Ukufunda ngomshini
( 24 Amamojula )

module #1
Isingeniso Sokufunda Ngomshini
Uhlolojikelele lokufunda komshini, izinhlobo zokufunda komshini, nokubaluleka komshini wokufunda

module #2
Izisekelo Zezibalo
I-algebra ewumugqa, i-calculus, amathuba, nezibalo

module #3
Ukucubungula Kwedatha
Ukuhlanzwa kwedatha, ukukala kwesici, ukujwayela, nokukhetha kwesici

module #4
Ukufunda Okugadiwe
Isingeniso sokufunda okugadiwe, ukwehla, nokuhlelwa

module #5
Ukuhlehla Komugqa
Ukuhlehla komugqa okulula nokuningi, izindleko umsebenzi, nokwehla kwe-gradient

module #6
Logistic Regression
Ukuhlehla kwezinto, umsebenzi we-sigmoid, nomsebenzi wezindleko

module #7
Izihlahla Zesinqumo
Isingeniso ezihlahleni zesinqumo, i-entropy, kanye nenzuzo yolwazi

module #8
Okungahleliwe Amahlathi
Ukufunda okuhlanganisayo, amahlathi angahleliwe, nokushuna kwepharamitha ye-hyperparameter

module #9
Support Vector Machines
Isingeniso kuma-SVMs, kernel trick, nama-SVM athambileyo we-margin

module #10
Ukufunda Okungagadiwe
Isingeniso sokufunda okungagadiwe, ukuhlanganisa, nokuncishiswa kobukhulu

module #11
K-Means Clustering
K-kusho i-algorithm yokuhlanganisa, umsebenzi wezindleko, kanye ne-Lloyds algorithm

module #12
I-Hierarchical Clustering
I-Hierarchical clustering, agglomerative and divisive clustering

module #13
Principal Component Analysis
Isingeniso ku-PCA, ama-eigenvalues, nama-eigenvectors

module #14
Izisekelo Zokufunda Okujulile
Isingeniso sokufunda okujulile, amanethiwekhi emizwa, kanye ne-perceptron

module #15
I-Convolutional Neural Networks
Isingeniso kuma-CNNs , izendlalelo ze-convolutional, kanye nezendlalelo zokuhlanganisa

module #16
I-Recurrent Neural Networks
Isingeniso kuma-RNNs, LSTM, kanye ne-GRU

module #17
I-Natural Language Processing
Isingeniso ku-NLP, ukucutshungulwa kombhalo, nokushumeka amagama

module #18
Ukuhlolwa Nokukhethwa Kwemodeli
Amamethrikhi okuhlola, ukufaka ngokweqile, kanye namasu okukhetha amamodeli

module #19
Ukushuna kwe-Hyperparameter
Isingeniso sokushuna kwe-hyperparameter, ukusesha kwegridi, nokusesha okungahleliwe

module #20
Ukuthunyelwa Kwemodeli
Isebenzisa amamodeli okufunda omshini, ukunikeza amamodeli, nokucatshangelwa

module #21
Izimiso Zokuziphatha Nokulunga Ekufundeni Komshini
Ukuchema nokungenzeleli ekufundeni komshini, izimiso zokuziphatha, nokungafihli lutho

module #22
Izifundo Ezimweni Zokufunda Ngomshini
Real- ukusetshenziswa komhlaba wonke komshini wokufunda, izifundo eziyisibonelo, namaphrojekthi

module #23
Izihloko Ezithuthukile Ekufundeni Ngomshini
Izihloko ezithuthukile ekufundeni komshini, okuhlanganisa ukufunda okuqinisiwe namamodeli akhiqizayo

module #24
Ukugoqwa Kwezifundo & Isiphetho
Ukuhlela izinyathelo ezilandelayo emsebenzini Wokufunda Ngomshini

Umsizi Wokufunda Ulimi
Ngosekelo Lwezwi

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Ukufunda ngomshini ( 24 Amamojula )

Umsizi Wokufunda UlimiNgosekelo Lwezwi

Ukufunda ngomshini
( 24 Amamojula )

Umsizi Wokufunda Ulimi
Ngosekelo Lwezwi