Machine Learning with Phil show you how to do sentiment analysis with TensorFlow 2 in this natural language processing (NLP) tutorial.

This natural language processing model is relatively straight forward, as it’s just an encoder coupled to some bidirectional layers and a couple dense layers to handle the classification. We’ll compare two different models, one with a single LSTM layer and the other with two LSTM layers and some dropout.

Vern Brownell, CEO, D-Wave Systems, takes the stage to talk about the change that Quantum computing will make in the world, and it will be the complementary to A.I. and machine learning.#WorldGovSummit

“Quantum computing addresses possibilities that are incomprehensible with the most sophisticated supercomputers of today”

In this fascinating episode, watch how Ofir Barzilay, Principal Engineering Manager for IoT Security, demonstrates a brute force attack (https://aka.ms/iotshow/ascforiot) on a Raspberry Pi IoT device connected to Azure IoT Hub. You will see how Ofir attacks the device to discover its password.

Watch how he downloads a payload and infects the device. You will see him gain control over the device, connecting it to his command and control server to fully own it, showing how he can exploit it for crypto mining, DDOS and more.

At the end of the demo, Ofir demonstrates how Azure Security Center for IoT has monitored, detected, and reported on the entire attack. He also shows how Azure Security Center for IoT leverages Microsoft Threat Intelligence to flag suspicious devices. Solution builders using Azure IoT security will sleep better after watching this show.

Eric Reiss (FatDUX Group) started working with user experience (UX) long before the term was even known and speaks about Ethics in AI.

Whenever we say, “That’s not my problem,” or, “My company won’t let me do that,” we are handing over our ethical responsibility to someone else – for better or for worse. Do innocent decisions evolve so that they promote racism or gender discrimination through inadvertent cognitive bias or unwitting apathy? Far too often they do.

We, as technologists, hold incredible power to shape the things to come. I would like to share my thoughts with you so you can use this power to truly build a better world for those who come after us!