๋ณธ๋ฌธ ๋ฐ”๋กœ๊ฐ€๊ธฐ
๊ธฐํƒ€ ํฌ์ŠคํŠธ

์ฝ”๋”ฉ, ๋”ฅ๋Ÿฌ๋‹ ๊ณต๋ถ€ํ•  ๋งํฌ๋“ค

by ํ–‰๋ฑ 2019. 10. 7.

์ฝ”๋”ฉ/์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ณต๋ถ€

๋ฆฟ์ฝ”๋“œ

https://leetcode.com/problemset/all/

 

ํ”„๋กœ๊ทธ๋ž˜๋จธ์Šค

https://programmers.co.kr/learn/challenges

 

๊ตฌ๊ธ€ ํ‚ฅ์Šคํƒ€ํŠธ

https://codingcompetitions.withgoogle.com/kickstart/

 

๋ฐฑ์ค€ ์•Œ๊ณ ๋ฆฌ์ฆ˜

https://www.acmicpc.net/

 

exercism

https://exercism.io

 

์ฑ…์€..

  • ํด๋ฆฐ์ฝ”๋“œ
  • ์ „๋ฌธ๊ฐ€๋ฅผ ์œ„ํ•œ ํŒŒ์ด์ฌ
  • ์ฝ”๋”ฉ ์ธํ„ฐ๋ทฐ ์™„์ „ ๋ถ„์„
  • ์‰ฝ๊ฒŒ ๋ฐฐ์šฐ๋Š” ์•Œ๊ณ ๋ฆฌ์ฆ˜

 

๋”ฅ๋Ÿฌ๋‹ ๊ณต๋ถ€

CS231n

https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv

๋”ฅ๋Ÿฌ๋‹ ๊ธฐ๋ฐ˜์„ ๋‹ค์งˆ ์ˆ˜ ์žˆ๋Š” ๋Œ€ํ‘œ์ ์ธ ๋ช…๊ฐ•์˜๋กœ ์ •ํ‰์ด ๋‚˜์žˆ๊ณ , (ํŠนํžˆ ๋น„์ „ ์ชฝ)
์›Œ๋‚™ ์œ ๋ช…ํ•œ ๊ฐ•์˜๋ผ ํ•œ๊ธ€๋กœ ์ •๋ฆฌ๋œ ์ž๋ฃŒ๋„ ๊ตฌ๊ธ€๋งํ•˜๋ฉด ์‰ฝ๊ฒŒ ์ฐพ์„ ์ˆ˜ ์žˆ๋‹ค.

 

Coursera Andrew ng

https://ko.coursera.org/courses?query=machine%20learning%20andrew%20ng

์ด๋ก ์ ์ธ ๋‚ด์šฉ๋ถ€ํ„ฐ ์‹ค๋ฌด์— ์“ฐ์ผ ๋‚ด์šฉ๊นŒ์ง€ ๋‹ด๊ณ  ์žˆ๋‹ค.
์œ ๋ฃŒ๊ธฐ ๋•Œ๋ฌธ์— ์ง„์งœ ๋“ค์„ ๋•Œ ๊ฒฐ์ œํ•ด์•ผํ•œ๋‹ค..!

 

Full Stack Deep Learning Bootcamp

https://fullstackdeeplearning.com/march2019

https://zzsza.github.io/mlops/2019/10/06/fullstack-deeplearning-bootcamp/?fbclid=IwAR1goJuyol7UCRgXW_9tQpBPW4ZcFwKZdeZ-yuTetrhkf1-JzitXQESTxgE

TF-KR์— ์˜ฌ๋ผ์™”๋˜ ๊ฐ•์˜.
ํ•œ๊ธ€ ๋…ธํŠธ ๋ฐ ์ถ”์ฒœ๊ธ€์€ ๋‘ ๋ฒˆ์งธ ๋งํฌ์—...

 

๊ตฌ๊ธ€ ๋จธ์‹ ๋Ÿฌ๋‹ ๋‹จ๊ธฐ์ง‘์ค‘๊ณผ์ •

https://developers.google.com/machine-learning/crash-course?hl=ko

ํ•œ๊ตญ์–ด ์ž๋ง‰์„ ๊ธฐ๊ณ„ ์•„๋‚˜์šด์„œ(?)๊ฐ€ ์ฝ์–ด์ค€๋‹ค. ๋“ฃ๊ธฐ์—๋Š” ์ข€ ๊ทธ๋ ‡์ง€๋งŒ.. ํ•œ๊ตญ์–ด๋ผ ์ข‹๋‹ค.

 

์ดํ•˜ TF-KR์—์„œ ํผ์˜จ ๊ฐ•๋ฏผ๊ตญ๋‹˜ ๊ธ€ ์ผ๋ถ€

...๋”๋ณด๊ธฐ

๋ชจ๋‘๋ฅผ ์œ„ํ•œ ๋”ฅ๋Ÿฌ๋‹ ์‹œ์ฆŒ 2

https://www.youtube.com/watch?v=7eldOrjQVi0&list=PLQ28Nx3M4Jrguyuwg4xe9d9t2XE639e5C

 

๋จธ์‹ ๋Ÿฌ๋‹์„ ์œ„ํ•œ Python ์›Œ๋ฐ์—…(ํ•œ๊ตญ์–ด)

https://www.edwith.org/aipython

 

๋จธ์‹ ๋Ÿฌ๋‹์„ ์œ„ํ•œ ์„ ํ˜•๋Œ€์ˆ˜(ํ•œ๊ตญ์–ด)

https://www.edwith.org/linearalgebra4ai

 

๋ฐ์ดํ„ฐ ๊ตฌ์กฐ ๋ฐ ๋ถ„์„(๋ฌธ์ผ์ฒ  ๊ต์ˆ˜๋‹˜)

https://kaist.edwith.org/datastructure-2019s

 

์ธ๊ณต์ง€๋Šฅ ๋ฐ ๊ธฐ๊ณ„ํ•™์Šต ๊ฐœ๋ก (๋ฌธ์ผ์ฒ  ๊ต์ˆ˜๋‹˜)

https://kaist.edwith.org/machinelearning1_17

 

์˜์ƒ์ดํ•ด๋ฅผ ์œ„ํ•œ ์ตœ์ ํ™” ๊ธฐ๋ฒ•(๊น€์ฐฝ์ต ๊ต์ˆ˜๋‹˜)

https://kaist.edwith.org/optimization2017

 

<์˜์–ด>

UC Berkley ์ธ๊ณต์ง€๋Šฅ ๊ฐ•์ขŒ

https://www.youtube.com/watch?v=Va8WWRfw7Og&list=PLZSO_6-bSqHQHBCoGaObUljoXAyyqhpFW

 

CS231n

https://www.youtube.com/results?search_query=cs213n

 

Toronto Machine Learning course

https://www.youtube.com/watch?v=FvAibtlARQ8&list=PL-Mfq5QS-s8iS9XqKuApPE1TSlnZblFHF

 

CS224N(NLP ๊ฐ•์ขŒ)

https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z

 

Deep Learning for Natural Language Processing(Oxford, DeepMind)

https://www.youtube.com/watch?v=RP3tZFcC2e8&list=PL613dYIGMXoZBtZhbyiBqb0QtgK6oJbpm

 

Advanced Deep Learning, Reinforcement Learning(DeepMind)

https://www.youtube.com/watch?v=iOh7QUZGyiU&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=1

๋Œ“๊ธ€