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This is a guest post from Andrew Ferlitsch, author of Deep Learning Patterns and Practices.  It provides an introduction to deep neural networks in Python. Andrew is an expert on computer vision, deep learning, and operationalizing ML in production at Google Cloud AI Developer Relations. This article examines the parts that make up neural networks and deep neural networks, as well as the fundamental different types of models (e.g. regression), their constituent parts (and how they contribute to model accuracy), and which tasks they are designed to learn. This article is meant for machine learning engineers who are familiar with…

Oh, what will happen to our jobs when my company starts using AI? This is such a popular question that comes up when I give talks—even to a pseudo technical audience. Not surprisingly, this question will land sarcastic smiles on the faces of some data scientists and AI experts; you may even catch some eyes rolling.  But it’s a valid question.  Don’t forget, we had a US political candidate run for the presidency on the theme that automation is robbing people of good jobs and we should thus be compensated for the crisis. Popular figures take it to extreme levels…

Listen to my interview with the Insatiably Curious Podcast host, David Gee. Transcript of the podcast is as below. 00:07 Welcome to the Insatiably Curious Podcast, where we invite lifelong learners to join us on a personal and professional journey. Now here to inform, entertain and enlighten, while always keeping it interesting from our nation’s capital. It’s your host, David Gee. David Gee  00:26 Joining us today so glad to have her, Kavita Ganesan… She is the author of “The Business Case for AI: A Leader’s Guide to AI Strategies, Best Practices & Real-World Applications.” Welcome to the show, Kavita.…

AI as a field, especially in the context of real-world applications, has been progressing at a rapid pace. This has been further accelerated by the onset of the COVID-19 pandemic. In fact, AI was found to be the most discussed technology in 2021. Having worked with numerous clients, big and small, in the integration of AI, here are 4 Business AI predictions in 2022 and beyond. #1 Many more “deployed” models In the recent past, businesses have had trouble operationalizing models and have not seen the value in many of their AI initiatives. In fact, Gartner’s research shows that only…

When it comes to software automation, many teams turn to AI as their potential answer. AI in the form of machine learning or NLP may be an excellent solution to a problem. But did you know that the best way to start AI initiatives is to start with no AI at all? This may seem counterintuitive, but there’s a simple reason for it. It’s because you may not be ready for AI as a solution. There could be several missing elements that’ll prevent you from seeing success with AI if pursued prematurely. When it comes to AI, it’s not far-fetched to say that several critical stars need to align to get results from initiatives from a usability perspective. Let’s look at…

Press enter or click to view image in full sizeAs the tech world buzzes with the unveiling of Apple Intelligence, expectations are soaring. The leap from iPhone to AI-Phone paints a picture of a future where our devices aren’t just tools but partners capable of anticipating our needs and actions. Yet, amidst this enthusiastic anticipation, it’s crucial to examine the potential pitfalls that might cause Apple Intelligence to fall short of these lofty expectations.Technological Overreach?The very ambition that makes Apple Intelligence seem revolutionary could also be its Achilles’ heel. Apple plans to seamlessly integrate advanced AI across its suite of…

We’ve all heard of sentiment analysis, but what exactly is it and what can it do for your brand, your business, and how can you get started with it? What is Sentiment Analysis? Sentiment analysis relates to analyzing content such as social media comments, customer feedback, employee feedback, and even facial expressions in images to render sentiment orientation. These sentiments can be as broad as just saying that the specific content is from a “detractor” or “promoter,” or it can be as detailed as listing out all the emotions within the content. Predicting fine-grained sentiment in images Predicting sentiment in text…

Press enter or click to view image in full sizeFor the next two weeks, you can save up to $400 on Tickets to the Chatbot Conference 2024.Whether you’re a returning attendee or new to our community, this is the perfect chance to experience the future of AI and chatbot technology at a discounted rate.Here’s What You Can Expect:Insightful Keynotes: Hear from pioneers and innovators who are shaping the world of conversational AI.Interactive Workshops: Dive into hands-on sessions where you’ll learn to design and build AI-Agent in 48hrs and earn a Certification.Networking Opportunities: Connect with top industry leaders and peers in…

Several years ago, a product manager at a tech company had a data collection problem: to scrape software security vulnerability data from multiple web sources, consolidate the vulnerabilities and store them in a database.As this was an automation problem relating to data, the product manager (PM) immediately concluded that this was a machine learning problem. The PM then “hired” the company’s data science team to build ML models to solve the problem.  The data science team agreed to the data collection task without making any promises on “models.” They realized that their attempts to educate the PM that this was…

Press enter or click to view image in full sizeThe cp command in Bash is used to copy files and directories from one location to another.Copy Command Syntax and ExplanationThe basic syntax of the cp command is:cp [OPTION]… SOURCE… DESTINATIONSOURCE: The file or directory you want to copy.DESTINATION: The location where you want to place the copied file or directory.OPTION: Optional flags that modify the behavior of the cp command.Commonly used options include:-r or -R: Recursively copy directories and their contents.-i: Prompt before overwriting an existing file.-u: Copy only when the SOURCE file is newer than the DESTINATION file or…