer on linear algebra
Naive Bayes classification - Sklearn
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Generalized linear models
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Solving multivariate linear regression
Analytical vs Gradient Descent methods for linear regression
Logistic regression concepts
Model regularization
Applications
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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
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Math
Math
Mathematics - a practical odyssey
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Model complexity vs accuracy - empirical anlaysis
Verifying Central Limit Theorem
Verifying Central Limit Theorem in regression
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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
Blog
2017 GeoDev Meetup