Deep Learning (Sinhala | සිංහල) Ep1 - Introduction AI, Deep Learning & Feed Forward Neural Networks

අපි මේ Series එකේදී කතා කරන්නේ Deep Learning ගැන. මේ series එකේ කරන practicle implementation වලට use කරන්නේ Tensorflow, Keras modules සහ Python programming language එක.

මේ series එකෙන් Deep Learining ගැන basics වල ඉදන් advance concept දක්වාම කතා කරනවා. මේ topics වලට interested ඔනෙම කෙනෙකුට, beginner කෙනෙකුට උනත් follow කරන්න පුලුවන් විදියට තමා මේ series ටික හදල තියෙන්නෙ. ඒ නිසා ඔයාට මේ Deep Learning series එක follow කරන්න කිසිම prior knowledge එකක් ඔනේ වෙන්නේ නැ. ඒ උනාට ඔයාට Python programming basic knowledge එක ඔනේ වෙනවා. ඉතින් ඔයාට Python programming basic knowledge හරි Python knowledge එක refresh කරගන්න හරි ඔනි නම්, මේ video series එකේ පලවෙනි videos 5 බලලා එන්න.

Python Programming Basics: https://www.youtube.com/playlist?list=PLw7f_swC6ZDVoTr1MKUx8ir9HoYM9iGwZ

අපි මේ Deep Learning series එකේදි main topics 14 ක් කතා කරනවා. ඊට අමතරව ඒ topics ඇසුරින් projects 7 ක් implement කරනවා Python Programming language එක සහ Tensorflow, Keras modules use කරලා.

Main Topics

1. Supervised Deep Learning
2. Feed Forward Neural Networks
3. Neural Network Training Theory (Forward Propagation, Loss Optimization, Backpropagation, Gradient Decent Algorithm)
4. Hyperparameter tuning for neural networks
5. Regularization methods
6. Convolutional Neural Networks and Image Features
7. Self-driving cars theory and implementation
8. Transfer Learning
9. Recurrent Neural Networks, Long Short Memory Cells, Backpropagation through time.
10. Unsupervised Deep Learning
11. Autoencoders
12. Generative Adversarial Networks
13. Deployment of Neural Networks in web/mobile applications
14. Cloud Computing for Deep Learning.

Projects

1. Web app heart risk prediction using feedforward neural networks
2. Image classification using transfer learning
3. Training and testing a self-driving car
4. Custom Object detection
4. Stock market value prediction using LSTMs
5. Sequence-to-sequence prediction using autoencoders
6. Fake data generation using generative adversarial networks
7. Web app for COVID-19 detection using Xray images

පළවෙනි episode එකෙදී කතා කරන main topics,

1. Introduction to AI, Machine Learning & Deep Learning
2. History and applications of Deep Learning
2. Introduction Supervised Deep Learning
3. Introduction to Neural Networks
4. Introduction to Feed Forward Neural Networks
5. Feed Forward Neural Network architecture

මේ video එකේ use කරන codes මෙතනින් download කරගන්න: https://drive.google.com/drive/folders/1mAh_THGePVunXmA8NWwqeD6eh-GKgDHD?usp=sharing

Видео Deep Learning (Sinhala | සිංහල) Ep1 - Introduction AI, Deep Learning & Feed Forward Neural Networks канала AI with Thakshila (සිංහල)