Skip to content
BranchesTags

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

1,202 Commits
.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
 
 
.Rprofile
.Rprofile
 
 
._htmlbook_xref.json
._htmlbook_xref.json
 
 
.directory
.directory
 
 
.gitignore
.gitignore
 
 
.nojekyll
.nojekyll
 
 
2d_hist.png
2d_hist.png
 
 
3b1b_spheres.jpg
3b1b_spheres.jpg
 
 
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
 
 
ML_DT_NN.qmd
ML_DT_NN.qmd
 
 
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_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
 
 
atlas-boston_dynamics.jpg
atlas-boston_dynamics.jpg
 
 
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
cc_by_sa.png
 
 
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
 
 

Repository files navigation

DOI:10.5281/zenodo.11412835

Data Science and AI prototyping

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

No Large Language Models were used in the preparation of these lecture notes and of their accompanying material.

About

Data Science and AI prototyping

pglpm.github.io/ADA511/

Topics

artificial-intelligencebayesian-decision-theorybayesian-inferencemachine-learningprobability-theoryrstatsstatistics

Resources

Readme
Activity

Stars

6 stars

Watchers

2 watching

Forks

4 forks
Report repository

Releases

Packages

Used by

Contributors

Languages