Grokking AI for Engineering & Product Managers

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. Wh... See More

How You'll Learn

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Course Contents

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1. The Fundamentals

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

2. AI in Practice

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

3. Real Case Studies

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

4. Responsible AI

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

5. What's Next

Current State of AI in Numbers I

Current State of AI in Numbers II

Future of AI

Where to Next?

Final thoughts