Rafal prezentacja testowanie ai
Download as PPTX, PDF0 likes496 views
This document discusses artificial intelligence and neural networks. It provides background on the human brain and neurons, how neural networks are structured with input, hidden and output layers, and examples of neural networks in use such as facial recognition for cats in shelters. It also discusses testing of AI systems and frameworks for testing neural networks and their various mathematical functions like addition and matrix multiplication.
Rafal prezentacja testowanie ai
- 1. Rafał Błaczkowski, Artificial Intelligence Products Group (AIPG)
- 2. 2 https://pl.wikipedia.org/wiki/Neuron Komórka nerwowa Mózg w liczbach: • 100 miliardów komórek nerwowych1 • Biliardy połączeń pomiędzy komórkami neuronowymi • Tryliony operacji na sekundę Control of synapse number by glia Ullian EM, Sapperstein SK, Christopherson KS, Barres BA Science. 2001 Jan 26
- 4. 4 Sieci neuronowe w praktyce https://www.theverge.com/2019/2/11/18220606/baidu-smart-cat-shelter-ai-facial-recognition-dogs
- 8. 8http://aiweirdness.com/post/182322518157/welcome-to-latent-space Terier Bedlington + gejzer + szczeniak Dingo Pembroke Terier + espresso
- 9. 9
- 10. 10
- 11. 11
- 12. 12 Kim jesteśmy? • Inżynierem oprogramowania/testów gotowym na wyzwania Co mamy zrobić? • Stworzyć testy automatyczne do walidacji Sztucznej Inteligencji
- 13. 13
- 14. 14 AI Nowy procesor do treningu sieci neuronowych Framework do treningu sieci neuronowych Symulacja procesora Zatwierdź jakość 👀
- 15. 15
- 16. 16
- 17. 17 Przykładowe topologie sieci neuronowych https://medium.com/@pierre_guillou/understand-how-works-resnet-without-talking-about-residual-64698f157e0c
- 18. 18
- 19. 19 Automatyzacja testów • Język programowania • Framework testowy • Continuous Integration Dziedzina testowania • Wybór funkcjonalności do testowania • Uporządkowanie skryptów testowych
- 20. 20 Basic Math MatrixMultiplication Convolution Smoke Simple Math Single Operand Sqrt, Negative, Abs Double Operand Add, Sub, Mul, Div Complex Math Exp, Log, Safelog, Tanh, Rcp, Sigm Inequalities Reduction Sum, Max, Min, ArgMax, ArgMin 𝑥 + − abs x log(x) https://en.wikipedia.org/wiki/Matrix_multiplicationhttps://github.com/PetarV-/TikZ/tree/master/2D%20Convolution Przetestuj wszystkie operacje matematyczne
- 21. 21 Wyznaczanie Przypadków Testowych • Analiza Wartości Granicznych (Boundary Analysis) • Skupianie się na funkcjonalnościach • Skupianie się na przypadkach szczególnych oraz corner case-ach
- 22. 22
- 24. 24 Notices and Disclaimers Software and workloads used in performance tests may have been optimized for performance only on Intel microprocessors. Performance tests, such as SYSmark and MobileMark, are measured using specific computer systems, components, software, operations and functions. Any change to any of those factors may cause the results to vary. You should consult other information and performance tests to assist you in fully evaluating your contemplated purchases, including the performance of that product when combined with other products. For more complete information visit: http://www.intel.com/performance. Tests document performance of components on a particular test, in specific systems. Differences in hardware, software, or configuration will affect actual performance. Consult other sources of information to evaluate performance as you consider your purchase. For more complete information about performance and benchmark results, visit www.intel.com/benchmarks. Intel technologies’ features and benefits depend on system configuration and may require enabled hardware, software or service activation. Performance varies depending on system configuration. No computer system can be absolutely secure. Check with your system manufacturer or retailer or learn more at intel.com. The products described may contain design defects or errors known as errata which may cause the product to deviate from published specifications. Current characterized errata are available on request. Intel, the Intel logo, Xeon, Xeon Phi and Nervana are trademarks of Intel Corporation in the U.S. and/or other countries. *Other names and brands may be claimed as the property of others © 2018 Intel Corporation. All rights reserved.