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.github/workflows
.github/workflows
 
 
.ipynb_checkpoints
.ipynb_checkpoints
 
 
.venv
.venv
 
 
_extensions
_extensions
 
 
_freeze
_freeze
 
 
cnn_plot
cnn_plot
 
 
cnn_prob_uncertainties
cnn_prob_uncertainties
 
 
code
code
 
 
datasets
datasets
 
 
docs
docs
 
 
exercise_data
exercise_data
 
 
extra_datasets
extra_datasets
 
 
imagesp
imagesp
 
 
literature
literature
 
 
media
media
 
 
other_code
other_code
 
 
varia
varia
 
 
._htmlbook_xref.json
._htmlbook_xref.json
 
 
.directory
.directory
 
 
.gitignore
.gitignore
 
 
.nojekyll
.nojekyll
 
 
2d_hist.png
2d_hist.png
 
 
ADA511.bib
ADA511.bib
 
 
AI_a_modern_approach.jpg
AI_a_modern_approach.jpg
 
 
Bayes_theorem-_the_geometry_of_changing_beliefs.mp4
Bayes_theorem-_the_geometry_of_changing_beliefs.mp4
 
 
OPM_application_nominal.R
OPM_application_nominal.R
 
 
OPM_application_nominal.ipynb
OPM_application_nominal.ipynb
 
 
PXY.png
PXY.png
 
 
PXY2.png
PXY2.png
 
 
PXY3.png
PXY3.png
 
 
README.md
README.md
 
 
Richard-Feynman---Names-Dont-Constitute-Knowledge.mp4
Richard-Feynman---Names-Dont-Constitute-Knowledge.mp4
 
 
Rintro1.qmd
Rintro1.qmd
 
 
Rintro2.qmd
Rintro2.qmd
 
 
Rintro3.qmd
Rintro3.qmd
 
 
SMART.png
SMART.png
 
 
T_month_fail.png
T_month_fail.png
 
 
XsOs.png
XsOs.png
 
 
_hospital_queue.png
_hospital_queue.png
 
 
_language.yml
_language.yml
 
 
_quarto.yml
_quarto.yml
 
 
_storage_room.png
_storage_room.png
 
 
accept_discard-small.png
accept_discard-small.png
 
 
accept_discard.png
accept_discard.png
 
 
ada511.zip
ada511.zip
 
 
ada511_detailed_topics.txt
ada511_detailed_topics.txt
 
 
ada511logo.png
ada511logo.png
 
 
ada511logo8.png
ada511logo8.png
 
 
ada511logo8_small.png
ada511logo8_small.png
 
 
ada511styles.css
ada511styles.css
 
 
ada511styles.scss
ada511styles.scss
 
 
alan_turing.jpg
alan_turing.jpg
 
 
alan_turing2.jpg
alan_turing2.jpg
 
 
alan_turing3.jpg
alan_turing3.jpg
 
 
assembly_line.png
assembly_line.png
 
 
assembly_line_crop.png
assembly_line_crop.png
 
 
atblack.png
atblack.png
 
 
auto_engineer.jpg
auto_engineer.jpg
 
 
auto_engineer2.jpg
auto_engineer2.jpg
 
 
auto_engineer3.jpg
auto_engineer3.jpg
 
 
auto_engineer3b.jpg
auto_engineer3b.jpg
 
 
automotive-engineer.jpg
automotive-engineer.jpg
 
 
automotive_eng.jpg
automotive_eng.jpg
 
 
basic_decision_tree.png
basic_decision_tree.png
 
 
basic_decision_tree.svg
basic_decision_tree.svg
 
 
basic_decision_tree_agent.png
basic_decision_tree_agent.png
 
 
basic_decision_tree_agent.svg
basic_decision_tree_agent.svg
 
 
basic_decisions.qmd
basic_decisions.qmd
 
 
basic_inference.png
basic_inference.png
 
 
basic_inference.svg
basic_inference.svg
 
 
basic_inference2.png
basic_inference2.png
 
 
basic_inference_red.png
basic_inference_red.png
 
 
bayes_big-bang.jpg
bayes_big-bang.jpg
 
 
bayes_big-bang2.jpg
bayes_big-bang2.jpg
 
 
bayes_big-bang3.jpg
bayes_big-bang3.jpg
 
 
bibliography.qmd
bibliography.qmd
 
 
calloutid.lua
calloutid.lua
 
 
car_mechanic.jpg
car_mechanic.jpg
 
 
cat_image.png
cat_image.png
 
 
categorization-inferences.qmd
categorization-inferences.qmd
 
 
cc_by_sa.png
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choose_bet.png
choose_bet.png
 
 
clusters_labels.jpg
clusters_labels.jpg
 
 
clusters_nolabels.jpg
clusters_nolabels.jpg
 
 
code_design.qmd
code_design.qmd
 
 
colour_hist.png
colour_hist.png
 
 
component_repair.jpg
component_repair.jpg
 
 
component_repair2.jpg
component_repair2.jpg
 
 
cond_prob_saitama.png
cond_prob_saitama.png
 
 
conditional_probability.qmd
conditional_probability.qmd
 
 
conditional_summary.qmd
conditional_summary.qmd
 
 
connection-1-ML.qmd
connection-1-ML.qmd
 
 
connection-2-ML.qmd
connection-2-ML.qmd
 
 
connection-3-ML.qmd
connection-3-ML.qmd
 
 
course_structure.png
course_structure.png
 
 
cover.png
cover.png
 
 
customthemes.scss
customthemes.scss
 
 
decision_tree.svg
decision_tree.svg
 
 
decision_tree_gambler.png
decision_tree_gambler.png
 
 
decision_tree_gambler_right.png
decision_tree_gambler_right.png
 
 

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Data Science and AI prototyping

ada511logo8 This repository contains material and code for the course Data Science and AI prototyping.

DOI:10.5281/zenodo.11412835

About

Material for course ADA511 at HVL

pglpm.github.io/ADA511/

Topics

machine-learning statistics artificial-intelligence rstats bayesian-inference probability-theory bayesian-decision-theory

Resources

Readme
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6 stars

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2 watching

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5 forks
Report repository

Releases 3

v0.4 Latest
May 29, 2026
+ 2 releases

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