Calendar
follow
/calendar
Resources
follow
/resources
Syllabus
follow
/syllabus
Calendar
follow
/calendar
Resources
follow
/resources
Resources
follow
/resources
(Berkeley Academic Guide page)
follow
https://classes.berkeley.edu/content/2021-fall-compsci-189-001-lec-001
Jennifer Listgarten
follow
http://www.jennifer.listgarten.com
Jitendra Malik
follow
https://people.eecs.berkeley.edu/~malik/
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ksuwfbh4qp949j
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kstvl0d1k2h3pe
video
follow
https://www.youtube.com/watch?v=YKLnDUuyo-0&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Discussion 0
follow
/static/discussions/dis0.pdf
solution
follow
static/discussions/dis0-sol.pdf
Homework 0
follow
/static/homeworks/hw0.pdf
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kt0nil86hh76rp
video
follow
https://www.youtube.com/watch?v=dFM9RHd9diY&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktd6yn161kcn
video
follow
https://www.youtube.com/watch?v=oqNOnjDptKY&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Discussion 1
follow
/static/discussions/dis1.pdf
solution
follow
static/discussions/dis1-sol.pdf
Homework 1
follow
/static/homeworks/hw1.pdf
zip
follow
/static/homeworks/hw1-data.zip
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktakgml8i6e4i3
video
follow
https://www.youtube.com/watch?v=D8EHRzLcIPA&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktakgml8i6e4i3
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktdeauxfuxj5st
video
follow
https://www.youtube.com/watch?v=7jbi9_QGKCA&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Discussion 2
follow
/static/discussions/dis2.pdf
solution
follow
static/discussions/dis2-sol.pdf
Homework 1
follow
/static/homeworks/hw1.pdf
zip
follow
/static/homeworks/hw1-data.zip
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktdeauxfuxj5st
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktkjptzhuwn56l
video
follow
https://www.youtube.com/watch?v=1VcEhCDf7l4&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktkjptzhuwn56l
video
follow
https://www.youtube.com/watch?v=s4nd1XTYkSA&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Discussion 3
follow
/static/discussions/dis3.pdf
solution
follow
static/discussions/dis3-sol.pdf
Homework 2
follow
/static/homeworks/hw2.pdf
zip
follow
/static/homeworks/hw2-data.zip
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktltxrd097a3p0
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktuxs6fjfa04ac
video
follow
https://www.youtube.com/watch?v=-DT8LUs9WGI&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktxez48tbcu67j
video
follow
https://www.youtube.com/watch?v=eXywUlXkjK8&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Discussion 4
follow
/static/discussions/dis4.pdf
solution
follow
static/discussions/dis4-sol.pdf
Homework 2
follow
/static/homeworks/hw2.pdf
zip
follow
/static/homeworks/hw2-data.zip
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ku4kgdj0655hv
video
follow
https://www.youtube.com/watch?v=CtJMCWhJ6QI&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ku7fdghsjdr2xl
video
follow
https://www.youtube.com/watch?v=sbQzuXzEX2g&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Discussion 5
follow
/static/discussions/dis5.pdf
solution
follow
static/discussions/dis5-sol.pdf
Homework 3
follow
/static/homeworks/hw3.pdf
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kuekpko23dr4i2
video
follow
https://www.youtube.com/watch?v=xtKnv74juuo&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kuheomvanff3wr
video
follow
https://www.youtube.com/watch?v=JTGF835E5xs&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
logistics
follow
https://piazza.com/class/ksf3khsusm56hn?cid=257
Discussion 6
follow
/static/discussions/dis6.pdf
solution
follow
static/discussions/dis6-sol.pdf
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kuoqbv7b1bj6au
video
follow
https://www.youtube.com/watch?v=fqE-CUaGq5Q&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kurj04plheiko
video
follow
https://www.youtube.com/watch?v=MlbZe4tVQHc&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Discussion 7
follow
/static/discussions/dis7.pdf
solution
follow
static/discussions/dis7-sol.pdf
Homework 4
follow
/static/homeworks/hw4.pdf
zip
follow
/static/homeworks/hw4-data.zip
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kuyktmlianh48d
video
follow
