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ESP32-CAM Video Streaming and Face Recognition with Arduino IDE

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This article is a quick getting started guide for the ESP32-CAM board. Note: in this tutorial we use the example from the arduino-esp32 library. This tutorial doesn't cover how to modify the example. You can watch the video tutorial or keep reading this page for the written instructions. You can use the preceding links or go directly to MakerAdvisor.com/tools to find all the parts for your projects at the best price!


TensorFlow Developer Certificate in 2021: Zero to Mastery

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Become an AI, Machine Learning, and Deep Learning expert! Description Just launched with all modern best practices for working with TensorFlow and passing the TensorFlow Developer Certificate exam! Join a live online community of over 500,000 students and a course taught by a TensorFlow certified expert. This course will take you from absolute beginner with TensorFlow, to becoming part of Google's TensorFlow Certification Network. TensorFlow experts earn up to $204,000 USD a year, with the average salary hovering around $148,000 USD according to 2021 statistics.


Machine Learning Project on Sales Prediction or Sale Forecast - Projects Based Learning

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It is easier for established companies to predict future sales based on years of past business data. Newly founded companies have to base their forecasts on less-verified information, such as market research and competitive intelligence to forecast their future business. Sales forecasting gives insight into how a company should manage its workforce, cash flow, and resources. In addition to helping a company allocate its internal resources effectively, predictive sales data is important for businesses when looking to acquire investment capital. Sales forecasting allows companies to: Predict achievable sales revenue; Efficiently allocate resources; Plan for future growth. In this project, looking at the various Stores Sales around the world are tasked with predicting their daily sales in advance.


Deep Learning Course with Flutter & Python - Build 6 AI Apps

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Join the most comprehensive Flutter & Deep Learning course on Udemy and learn how to build amazing state-of-the-art Deep Learning applications! Do you want to learn about State-of-the-art Deep Learning algorithms and how to apply them to IOS/Android apps? Then this course is exactly for you! You will learn how to apply various State-of-the-art Deep Learning algorithms such as GAN's, CNN's, & Natural Language Processing. In this course, we will build 6 Deep Learning apps that will demonstrate the tools and skills used in order to build scalable, State-of-the-Art Deep Learning Flutter applications!


Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety

arXiv.org Artificial Intelligence

The use of deep neural networks (DNNs) in safety-critical applications like mobile health and autonomous driving is challenging due to numerous model-inherent shortcomings. These shortcomings are diverse and range from a lack of generalization over insufficient interpretability to problems with malicious inputs. Cyber-physical systems employing DNNs are therefore likely to suffer from safety concerns. In recent years, a zoo of state-of-the-art techniques aiming to address these safety concerns has emerged. This work provides a structured and broad overview of them. We first identify categories of insufficiencies to then describe research activities aiming at their detection, quantification, or mitigation. Our paper addresses both machine learning experts and safety engineers: The former ones might profit from the broad range of machine learning topics covered and discussions on limitations of recent methods. The latter ones might gain insights into the specifics of modern ML methods. We moreover hope that our contribution fuels discussions on desiderata for ML systems and strategies on how to propel existing approaches accordingly.


Data Science Real-World Use Cases - Hands On Python

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If the answer is yes to any of these questions, then this course is for you! Data Science is one of the hottest tech fields to be in right now! The field is exploding with opportunities and career prospects. Data Science is widely adopted in many sectors nowadays such as banking, healthcare, Airlines, Logistic and technology. The purpose of this course is to provide you with knowledge of key aspects of data science applications in business in a practical, easy and fun way.


The future of ethical AI

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Get the social sector's most essential news coverage, including news highlights, opinion pieces and features to keep you up-to-date with Australia's most valuable sector. Get news covering the latest innovations in local and international for-good business practices. Get purpose-driven roles delivered straight to your inbox. Accompanied by the latest careers news, including Changemakers and who's moving where in the sector, you'll never be out of touch with career developments within the sector. Get notifications on the latest webinar topics, as well as other Pro Bono Australia professional development resources.


10 Best Data Science with R Online Courses

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So you want to learn Data Science with R? Good Decision! Because R programming has various statistical and graphical capabilities. R has a huge variety of libraries to perform statistical analysis. Some most powerful visualization packages in R are ggplot2, ggvis, googleVis, and rCharts. So if you are looking for the Best Online Courses for Data Science with R, then this article will help you.


CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation Systems

arXiv.org Artificial Intelligence

Automated systems that negotiate with humans have broad applications in pedagogy and conversational AI. To advance the development of practical negotiation systems, we present CaSiNo: a novel corpus of over a thousand negotiation dialogues in English. Participants take the role of campsite neighbors and negotiate for food, water, and firewood packages for their upcoming trip. Our design results in diverse and linguistically rich negotiations while maintaining a tractable, closed-domain environment. Inspired by the literature in human-human negotiations, we annotate persuasion strategies and perform correlation analysis to understand how the dialogue behaviors are associated with the negotiation performance. We further propose and evaluate a multi-task framework to recognize these strategies in a given utterance. We find that multi-task learning substantially improves the performance for all strategy labels, especially for the ones that are the most skewed. We release the dataset, annotations, and the code to propel future work in human-machine negotiations: https://github.com/kushalchawla/CaSiNo


Startup Bootstrapping Mastery 2021

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Starting a business can be costly, especially in certain fields such as brick-and-mortar and retail. But there are ways to drastically reduce your startup costs, and to secure funding without giving away the rights to your company, or going into serious debt. In this course, you are going to learn about some of the best ways to save money, get profitable faster, and avoid having to seek funding before your company is truly ready. You're going to learn how to start your business with the least possible investment, and how to manage your money until your company becomes profitable. This course is your fast track to startup success and will provide long-lasting value from your very first business you start right through to advanced enterprise campaigns.