/SoC2024-learning-material

SoC2024-learning-material

Machine Learning part:

  1. https://youtube.com/playlist?list=PLZKhx5nBXhfhL28m4mjIM5kSwh5gUV2k6&si=9T3IFXGgPr4Jj90q
  2. https://youtube.com/playlist?list=PLkDaE6sCZn6Hn0vK8co82zjQtt3T2Nkqc&si=DN0Jd9mqCzS6L8b1
  3. https://shala2020.github.io/
  4. https://youtube.com/playlist?list=PLZoTAELRMXVPjaAzURB77Kz0YXxj65tYz&si=GdYL_QJe8LtSMZwQ
  5. https://drive.google.com/file/d/1ajFkHO6zjrdGNqhqW1jKBZdiNGh_8YQ1/view?usp=drivesdk

Deep Learning part:

TensorFlow tutorial: https://github.com/aymericdamien/TensorFlow-Examples

For CNNs:

  1. https://youtube.com/playlist?list=PLkDaE6sCZn6Ec-XTbcX1uRg2_u4xOEky0&si=0iMUeguILzWAfvnf
  2. https://youtube.com/playlist?list=PLkDaE6sCZn6Gl29AoE31iwdVwSG-KnDzF&si=YBAfW2nOHMMOHdGa
  3. https://1drv.ms/o/s!AkUEpyvMQyC7gQKxrhxZ3yv-0nJA?e=GiZhSK
  4. https://1drv.ms/o/s!AkUEpyvMQyC7gQ0dXZt0oE6dIWnJ?e=cxZtak
  5. https://youtube.com/playlist?list=PLC1qU-LWwrF64f4QKQT-Vg5Wr4qEE1Zxk&si=1XnAR1ilpFjxo6Og

For NLP:

  1. https://youtube.com/playlist?list=PLZoTAELRMXVNNrHSKv36Lr3_156yCo6Nn&si=sukYnngomH532gty
  2. https://youtube.com/playlist?list=PLZoTAELRMXVMdJ5sqbCK2LiM0HhQVWNzm&si=-H02z7HvBlAdBL-W
  3. https://www.analyticsvidhya.com/blog/2017/06/word-embeddings-count-word2veec/?utm_source=reading_list&utm_medium=https://www.analyticsvidhya.com/blog/2017/06/word-embeddings-count-word2veec/
  4. https://www.analyticsvidhya.com/blog/2021/06/text-preprocessing-in-nlp-with-python-codes/?utm_source=reading_list&utm_medium=https://www.analyticsvidhya.com/blog/2017/06/word-embeddings-count-word2veec/
  5. https://colah.github.io/
  6. DeeplearningAI's courses: 1) Natural Language Processing with Sequence Models and 2) Natural Language Processing with Attention Models