By ΠΠΎΡΡΠΎΠ»ΠΈΡ ΠΠ½Π°ΡΠΎΠ»ΠΈΠΉ ΠΠ»Π°Π΄ΠΈΠΌΠΈΡΠΎΠ²ΠΈΡ
ΠΠ½Π°ΡΠΎΠ»ΠΈΠΉ ΠΠ»Π°Π΄ΠΈΠΌΠΈΡΠΎΠ²ΠΈΡ ΠΠΎΡΡΠΎΠ»ΠΈΡ, 2023, Π‘Π΅ΡΠΈΡ: Π‘Π°ΠΌΠΎΡΡΠΈΡΠ΅Π»Ρ
ΠΠ½ΠΈΠ³Π° Π·Π½Π°ΠΊΠΎΠΌΠΈΡ Ρ ΠΈΠ½ΡΡΡΡΠΌΠ΅Π½ΡΠ°ΠΌΠΈ Π΄Π»Ρ ΡΠ°Π·ΡΠ°Π±ΠΎΡΠΊΠΈ ΠΏΡΠΈΠ»ΠΎΠΆΠ΅Π½ΠΈΠΉ ΠΈΡΠΊΡΡΡΡΠ²Π΅Π½Π½ΠΎΠ³ΠΎ ΠΈΠ½ΡΠ΅Π»Π»Π΅ΠΊΡΠ°, Π½Π°ΡΠΈΠ½Π°Ρ Ρ ΠΎΡΠ½ΠΎΠ² ΡΠ·ΡΠΊΠ° Python. Π Π°ΡΠΊΡΡΠ²Π°ΡΡΡΡ ΠΊΠ»ΡΡΠ΅Π²ΡΠ΅ ΠΏΠΎΠ½ΡΡΠΈΡ ΠΠ, Π²ΠΊΠ»ΡΡΠ°Ρ ΠΏΡΠΎΠ³ΡΠ°ΠΌΠΌΠ½ΡΡ ΡΠ΅Π°Π»ΠΈΠ·Π°ΡΠΈΡ ΡΠ»Π΅ΠΌΠ΅Π½ΡΠΎΠ² Π½Π΅ΠΉΡΠΎΠ½Π½ΡΡ ΡΠ΅ΡΠ΅ΠΉ ΠΈ ΠΏΠΎΡΡΡΠΎΠ΅Π½ΠΈΠ΅ ΠΌΠ½ΠΎΠ³ΠΎΡΠ»ΠΎΠΉΠ½ΡΡ ΡΠ΅ΡΠ΅ΠΉ. ΠΡΠΎΠ±ΠΎΠ΅ Π²Π½ΠΈΠΌΠ°Π½ΠΈΠ΅ ΡΠ΄Π΅Π»ΡΠ΅ΡΡΡ ΠΏΡΠ°ΠΊΡΠΈΡΠ΅ΡΠΊΠΎΠΌΡ ΠΏΡΠΈΠΌΠ΅Π½Π΅Π½ΠΈΡ Π±ΠΈΠ±Π»ΠΈΠΎΡΠ΅ΠΊ PyBrain, Scikit-learn, Keras ΠΈ TensorFlow Π΄Π»Ρ ΡΠΎΠ·Π΄Π°Π½ΠΈΡ ΠΈ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ Π½Π΅ΠΉΡΠΎΠ½Π½ΡΡ ΡΠ΅ΡΠ΅ΠΉ. Π’Π°ΠΊΠΆΠ΅ ΡΠ°ΡΡΠΌΠ°ΡΡΠΈΠ²Π°ΡΡΡΡ Π±ΠΈΠ±Π»ΠΈΠΎΡΠ΅ΠΊΠΈ ImageAI ΠΈ OpenCV Π΄Π»Ρ ΠΎΠ±ΡΠ°Π±ΠΎΡΠΊΠΈ ΠΈΠ·ΠΎΠ±ΡΠ°ΠΆΠ΅Π½ΠΈΠΉ. ΠΠ°ΡΠ΅ΡΠΈΠ°Π» ΠΏΠΎΠ΄ΠΊΡΠ΅ΠΏΠ»Π΅Π½ ΠΏΡΠΎΡΡΡΠΌΠΈ ΠΏΡΠΈΠΌΠ΅ΡΠ°ΠΌΠΈ, Π΄Π΅ΠΌΠΎΠ½ΡΡΡΠΈΡΡΡΡΠΈΠΌΠΈ ΠΈΡΠΏΠΎΠ»ΡΠ·ΠΎΠ²Π°Π½ΠΈΠ΅ ΠΏΡΠ΅Π΄Π²Π°ΡΠΈΡΠ΅Π»ΡΠ½ΠΎ ΠΎΠ±ΡΡΠ΅Π½Π½ΡΡ ΡΠ΅ΡΠ΅ΠΉ Π΄Π»Ρ ΡΠ°ΡΠΏΠΎΠ·Π½Π°Π²Π°Π½ΠΈΡ ΠΎΠ±ΡΠ΅ΠΊΡΠΎΠ² ΠΈ ΡΠΎΠ·Π΄Π°Π½ΠΈΠ΅ ΡΠΎΠ±ΡΡΠ²Π΅Π½Π½ΡΡ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ.
Anatoliy Postolit, 2023, Series: Self-Study Guide
This guide introduces tools for developing artificial intelligence applications, starting with Python programming basics. It covers fundamental AI concepts, including the software implementation of neural network elements and the construction of multi-layer networks. Significant focus is placed on the practical application of libraries such as PyBrain, Scikit-learn, Keras, and TensorFlow for designing and training neural networks. Libraries like ImageAI and OpenCV for image processing are also explored. The content is illustrated with straightforward examples demonstrating the use of pre-trained networks for object recognition and the creation of custom models.