https://www.youtube.com/watch?v=QOrK4rgqnSE&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kv1vwvz5xuw64o
video
follow
https://www.youtube.com/watch?v=KwNIFAPGoxE&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Discussion 0: Math review and self-assessment
follow
/static/discussions/dis0.pdf
solution
follow
static/discussions/dis0-sol.pdf
Discussion 1: MLE, linear regression, and MAP
follow
/static/discussions/dis1.pdf
solution
follow
static/discussions/dis1-sol.pdf
Discussion 2: MAP and regularized regression
follow
/static/discussions/dis2.pdf
solution
follow
static/discussions/dis2-sol.pdf
Discussion 3: Logistic regression and backpropagation
follow
/static/discussions/dis3.pdf
solution
follow
static/discussions/dis3-sol.pdf
Discussion 4: Decision theory and bias/variance
follow
/static/discussions/dis4.pdf
solution
follow
static/discussions/dis4-sol.pdf
Discussion 5: Principal components analysis
follow
/static/discussions/dis5.pdf
solution
follow
static/discussions/dis5-sol.pdf
Discussion 6: Midterm review
follow
/static/discussions/dis6.pdf
solution
follow
static/discussions/dis6-sol.pdf
Discussion 7: Clustering, kernel methods, PCA, and SVMs
follow
/static/discussions/dis7.pdf
solution
follow
static/discussions/dis7-sol.pdf
Homework 0: Math review and self-assessment
follow
/static/homeworks/hw0.pdf
Homework 1: MVGs, linear and logistic regression, and cross-validation
follow
/static/homeworks/hw1.pdf
zip
follow
/static/homeworks/hw1-data.zip
Homework 2: Neural networks
follow
/static/homeworks/hw2.pdf
zip
follow
/static/homeworks/hw2-data.zip
Homework 3: More classification and regression, and bias-variance
follow
/static/homeworks/hw3.pdf
Homework 4: Kernels, kernel ridge regression, and PCA
follow
/static/homeworks/hw4.pdf
zip
follow
/static/homeworks/hw4-data.zip
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ksuwfbh4qp949j
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kstvl0d1k2h3pe
video
follow
https://www.youtube.com/watch?v=YKLnDUuyo-0&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kt0nil86hh76rp
video
follow
https://www.youtube.com/watch?v=dFM9RHd9diY&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktd6yn161kcn
video
follow
https://www.youtube.com/watch?v=oqNOnjDptKY&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktakgml8i6e4i3
video
follow
https://www.youtube.com/watch?v=D8EHRzLcIPA&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktakgml8i6e4i3
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktdeauxfuxj5st
video
follow
https://www.youtube.com/watch?v=7jbi9_QGKCA&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktdeauxfuxj5st
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktkjptzhuwn56l
video
follow
https://www.youtube.com/watch?v=1VcEhCDf7l4&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktkjptzhuwn56l
video
follow
https://www.youtube.com/watch?v=s4nd1XTYkSA&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktltxrd097a3p0
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktuxs6fjfa04ac
video
follow
https://www.youtube.com/watch?v=-DT8LUs9WGI&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ktxez48tbcu67j
video
follow
https://www.youtube.com/watch?v=eXywUlXkjK8&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ku4kgdj0655hv
video
follow
https://www.youtube.com/watch?v=CtJMCWhJ6QI&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/ku7fdghsjdr2xl
video
follow
https://www.youtube.com/watch?v=sbQzuXzEX2g&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kuekpko23dr4i2
video
follow
https://www.youtube.com/watch?v=xtKnv74juuo&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kuheomvanff3wr
video
follow
https://www.youtube.com/watch?v=JTGF835E5xs&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kuoqbv7b1bj6au
video
follow
https://www.youtube.com/watch?v=fqE-CUaGq5Q&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kurj04plheiko
video
follow
https://www.youtube.com/watch?v=MlbZe4tVQHc&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kuyktmlianh48d
video
follow
https://www.youtube.com/watch?v=QOrK4rgqnSE&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
slides
follow
https://piazza.com/class_profile/get_resource/ksf3khsusm56hn/kv1vwvz5xuw64o
video
follow
https://www.youtube.com/watch?v=KwNIFAPGoxE&list=PL269ASF_g7Uvw-xz_w-NF97cUQgVOQI9B
Calendar
follow
/calendar
Resources
follow
/resources
Syllabus
follow
/syllabus