Learn_ML

Learn_ml

• Python (level OOP)

https://www.codecademy.com/catalog/language/python

• Java (level OOP)

https://www.codecademy.com/catalog/language/java

• C ++ (level OOP)

https://www.codecademy.com/catalog/language/cpp

• JavaScript (level OOP)

https://www.codecademy.com/catalog/language/javascript

• R

https://www.youtube.com/watch?v=_v8eksto3ug

• Struktur & Algoritma Data

https://www.tutorialspoint.com/data_structures_algorithms/data_structure_overview.htm

• Database

https://www.codecademy.com/learn/learn-sql

• Ilmu Data

https://www.youtube.com/watch?v=ua-cidnnj30

• Visi komputer

https://www.youtube.com/playlist?list=plf7l7kg8_fnxhattlwdceyh72qql9pvpq

• Pemrosesan bahasa alami

https://www.youtube.com/watch?v=flzvoksckxy&list=plqvvvvaaa0qudf2jswnfigklibinznic4hl

https://www.youtube.com/watch?v=cce8ntxp_xi&list=pltmwhnx-gukkokxqokqjuvxglsdywssh9

• Praktik Rekayasa Perangkat Lunak

https://www.youtube.com/watch?v=u3ibvu0htns&t=587s (java)

https://www.youtube.com/watch?v=sny9rta3k_q (java)

https://www.youtube.com/watch?v=t60ynn_zmn8 (java)

https://www.youtube.com/watch?v=dlrxp4ysug4 (python)

https://www.youtube.com/watch?v=wriunho_6ky (python)

https://www.youtube.com/playlist?list=pl36ennxu148rzq8zwl8fhgg7ef_-5p3cq (C ++)

• Blockchain

https://www.youtube.com/watch?v=pzsegextgae (python)

https://www.youtube.com/watch?v=XPMTheJDYJG (java)

https://www.youtube.com/watch?v=rnvk9natbcm (JavaScript)

https://www.youtube.com/watch?v=xdkv5uwek5a (kode cryptocurrency Anda sendiri di Ethereum)

• Kriptografi

https://www.youtube.com/watch?v=cqgtdkurzte

https://www.youtube.com/watch?v=GXPWCBCB8WC (Python)

https://www.youtube.com/watch?v=fqjdxmu4zaq&list=pl1a2csdiysgipxpslgzsziwdavytax61d&index=11&t=0s (python)

https://www.youtube.com/watch?v=44Adnk7ggka (java)

https://www.youtube.com/watch?v=xv2xltxnnbu&list=plsm8fkp9pppq4scyqpfkxxkao4r1ejpdn (java)

Matematika untuk ML

• Matematika diskrit

https://www.youtube.com/watch?v=rdxw7ps9vxc&list=plhxz9oqgmqxersk8fuxiumsix0dbqskzs

• Teori Angka

https://www.youtube.com/watch?v=j3org6cbwuy&list=plqgvjc0mjmzwtyw3oj89tt3fhw19p8twh

• Kalkulus (1 - 3)

https://www.youtube.com/watch?v=fyyarmqiaag&list=plf797e961509b4eb5 (kalkulus 1)

https://www.youtube.com/watch?v=h9ect6f_ftw&list=pldesaqwtn6eq2j4vgsn1hyberadeh4cw- (kalkulus 2)

https://www.youtube.com/watch?v=tgvnbahlapa&list=Pldesaqwtn6esk16yrmzuj8f6-rnuy0ry7 (kalkulus 3)

• Aljabar linier

https://www.youtube.com/watch?v=ygjjywecqs8&list=plddgpdw7e6ajjacaee9awozsaoou-nix_

• Persamaan diferensial

https://www.youtube.com/watch?v=xf-3atzfyka&list=Pldesaqwtn6espahy2Qukvaxnzuqnxkyq_

• Topologi

https://www.youtube.com/watch?v=picas22mtq&list=pllq_GufXankl8bjqh-hgq9u24xzp9x0dx

• Statistik

https://www.youtube.com/watch?v=9fthb7v14fo&list=pl5102dfdc6790f3d0

• Aljabar Komputer

https://www.youtube.com/watch?v=yzr5qglx_9m&list=plai3u8-wik0h-1b5skihgapsh223l7xrt

• Analisis numerik

https://www.youtube.com/watch?v=pzri1ifsty0&list=pl-xeha0tmq2w0vlojmjfkbtUrAmrhfzbqv

• Teori perhitungan

https://www.youtube.com/watch?v=gp21wu6r0-o&list=plslgishe5tbm8utct1f66omkpmjcblzkt

• Optimalisasi Matematika

https://www.youtube.com/watch?v=4s3ks-ynufc&list=plbmvogvj5njt8itaur8fowbujy0vs-z3c

• Logika Matematika

https://www.youtube.com/watch?v=Qgizzltvxxs&list=plrmHiyyair3gngcvq3r1oe3azqlf8iqvg

• Teori Informasi

https://www.youtube.com/watch?v=urefkmseUai&list=ple125425ec837021f

• Aljabar Boolean

https://www.youtube.com/watch?v=nqphpiser30&list=pliy8endw5tw-yjhsxapeilnjx2dkll-ox

Alat dan kerangka kerja untuk dipelajari untuk ML

• Tensorflow

https://www.youtube.com/watch?v=6g4o5uoh304 (python)

https://www.youtube.com/watch?v=eoyfa6myog4 (JS)

https://www.youtube.com/watch?v=j3mz0brq0qe (java)

https://www.youtube.com/watch?v=ljuf1myqaie (java)

• Numpy

https://www.youtube.com/watch?v=qut1vhilmmi (python)

• Caffe (arsitektur konvolusional untuk embedding fitur cepat)

https://www.youtube.com/watch?v=RVMVQPSXL10 (Python)

• Obor (untuk Python Pytorch)

https://www.youtube.com/watch?v=cnui8owsppg (python)

• Apache Spark

https://www.youtube.com/watch?v=iqfg0fadrze (python)

https://www.youtube.com/watch?v=voxK7kp4crc (java)

• Scikit-learn

https://www.youtube.com/watch?v=0lt9w-bxkfq (python)

• Apache Mahout

https://www.youtube.com/watch?v=qfxx4-9rb7u&list=pl9qxtm4nihk5-cc6egbj3gqthoa6os0nv (java)

• Apache Singa

https://www.youtube.com/watch?v=zn8djhgsi84 (python)

• Keras

https://www.youtube.com/watch?v=rznkvrtfkby&list=plzbbt5o_s2xrwrnxk_ycptnqqo4_u2ygl (python)

• Mxnet

https://www.youtube.com/watch?v=of-q92cd850 (r)

• Glun

https://www.youtube.com/watch?v=r4-ynxw0x5w&list=plkevnnrk8uvmvkrdgznk3o3lxmjfraw7s

• Chainer

https://www.youtube.com/watch?v=5xdhnppybv4 (python)

• Dl4j

https://www.youtube.com/watch?v=Y0VHB4YFVWS (java)