I-Artificial Intelligence kanye Nokufunda Ngomshini
( 25 Amamojula )

module #1
Isingeniso ku-Artificial Intelligence
Ukubuka konke kwe-AI, umlando wayo, nezinhlelo zokusebenza

module #2
Izisekelo Zokufunda Ngomshini
Isingeniso sokufunda ngomshini, izinhlobo, nokufunda okugadiwe/okungagadiwe

module #3
Izibalo Nezibalo ze ML
Linear algebra, calculus, amathuba, kanye nezibalo zokufunda komshini

module #4
Python for Machine Learning
Isingeniso ku-Python, NumPy, Pandas, kanye ne-data manipulation

module #5
Data Preprocessing
Idatha ukuhlanzwa, ukukala kwesici, nokukhetha kwesici

module #6
Ukufunda Okugadiwe
Ukuhlehla, ukuhlukaniswa, namamethrikhi okuhlola amamodeli

module #7
Ukuhlehla Komugqa
Ukuhlehla komugqa okulula nokuningi, ukusebenza kwezindleko, nokwehla kwegradient

module #8
Logistic Regression
Ukuhlelwa kanambambili, umsebenzi wokuhamba, kanye nemingcele yesinqumo

module #9
Izihlahla Zezinqumo
Isingeniso ezihlahleni zesinqumo, i-entropy, kanye nenzuzo yolwazi

module #10
Amahlathi Angahleliwe
Ukufunda okuhlangene, ukupakisha, namahlathi angahleliwe

module #11
Sekela Imishini YeVector
Ukuhlukaniswa kwe-Maximum-margin, soft margin, and kernel trick

module #12
Ukufunda Okungagadiwe
Ukuhlanganisa, ukuncishiswa kobukhulu, kanye nokutholwa okudidayo

module #13
I-K-Means Clustering
K-isho i-algorithm, ukuqaliswa kwe-centroid, kanye nokuhlangana

module #14
I-Principal Component Analysis
PCA, isici sokukhipha, nokunciphisa ubukhulu

module #15
Izisekelo Zokufunda Okujulile
Isingeniso ku-neural amanethiwekhi, i-perceptron, kanye ne-multilayer perceptron

module #16
Convolutional Neural Networks
CNNs, izendlalelo ze-convolutional, nokuhlelwa kwesithombe

module #17
Amanethiwekhi E-Recurrent Neural
RNNs, LSTM, kanye nemodeli yokulandelana

module #18
Yemvelo Ukucutshungulwa Kolimi
Ukucutshungulwa kombhalo, ukwenza amathokheni, nokushumeka kwamagama

module #19
Dlulisa Ukufunda
Amamodeli aqeqeshwe ngaphambilini, ukulungisa kahle, kanye ne-zoo yamamodeli

module #20
Ukuhlola Imodeli Nokukhethwa
Ukukhetha imodeli, ukushuna kwe-hyperparameter, kanye nokuqinisekisa okuphambene

module #21
Ukuphatha Amasethi Edatha Angalingani
Ukungalingani kwekilasi, ama-oversampling, kanye namasu okusampula kancane

module #22
Ukuthunyelwa Kwemodeli
Ukuthunyelwa kwemodeli, ukuhlanganiswa kwe-API, kanye ne-Docker containerization

module #23
I-AI Ethics and Fairness
Ukutholwa kokuchema, amamethrikhi okulunga, nokucatshangelwa kokuziphatha

module #24
Izihloko Ezikhethekile ku-AI
Amamodeli akhiqizayo, izindlela zokunaka, ne-AI echazekayo

module #25
Ukugoqwa Kwezifundo & Isiphetho
Ukuhlela izinyathelo ezilandelayo ku-Artificial Intelligence kanye nomsebenzi Wokufunda Ngomshini

Ukulungele ukufunda, ukwaba, nokuncintisana?