Monday, March 1, 2021
  • Setup menu at Appearance » Menus and assign menu to Top Bar Navigation
Advertisement
  • AI Development
    • Artificial Intelligence
    • Machine Learning
    • Neural Networks
    • Learn to Code
  • Data
    • Blockchain
    • Big Data
    • Data Science
  • IT Security
    • Internet Privacy
    • Internet Security
  • Marketing
    • Digital Marketing
    • Marketing Technology
  • Technology Companies
  • Crypto News
No Result
View All Result
NikolaNews
  • AI Development
    • Artificial Intelligence
    • Machine Learning
    • Neural Networks
    • Learn to Code
  • Data
    • Blockchain
    • Big Data
    • Data Science
  • IT Security
    • Internet Privacy
    • Internet Security
  • Marketing
    • Digital Marketing
    • Marketing Technology
  • Technology Companies
  • Crypto News
No Result
View All Result
NikolaNews
No Result
View All Result
Home Machine Learning

Gradient Descent Models Are Kernel Machines (Deep Learning) « Machine Learning Times

February 14, 2021
in Machine Learning
The ML Times Is Growing – A Letter from the New Editor in Chief – Machine Learning Times
585
SHARES
3.3k
VIEWS
Share on FacebookShare on Twitter
Originally published in infoproc.blogspot.com, