Discussion of Artificial Intelligence/Machine Learning Expectations
We want to live in a world where generative AI tools are not just for automatically generating content, but unlocking ideas.
Alton Zenon III
Jasper Content Marketing Manager
Expectations
- Machine Learning (ML) focuses on classifying data to provide insights into making predictions for complex problems.
- Benefits of ML include predicting customer behavior, enhancing preventative maintenance procedures, detecting spam and phishing attempts, enhancing fraud detection, performing sentiment analysis and conducting image detection.
- Artificial Intelligence (AI) is an area of computer science that focuses on creating intelligent machines capable of performing tasks normally requiring human intelligence.
- AI can improve decision-making processes by analyzing large amounts of data quickly and learning from past experiences to make decisions faster than humans could alone.
OpenAi’s New Q* (Qstar): A Simple Guide For Beginners (9:44)
- OpenAI has created something incredible with QAR, a system combining Q Learning and AAR Search Algorithm for better decision-making and problem-solving.
- Q Learning trains AI to make decisions, while the AAR algorithm finds the shortest route in complex environments.
- Google is developing its new AI language model Gemini which uses Tree Search, a method similar to Q Learning.
- Traditional large language models (LLMs) require lots of data to learn and cannot adapt when the world changes.
- Q Learning is adaptable and flexible, allowing AI systems to keep learning over time, focus on specific goals, and plan for the future.
- Future LLMs could use Q Learning to become more dynamic and accurate while still being creative with their words.
I Am AI (3:13)
AI is powering change in every industry across the globe. As companies are increasingly data-driven, the demand for AI technology grows. From speech recognition and recommender systems to medical imaging and improved supply chain management, AI technology is providing enterprises the compute power, tools, and algorithms their teams need to do their life’s work.
i am ai: A journey exploring the world of artificial intelligence
https://www.nvidia.com/en-us/about-nvidia/i-am-ai/
Share of Artificial Intelligence Jobs Among All Job Postings
A job posting is considered an AI job if it requested one or more AI skills, e.g. "natural language processing", "neural networks", "machine learning", or "robotics".
ChatGPT to Fuel $1.3 Trillion AI Market by 2032: https://www.bloomberg.com/news/articles/2023-06-01/chatgpt-to-fuel-1-3-trillion-ai-market-by-2032-bi-report-says
How AI Could Empower Any Business
Expensive to build and often needing highly skilled engineers to maintain, artificial intelligence systems generally only pay off for large tech companies with vast amounts of data. But what if your local pizza shop could use AI to predict which flavor would sell best each day of the week? Andrew Ng shares a vision for democratizing access to AI, empowering any business to make decisions that will increase their profit and productivity. Learn how we could build a richer society – all with just a few self-provided data points.
Discussion of AI / ML
"The future of AI is both immensely bright and immensely dark. In the right hands, it has the potential to cure deadly diseases, create renewable energy sources, and end world hunger. In the wrong hands, it will destroy millions of jobs, exacerbate inequality, and lead to social unrest on a scale not seen since the dawn of the Industrial Revolution." -- Christopher Penn
Almost Timely News: The Future of AI and Regular Life (2022-10-23)
https://www.youtube.com/watch?v=qENGC4FyMXw
Expectations
“We’re a global company with a diverse workforce, which means we also actively recruit globally. With the shortage of skilled cybersecurity professionals, it has become essential to rely and invest in AI technology to continue our drive for innovation.”
— Peter Oggel, Chief Technology Officer, Irdeto
Overview
Machine learning focuses on classifying data to provide insights into making predictions for a variety of complex problems. It is a learning process made possible given the volume of available data that can help discover trends, patterns, and correlations. Benefits may include predicting customer behavior, enhancing preventative maintenance procedures, detecting spam and phishing attempts, enhancing fraud detection, performing sentiment analysis, conducting image detection and many others.
Artificial Intelligence (AI) is an area of computer science that focuses on creating intelligent machines capable of performing tasks that normally require human intelligence. With the potential to automate mundane tasks and analyze data more quickly, AI can provide many benefits to businesses and consumers alike. One major advantage of AI is its ability to improve decision-making processes, as AI-based tools can analyze large amounts of data and learn from past experiences to make decisions faster than humans could on their own. Additionally, AI can help with customer service by providing personalized support, and automated agents that provide fast responses to customers’ questions. For example, a chatbot powered by AI technology can interact with customers in real-time, providing instant responses and advice. By incorporating AI into their businesses, companies can improve the customer experience while also increasing efficiency and productivity.
Topics
- Introduction
- Business Use Cases: Writing Assistants, Chatbots
- Machine Learning
- Artificial Intelligence
Allocated Times
- 22 hours
- Meeting 4:
- Generative AI;
- Jasper Writing Tools;
- OpenAI ChatGPT;
- Meeting 5:
- Machine Learning
- Meeting 6:
- Artificial Intelligence
- Artificial Intelligence
- https://so.ilitchbusiness.wayne.edu/ba7060-syllabus
Assignments / Quizzes
- Quizzes
- Consulting Assignment: AI / ML
- Write a 400-600 word paper (consider using Jasper as your writing assistant).
The executive team of LJL Industries wants you to present your recommendations for website personalization strategies using the latest AI/ML tools for content creation, to increase SEO, and generate more traffic to the website.
https://so.ilitchbusiness.wayne.edu/consulting-letter-for-ai-ml
- Write a 400-600 word paper (consider using Jasper as your writing assistant).
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- Post your paper under the Artificial Intelligence / Machine Learning category:
https://so.ilitchbusiness.wayne.edu/create-a-new-topic
- Post your paper under the Artificial Intelligence / Machine Learning category:
- Jasper Certification Assessment
https://jasper.outgrow.us/exam
Discussion Questions
1. How can artificial intelligence be best used to improve the accuracy and efficiency of decision-making processes in businesses?
2. What security measures are needed to protect against malicious attacks from malicious actors when using AI applications?
3. What advanced technologies are being explored to further the development of AI / ML algorithms and applications?
4. How will artificial intelligence affect the way people interact with technology and how will it shape our future?
5. How could machine learning be used to improve customer service and create more positive user experiences?
6. What challenges need to be addressed in order for AI applications to reach their full potential?
We spent about $100 million since 2017 on AI, machine learning and other technology initiatives to improve fraud-risk systems. We know this investment is working. Our annual fraud losses have come down 14% since 2017, despite volumes being up almost 50%.
ChatGPT can turn written instructions, or prompts, into essays, blogs, poems, marketing taglines and others. It also can summarize a body of text into bullet points. After launching on Nov. 30, ChatGPT already amassed one million users in less than a week.