HomeCoursesGrokking AI for Engineering & Product Managers

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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.

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Overview

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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

Artificial Intelligence

Management

Product Management

Content

46 Lessons3 Quizzes

The Fundamentals

21 Lessons

Learn how to use AI, ML, and DL principles to enhance automation and prediction.

Basics of AI I

Basics of AI II

The Highs and Lows of AI

Understanding Machine Learning

Supervised Learning

Supervised Learning: Algorithms and Business Use Cases I

Supervised Learning: Algorithms and Business Use Cases II

Supervised Learning: Algorithms and Business Use Cases III

Unsupervised Learning

Unsupervised Learning: Algorithms and Business Use Cases

Reinforcement Learning

Deep Learning

Convolutional Neural Networks: What, When, How and Where

Recurrent Neural Networks: What, When, How and Where

Natural Language Processing: Word Embeddings

Natural Language Processing: BERT

Recommendation Systems

Transfer Learning

Evaluation Metrics I

Evaluation Metrics II

Quiz

AI in Practice

8 Lessons

Walk through AI's role in trust, product development, machine learning insights, and infrastructure.

Creating AI Solutions That Users Trust

Creating Great AI Products: The Rules

Key ML Lessons

AI Infrastructure: Overview

AI Infrastructure: AI Frameworks

AI Infrastructure: Cloud Services to Create AI Solutions I

AI Infrastructure: Cloud Services to Create AI Solutions II

Quiz

Real Case Studies

5 Lessons

Go hands-on with AI applications in retail, entertainment, finance, and wildlife conservation.

Starbucks: The Millions of AI Infused Cups of Coffee

Netflix: Using AI To Give Us Better Entertainment

American Express: AI and Credit Cards

AI for Wildlife Conservation

Quiz: Test Scenario

Responsible AI

7 Lessons

Build a foundation in managing AI risks and fostering ethical, transparent AI practices.

Responsible AI Practices: Introduction

Responsible AI Practices: Fairness

Responsible AI Practices: Interpretability

Responsible AI Practices: Privacy

Responsible AI Practices: Security

Responsible AI Practices: Addendum

AI and Ethics: Case Studies

What's Next

5 Lessons

Deepen your knowledge of AI's current state, future potential, and continued learning in AI.

Current State of AI in Numbers I

Current State of AI in Numbers II

Future of AI

Where to Next?

Final thoughts

Certificate of Completion

Showcase your accomplishment by sharing your certificate of completion.

Course Author:

Samia Khalid

Developed by MAANG Engineers

Every Educative lesson is designed by a team of ex-MAANG software engineers and PhD computer science educators, and developed in consultation with developers and data scientists working at Meta, Google, and more. Our mission is to get you hands-on with the necessary skills to stay ahead in a constantly changing industry. No video, no fluff. Just interactive, project-based learning with personalized feedback that adapts to your goals and experience.

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Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Personalized Interview Prep

Skip the LeetCode grind with a custom roadmap that adapts to your goals. Hands-on practice for Coding Interviews, System Design, and more.

Mock Interviews

Test your skills in a simulated interview setting. Receive personalized feedback based on your performance. Available for Coding Interviews, System Design, and more.

AI Prompt

Build prompt engineering skills. Practice implementing AI-informed solutions.

Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

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