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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.

Beginner

46 Lessons

Certificate of Completion

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.

AI-POWERED

Explanations

AI-POWERED

Explanations

Course Overview

Course Content

Apply Your Skills

Recommendations

Course Overview

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 lea...Show More

Course Content

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

Course Author

Explainable AI: The Power of Interpreting ML Models

intermediate

40 min

Project

Explainable AI: The Power of Interpreting ML Models

Use explainable AI to interpret Logistic Regression, Random Forest, and Neural Networks, comparing global and local explanations using the UCI Census dataset.

intermediate

40 mins

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Hands-on Learning Powered by AI

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

Instant 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.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

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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