BERT: one NLP model to rule them all

Fully Connected – a series where Chris and Daniel keep you up to date with everything that’s happening in the AI community.

This week we discuss BERT, a new method of pre-training language representations from Google for natural language processing (NLP) tasks. Then we tackle Facebook’s Horizon, the first open source reinforcement learning platform for large-scale products and services. We also address synthetic data, and suggest a few learning resources.

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Featuring:

• Chris Benson – Website, GitHub, LinkedIn, X
• Daniel Whitenack – Website, GitHub, X

Show Notes:

News/Discussion:

• Is artificial intelligence set to become art’s next medium?
• BERT (a new method for obtaining rich contextual language representations during pre-training):
  • Google research article
  • TensorFlow BERT
  • BERT paper
  • PyTorch BERT
  • NY Times article
  • Example Colab notebook
  • BERT explained article
  • Transformer paper
  • Google Open Sources BERT to Train Natural Language Models Without Breaking the Bank
• Horizon: The first open source reinforcement learning platform for large-scale products and services
• Does Synthetic Data Hold The Secret To Artificial Intelligence?
• AI Experts: Moving forward with AI likely a series of small steps, not giant leaps

Learning resources:

• The Backpropagation Algorithm Demystified

Books

• “Grokking Deep Learning” by Andrew Trask

Something missing or broken? PRs welcome!

Creators and Guests

Host

Chris Benson

Host

Daniel Whitenack

What is Practical AI?

Making artificial intelligence practical, productive & accessible to everyone. Practical AI is a show in which technology professionals, business people, students, enthusiasts, and expert guests engage in lively discussions about Artificial Intelligence and related topics (Machine Learning, Deep Learning, Neural Networks, GANs, MLOps, AIOps, LLMs & more).

The focus is on productive implementations and real-world scenarios that are accessible to everyone. If you want to keep up with the latest advances in AI, while keeping one foot in the real world, then this is the show for you!