gusanmaz / BMSB433-Derin-Ogrenmenin-Temelleri

BMSB 433 Derin Öğrenmenin Temelleri Dersi Materyalleri

Ders 8:

Neural Networks: Zero to Hero: https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ

Ders 9: Evrişimli Sinir Ağları - Convolutional Neural Networks - CNN

• https://medium.com/@tuncerergin/convolutional-neural-network-convnet-yada-cnn-nedir-nasil-calisir-97a0f5d34cad
• https://rubikscode.net/2018/02/26/introduction-to-convolutional-neural-networks/
• https://www.youtube.com/watch?v=X1m3zVoG468
• https://www.youtube.com/watch?v=pj9-rr1wDhM
• https://ocakhasan.github.io/evrisimsel-sinir-aglari-nedir/
• https://stanford.edu/~shervine/l/tr/teaching/cs-230/cheatsheet-convolutional-neural-networks
• https://www.youtube.com/watch?v=KuXjwB4LzSA
• https://www.youtube.com/watch?v=Lakz2MoHy6o
• https://www.youtube.com/watch?v=JB8T_zN7ZC0
• https://www.youtube.com/watch?v=2-Ol7ZB0MmU
• https://www.youtube.com/watch?v=NmLK_WQBxB4
• https://www.youtube.com/watch?v=ZBfpkepdZlw

Ders 10: Tekrarlayan Sinir Ağları (Recurrent Neural Networks - RNN)

Türkçe Kaynaklar:

• https://www.youtube.com/watch?v=cVffNex2goU (Çağrı Zincir)
• https://www.youtube.com/watch?v=AHybjSLXlV8 (Ayyüce Kızrak)
• https://www.youtube.com/watch?v=uWiBr1YXtWY (k_c_d)
• https://www.btkakademi.gov.tr/portal/course/keras-ile-derin-ogrenmeye-giris-10599 (Ayyüce Kızrak) (BTK Derin Öğrenme Dersi)

Ingilizce Kaynaklar:

• https://www.youtube.com/watch?v=b61DPVFX03I (IBM Technology)
• https://www.youtube.com/watch?v=TLLqsEyt8NI (Assembly AI)
• https://www.youtube.com/watch?v=AsNTP8Kwu80 (Stat Quest)
• https://www.youtube.com/watch?v=UNmqTiOnRfg (Serrano Academy)
• https://www.youtube.com/watch?v=k97Jrg_4tFA (Leo)
• https://www.youtube.com/watch?v=y9PLF2GsD-c (Misra)
• https://www.youtube.com/watch?v=ySEx_Bqxvvo (MIT)
• https://www.youtube.com/watch?v=6niqTuYFZLQ (Stanford)
• https://stanford.edu/~shervine/l/tr/teaching/cs-230/cheatsheet-recurrent-neural-networks

Ders 12 ve 13: CapsNET - Kapsul Aglar

• https://www.youtube.com/watch?v=vkheAJgKJa4 (Ayyuce Kizrak)
• https://www.youtube.com/watch?v=pPN8d0E3900 (Aurelien Geron)
• https://www.youtube.com/watch?v=ZsbTwuE9R2A (CAPSULE NETWORKS - INTRODUCTION | Art of Visualisation)
• https://www.youtube.com/watch?v=sGK5mhJSzVg (Capsule Networks Explained - Why Using Pooling is a Bad Idea | DataMlistic)

Ders 14: Transfer Learning

• https://www.youtube.com/watch?v=DyPW-994t7w (Assembly AI)
• https://www.youtube.com/watch?v=BqqfQnyjmgg (HuggingFace)
• https://www.youtube.com/watch?v=K0lWSB2QoIQ (Patrick Loeber - PyTorch)