deeplizard teaches us how to normalize a dataset. We’ll see how dataset normalization is carried out in code, and we’ll see how normalization affects the neural network training process.

Content index:

  • 0:00 Video Intro
  • 0:52 Feature Scaling
  • 2:19 Normalization Example
  • 5:26 What Is Standardization
  • 8:13 Normalizing Color Channels
  • 9:25 Code: Normalize a Dataset
  • 19:40 Training With Normalized Data

Here’s a great TEDx talk about the nature of learning and acquiring new skills.

Josh Kaufman is the author of the #1 international bestseller, ‘The Personal MBA: Master the Art of Business’, as well as the upcoming book ‘The First 20 Hours: Mastering the Toughest Part of Learning Anything.’ Josh specializes in teaching people from all walks of life how to master practical knowledge and skills. In his talk, he shares how having his first child inspired him to approach learning in a whole new way.  

As AI adoption increases across industries, new job roles are being created to actualize this technology. A

report by Indeed indicates that AI and ML related jobs increased almost a hundredfold between 2015 and 2018.

Other newer roles will certainly come up in the future as the field grows and matures.

Here’s a great compilation of resources to help you get started in this field.

You are probably already using AI without even knowing it! You must have scrolled through the recommended products while shopping from any online shopping site, or used Google, Alexa, or Siri voice assistants, or in fact, watched a suggested movie on Netflix. As such, you are already part of […]

Deep learning can be a complex and daunting field for newcomers.

Concepts like hidden layers, convolutional neural networks, backpropagation keep coming up as you try to grasp deep learning topics. Most people are put off of the math alone.

Despite what you have been led to believe, you don’t need an advanced degree or a Ph.D. to learn and master deep learning.

There are certain key concepts you should know (and be well versed in) before you plunge too far into the deep learning world.

The five essentials for starting your deep learning journey are:

  1. Getting your system ready
  2. Python programming
  3. Linear Algebra and Calculus
  4. Probability and Statistics
  5. Key Machine Learning Concepts

Are you interested in learning Python?

We live in a time unique in human history, there are numerous of course options at all skill levels and price points.

You can acquire the tools and knowledge you need at a price that’s affordable for you.

There are tons of course options at all skill levels and price points. So, you’ll acquire the tools and knowledge you need at a price that’s affordable for you.

Siraj Raval  interviews Vinod Khosla in the latest edition of his podcast.

Vinod Khosla is an Entrepreneur, Venture Capitalist, and Philanthropist. It was an honor to have a conversation with the Silicon Valley legend that I’ve admired for many years. Vinod co-founded Sun Microsystems over 30 years ago, a company that grew to over 36,000 employees and invented so much foundational software technology like the Java programming language, NFS, and they pretty much mainstreamed the ‘idea’ of open source. After a successful exit, he’s been using his billionaire status to invest in ambitious technologists trying to improve human life. He’s got the coolest investment portfolio I’ve seen yet, and in this hour long interview we discuss everything from AI to education to startup culture. I know that my microphone volume should be higher in this one, I’ll fix that the next podcast. Enjoy!

Show Notes:

Time markers of our discussion topics below:

2:55 The Future of Education
4:36 Vinod’s Dream of an AI Tutor
5:50 Vinod Offers Siraj a Job
6:35 Choose your Teacher with DeepFakes
8:04 Mathematical Models
9:10 Books Vinod Loves
11:00 What is Learning?
14:00 The Flaws of Liberal Arts Degrees
16:10 Indian Culture
21:11 A Day in the Life of Vinod Khosla
23:50 Valuing Brutal Honesty
24:30 Distributed File Storage
30:30 Where are we Headed?
33:32 Vinod on Nick Bostrom
38:00 Vinod’s Rockstar Recruiting Ability
43:00 The Next Industries to Disrupt
49:00 Vinod Offers Siraj Funding for an AI Tutor
51:48 Virtual Reality
52:00 Contrarian Beliefs
54:00 Vinod’s Love of Learning
55:30 USA vs China

Vinod’s ‘Awesome’ Video:
https://www.youtube.com/watch?v=STtAsDCKEck

Khosla Ventures Blog posts:
https://www.khoslaventures.com/blog/all

Books we discussed:

Scale by Geoffrey West:
https://amzn.to/2rs7UV7

Factfulness by Hans Roesling:
https://amzn.to/2GHUlgg

Mindset by Carol Dwicke:
https://amzn.to/2icCNey

36 Dramatic Situations by Mike Figgis:
https://amzn.to/2ol14Vi

Sapiens by Yuval Noah Harari:
https://amzn.to/2amA7J5

21 Lessons for the 21st Century by Yuval Noah Harari:
https://amzn.to/2PKIJZY
 
The Third Pillar by Raghuram R:
https://bit.ly/2ASU98K

Zero to One by Peter Thiel:
https://amzn.to/2ae3NTM