صورة التدوينة

???? ?????? ????? ???? ????????? ?????? ?????? ?????????? ??? ???? ???????? ??? ????? ??????. ?? ???????? ????? ??????? ??? ????????? ???????????? ???? ?????? ????????? ????? ?? ????? ?? ?????? ???????. ??? ??? ???? ?? ???????? ??? ??? ?????? ??????? ????? ???? ???? ????? ?? ????? ????? ?????? ?????????.

?????? ????????? ?? ????

?????? ????????? ?? ???? ???? ???? ?????? ?? ???????? ???? ???? ??? ????? ?????? ?? ???? ?????? ???? ????? ???? ???? ??????. ???? ?????? ?????????:
� ???? ?????: ??? ??? ?? ???? ?????? ????????? ???? ??? ????? ????????? ???? ?????? ??????? ?? ???????? ??????? ????.
� ?????? ??????: ?? ??? ?? ???? ???? ????? ?????? ??????? ??????? ?????????? ????? ????? ????? ?? ????????.
� ?????? ????? ???????? (NLP): ???? ?????? ??? ????? ??????? ????????.

?????? ?????? ?? ?????? ?????????
� ??????? ???????: ?? ????? ????? ?????? ?? ?????? ?????? ????? ?? ??? ???????.
� ?????? ??????: ?? ????? ??????? ??????? ??? ??????? ?????? ???? ??? ????? ?????.
� ?????? ?????????: ???? ?????? ?? ??? ????? ???????????.
� ??????? ???????: ?? ????? ????? ????? ??? ????? ?????? ?????? ????? ?????.

???? ?? ???? ?????? ?????????
??? ?? ????? ?? ?? ????? ????? ???? ???? ??? ???? ?????? ?????????? ?????? ?? ??? ????? ??? ?????? ???? ?????? ?????? ??? ??? ???????? ????????? ?????? ???? ??? ???? ????? ?????? ??????? ?? ??? ??????.

1. ?????? ????? ?????? ?????:
� ???? ????? ?????: ???? ??????? ????? ??? ????? ????? ?? ???? ??????? ????? ?????.
� ???????? ?? ?????????: ???? ??? ????? ??? Kaggle ???????? ?? ??????? ???? ????? ?????? ????????? ??? ?????? ??????.
� ???????? ?? ?????? ?????? ??????: ???? ?? ????? ?????? ?????? ?????? ?????? ?? ????? ??????? ????? ?????.

2. ?????? ?????? ?? ?????? ?????????:
� ?????? ????????? ????????: ???? ????? ????? ????? ???? ?? ??? ?????? ???????? ????? ??? GANs.
� ????? ?????? (Reinforcement Learning): ????? ????? ??? ????? ?????? ?? ????? ????????? ?????? ????? ?????.
� ?????? ????????? ?????? ???????: ??? ????? ??? ??????? ?????? ????? ????????.
� ?????? ????????? ????????: ????? ?????? ????????? ?????????? ?????? ?????????.

3. ????? ??????? ????:
� TensorFlow ? PyTorch: ??? ???????? ?????? ????? ????? ??????? ???????.
� Keras: ????? ????? ??????? ????? ????? ?????? ?????? ??????.
� Scikit-learn: ????? ????? ????? ???????? ???? ?????? ????? ?? ???????????.
� NLTK: ????? ??????? ????? ????????.
� OpenCV: ????? ????? ?????????.

4. ??????? ????????? ????????:
� ??????? ????????: ???? ?? ????? ?????? ?? ?????? ????? ??? ???? ?????????? ?????? ????? ????????? ?? ??????? ???????.
� ??????? ???????: ???? ??????? ??????? ??????? ?????? ???? ???????? ?? ??????.
� ????????? ??? ????????: ???? ??? ??????? ???????? ??? ????? ??????? ????????? ??????? ?? ????? ????? ???? ???????.

5. ????? ??????:
� ??????? ??? ???????? ???????: ?? ????? ??????? ???????? ?? ??? ?? ?????? ??? ?????? ?????.
� ?????? ??? ?????: ???? ?????? ????????? ????? ?????? ??? ??? ???? ?????? ???? ????????.
� ??????? ?? ???????: ????? ?? ??? ???? ?? ?????? ??? ????? ??????? ???? ????.

?????? ???? ???? ????? ?????????:
� ?????? ????????? ?? ??????? ??????: ????? ????? ????? ??????? ?????? ???????.
� ?????? ????????? ?? ???????: ?????? ???????? ?????? ???????.
� ?????? ????????? ?? ???????? ????? ???????: ????? ????? ??????? ??????.
?????? ?????? ??????? ?????? ?? ???? ?????? ?????????

??????? ???????? ????? ?????? ?????????

1. ????? ?? ?????? ?????????:
o ?????????: ???? ??? ????? ?????? ?????????? ???????? ????????? ???????? ?? ?????? ??? ??????? ??????? ???????? ???????????? ????????.
o ????????? ???????: ?????? ???? ???????? ?? ???? ?????? ?????????? ??? ?????? ?????? ??????? ??????? ??????? ????????? ????????.

2. ?????????:
o ??????? ???????????: ??? ???????? ???????? ??? ????????? ??????????? ?????????? ??????????? ?????????.
o ????? ?????: ????? ????????? ?????????? ??? ?????? ???? ??????? ???????.
o ??????? ????????: ??? ???????? ??????????? ??? ?????? ??????? ??????? ?? ?????? ?????.

