77 Gagana
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Faiga Aperenitisi
10 Modules / ~100 itulau
Faiga Fa'ataulāitu
~25 Modules / ~400 itulau
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Fausia se mea na tupu

Aoaoga loloto
( 25 Modules )

module #1
Folasaga i le A'oa'oga loloto
Va'aiga lautele o a'oa'oga loloto, tala'aga, ma fa'aoga
module #2
Manaomia o le Matematika
Iloiloga ole algebra linear, calculus, ma le probability theory
module #3
Neural Networks Basics
Fa'atomuaga i feso'ota'iga neural fa'akomepiuta, perceptrons, ma multilayer perceptrons
module #4
Gaoioiga Fa'agaoioiga ma Backpropagation
Galuega fa'agaioiga, fa'asolo i tua, ma fa'asolosolo fa'asolosolo
module #5
Fausiaina ma A'oa'oga Neural Networks
O le poto masani i le fausiaina ma le aʻoaʻoina o fesoʻotaʻiga neural e faʻaaoga ai se faʻavae aʻoaʻoga loloto
module #6
Convolutional Neural Networks (CNNs)
Fa'atomuaga i CNNs, fa'atasi fa'atasi, ma fa'atasi fa'atasi
module #7
CNN Architectures
AlexNet, VGGNet, GoogLeNet, ma ResNet tusiata fale
module #8
Fa'aliliuina a'oa'oga ma Fa'alelei
Faʻaaogaina o faʻataʻitaʻiga CNN muaʻi aʻoaʻoina ma faʻaleleia lelei mo galuega faʻavasega ata
module #9
Feso'ota'iga Neural faifaipea (RNNs)
Folasaga i RNNs, RNNs faigofie, ma fesoʻotaʻiga LSTM
module #10
RNN Architectures
GRU, Bidirectional RNNs, ma Encoder-Decoder faʻataʻitaʻiga
module #11
Fa'asologa-i-Fa'asologa Fa'asologa
Fa'aliliuga masini, chatbots, ma fa'ata'ita'iga fa'asologa-i-fa'asologa
module #12
Fa'ata'ita'iga Generative
Folasaga i fa'ata'ita'iga fa'atupu, GAN, ma VAE
module #13
Autoencoders ma Variational Autoencoders
Fa'aitiitiga fa'aitiitiga, autoencoders, ma VAEs
module #14
Feso'ota'iga Fa'atupu Fa'alavelave (GANs)
GANs, DCGANs, ma GAN tu'utu'uga
module #15
A'oa'oga Fa'amalosi loloto
Folasaga i le faʻamalosia o aʻoaʻoga, Q-aʻoaʻoga, ma faʻasologa o faiga faʻavae
module #16
Algorithms A'oa'oga Fa'amalosi loloto
DDPG, Actor-Critic metotia, ma AlphaGo
module #17
A'oa'oga e le'i va'aia ma le fa'aputuina
K-means, fa'avasegaina fa'avasega, ma fa'aitiitiga fa'aitiitiga
module #18
A'oa'oga loloto mo le Fa'agaioiina o Gagana Faanatura
Upu fa'apipi'i, fa'ata'ita'iga gagana, ma fa'avasegaga o tusitusiga
module #19
Faiga Fa'alogo
Faʻalogo ile NLP, transformers, ma le BERT
module #20
A'oa'oga loloto mo Va'aiga Fa'akomepiuta
Su'esu'eina o mea, vaevaega, ma le mata'ituina
module #21
Auivi a'oa'oga loloto
TensorFlow, PyTorch, ma Keras
module #22
Iloiloga Fa'ata'ita'iga ma le Fa'ata'ita'i Fa'atatau
Fuafuaga su'esu'ega fa'ata'ita'iga, fa'alogoina o le hyperparameter, ma fa'amautu fa'asagatau
module #23
A'oa'oga loloto Fa'atino ma Gaosiga
Fa'ata'ita'iga fa'ata'ita'iga, fa'ata'ita'iga fa'ata'ita'iga, ma le gaosiga
module #24
Amiotonu ma Amiotonu i Aoaoga loloto
Manatu fa'atatau, fa'aituau, ma le sa'o i fa'ata'ita'iga loloto a'oa'oga
module #25
Fa'ai'uga ma Fa'ai'uga
Fuafuaina o isi laasaga i galuega a le Deep Learning


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