4.4
Beginner
5h
Grokking AI for Engineering & Product Managers
Lead the GenAI revolution. Future-proof your skills by understanding AI basics, machine learning, algorithms, ethical practices, and real-world applications. Stay ahead in tech leadership.
In one form or the other, AI is going to be infused in all the tech products. Meaning, that in order to stay a relevant leader, it has become essential to have a solid, broad understanding of AI. While you may not be implementing the solution, you need to speak the language of AI.
Whether you’re leading a team on creating AI solutions, or you just want a better understanding of AI, then this course is for you. In this course, I have deconstructed the concepts most relevant for you.
You will start by learning the basics of AI, its connection with machine learning, and the different types of algorithms you should be familiar with. You’ll then learn the rules, best practices, and infrastructure for creating great AI products that users trust. Then, you will go through some real case studies of AI application and do a deep dive into Ethical AI. You'll end by getting an outlook into the current status and future of AI. In a nutshell, this course is your no-fuss, comprehensive guide to the essentials of AI.
In one form or the other, AI is going to be infused in all the tech products. Meaning, that in order to stay a relevant leader, ...Show More
TAKEAWAY SKILLS
Content
1.
The Fundamentals
21 Lessons
Learn how to use AI, ML, and DL principles to enhance automation and prediction.
Basics of AI IBasics of AI IIThe Highs and Lows of AIUnderstanding Machine LearningSupervised LearningSupervised Learning: Algorithms and Business Use Cases ISupervised Learning: Algorithms and Business Use Cases IISupervised Learning: Algorithms and Business Use Cases IIIUnsupervised LearningUnsupervised Learning: Algorithms and Business Use CasesReinforcement LearningDeep LearningConvolutional Neural Networks: What, When, How and WhereRecurrent Neural Networks: What, When, How and WhereNatural Language Processing: Word EmbeddingsNatural Language Processing: BERTRecommendation SystemsTransfer LearningEvaluation Metrics IEvaluation Metrics IIQuiz
2.
AI in Practice
8 Lessons
Walk through AI's role in trust, product development, machine learning insights, and infrastructure.
3.
Real Case Studies
5 Lessons
Go hands-on with AI applications in retail, entertainment, finance, and wildlife conservation.
4.
Responsible AI
7 Lessons
Build a foundation in managing AI risks and fostering ethical, transparent AI practices.
5.
What's Next
5 Lessons
Deepen your knowledge of AI's current state, future potential, and continued learning in AI.
Certificate of Completion
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Course Author:
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