3. ???????:
o ??????: ???? ??? ??????? ??? ????? ?????? ????????? ?? ???? ?????? ?????????? ????? ?????? ???? ??? NumPy ?Pandas ?Scikit-learn.
o ????: ???? ????????? ?????? ???? ?????? ?? ?????? ?????? ??????.

4. ???????? ??????:
o ?????: ???? ??? ????? ?????? ???????? ?????? ??? Hadoop ?Spark? ?????? ???????? ??? Cassandra ?MongoDB.
o ??????? ????????: ???? ????? ??? ???????? ???????? ???????? ???????.

5. ???? ????????:
o ???? ???? ????????: ??? ??????? ???????? ?? ????? ????????? ?? ??? ???????? ??? ???? ??????? ????????.
o ?????? ???????: ???? ????? ?????? ??????? ?????????? ?????? ?? ????????.

6. ???? ?????:
o ?????? ??? ???????: ???? ????? ????? ???? ???????? ????? ??? ?????? ????? ?????.
o ?????? ??? ?????? ???????: ?????? ??????? ???????? ?????? ?? ???????? ??? ???????.
o ?????? ??????: ????? ????? ??? ????? ?????? ?????? ????? ?????.

7. ?????? ??????:
o ??????? ???????: ??? ???? ??????? ??????? ?????? ?????.
o CNNs: ?????? ??????? ???????? ???????.
o RNNs: ?????? ??????? ???????? ????????? ??? ??????.
o GANs: ?????? ?????? ?????? ????? ?????? ???????? ?????????.

8. ???? ???????:
o ?????: ???? ??????? ????? ??? Tableau ?PowerBI ????? ???????? ????????.

9. ????? ?????? ?????????:
o ???????? ???????: ??? ?? ???????? ??????? ????? ???? ???? ????????.


????? ??????? ?????? ????? ?????? ?? ???? ?????? ?????????. ???? ??? ???????? ??????:

1. ????? ?????? ??????????:
� Coursera: ???? ????? ?????? ?? ???? ???????? ???????? ?? ???? ?????? ?????????? ??? ????? ???????? ?????? ?????????? ?? ??????.
� edX: ???? Coursera ????? ????? ?????? ??????? ?? ?????? ??????.
� Udemy: ???? ?????? ????? ?? ??????? ?????? ??????? ??? ?? ??? ????? ????? ?? ???? ????????.
� Fast.ai: ???? ????? ????? ?? ?????? ?????? ????? ????????? ??????????.

2. ??? ??????:
� Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville: ???? ???? ?? ?????? ?????? ?????? ?????? ??????? ???????? ??????????.
� Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow by Aur�lien G�ron: ???? ???? ???? ?????? ????? ?? ?????? ???? ?????.
� Pattern Recognition and Machine Learning by Christopher Bishop: ???? ??????? ?? ???? ?????? ?????.

3. ????? ?????:
� arXiv: ???? ?????? ??????? ??????? ?? ???? ?????? ?????????.
� Google Scholar: ???? ??? ????? ?????? ??? ??????? ??????? ????????? ???????.
� ??????? ?????? ?????????: ???? ?? ??????? ??????? ?? ??????? ??? NeurIPS? ICML? ICLR.

4. ??????? ??????:
� Kaggle: ???? ????? ???????? ?? ??????? ???? ????? ?????? ????????? ???????? ?? ????? ?? ??????????? ?????? ????????.
� Stack Overflow: ????? ????? ?????? ???? ??? ????? ??? ?????? ??????? ??? ?????? ?? ?????.
� Reddit: ???? ?????? ?? ??????? Reddit ????? ?????? ????????? ??? ????? ??????? ?? ??????? ??????? ???????.

5. ?????? ?????? ??????:
� Towards Data Science: ????? ????? ???? ?????? ??? ?????? ????? ?? ?????? ?????? ?????????.
� Machine Learning Mastery: ????? ???? ?????? ????? ?????? ?????? ????? ?????? ???? ?????.
� Distill.pub: ???? ???? ?????? ??????? ??? ???????? ??????? ?? ?????? ??????.

????? ??????? ??????? ????????:
� ??? ????: ?? ???? ???? ????? ??????? ?? ???? ???? ????????? ?? ?????? ?? ????? ?????
� ??????: ?? ?? ?????? ?????? ?? ???? ?????? ?????????? ?? ??? ????? ?? ???? ???? ??????
� ?????????: ?? ?? ???????? ???? ???? ??? ?? ?????? ?????????? ?? ???? ??????? ??????? ?????? ????? ????????? ?????? ?????????? ?? ???? ????
??????: ?? ????? ?? ????? ????? ?????? ??? ??? ?? ??????. ?? ??? ???? ????? ???? ?????? ??? ?? ??? ?? ??? ??????? ???? ????? ?? ?????.

??????:

?? ???? ?????? ????????? ???? ???? ??????? ????? ????? ?? ??? ??? ??????? ?????????. ?? ???? ???????? ??????? ???????? ????? ?? ???? ?????? ?? ??? ?????? ??? ????? ?? ????? ?????? ????? ???? ??????.

?? ???? ?????? ????????? ???? ????? ??????. ?? ???? ??? ?????? ??????? ????? ?? ?????? ????? ??????? ???????? ???????? ???????? ?????? ?????????. ???? ?? ???????? ???????? ?? ????? ????? ?? ?????? ??? ?? ????? ?? ????? ?? ?????? ??? ?????? ?????.

????? ?????? ??????? ?? ????? ?????? ?? ???? ?????? ?????????!