modyuli #1 Xingheniso xa Dyondzo ya Muchini Nkatsakanyo wa dyondzo ya muchini, tinxaka ta dyondzo ya muchini, na nkoka wa dyondzo ya muchini
modyuli #2 Masungulo ya Tinhlayo Algebra ya linear, calculus, probability, na statistics
modyuli #3 Data Preprocessing Ku basisiwa ka datha, ku ringanisa swihlawulekisi, ku tolovela, na ku hlawula swihlawulekisi
modyuli #4 Dyondzo leyi Langutisiwaka Ku nghenelela eka dyondzo leyi languteriweke, ku tlhelela endzhaku, na ku hlawula
modyuli #5 Ku tlhelela endzhaku ka layini Ku tlhelela endzhaku ka linear yo olova na yo tala, ntsengo ntirho, na ku rhelela ka gradient
modyuli #6 Logistic Regression Logistic regression, sigmoid function, na ntirho wa ntsengo
modyuli #7 Mirhi ya Xiboho Ku nghenelela eka mirhi ya swiboho, entropy, na ku vuyeriwa ka mahungu
modyuli #8 Random Makhwati Dyondzo ya ensemble, makhwati lama nga hlelekangiki, na ku thyunisiwa ka hyperparameter
modyuli #9 Support Vector Machines Xingheniso xa ti-SVM, kernel trick, na soft margin SVMs
modyuli #10 Dyondzo leyi nga langutisiwangiki Xingheniso xa dyondzo leyi nga langutisiwangiki, ku hlengeletiwa ka swiyenge, na ku hunguta tidimenxini
modyuli #11 K-Means Clustering K-means algorithm ya ku hlengeletiwa, ntirho wa ntsengo, na algorithm ya Lloyds
modyuli #12 Ku hlengeletiwa ka xiyimo xa le henhla Ku hlengeletiwa ka xiyimo xa le henhla, ku hlengeletiwa ka agglomerative na divisive
modyuli #13 Nxopaxopo wa Xiphemu xa Nkoka Xingheniso xa PCA, eigenvalues, na eigenvectors
modyuli #14 Masungulo ya Dyondzo yo Enta Xingheniso xa dyondzo yo enta, tinetiweki ta nyurali, na perceptron
modyuli #15 Tinetweke ta Nyurali ta Convolutional Xingheniso eka ti-CNN , convolutional layers, and pooling layers
modyuli #16 Recurrent Neural Networks Xingheniso xa ti-RNN, LSTM, na GRU
modyuli #17 Ku Endliwa ka Ririmi ra Ntumbuluko Xingheniso xa NLP, ku lulamisiwa ka matsalwa ka ha ri emahlweni, na ku nghenisa marito
modyuli #18 Ku Kamberiwa na ku Hlawula Modele Timetriki ta ku kambela, ku ringanela ku tlula mpimo, na tithekiniki to hlawula model
modyuli #19 Ku Tuning Hyperparameter Xingheniso xa ku thyunisiwa ka hyperparameter, ku lavisisa giridi, na ku lavisisa hi xitshuketa
modyuli #20 Ku tirhisiwa ka Modele Ku tirhisa timodeli ta dyondzo ya muchini, ku tirhela timodeli, na ku tekeriwa enhlokweni
modyuli #21 Mahanyelo na ku Lulama eka Dyondzo ya Muchini Ku va na xihlawuhlawu na ku lulama eka dyondzo ya muchini, mahanyelo, na ku va erivaleni
modyuli #22 Tidyondzo ta Timhaka eka Dyondzo ya Muchini Real- matirhiselo ya misava ya dyondzo ya muchini, tidyondzo ta timhaka, na tiphurojeke
modyuli #23 Tinhlokomhaka ta le Henhla eka Dyondzo ya Michini Tinhlokomhaka ta le henhla eka dyondzo ya muchini, ku katsa na dyondzo yo tiyisisa na timodeli to tumbuluxa
modyuli #24 Ku Pfuxeta & Mahetelelo ya Khoso Ku pulana magoza lama landzelaka eka ntirho wa Dyondzo ya Muchini
U lunghekele ku dyondza, ku avelana ni ku phikizana?
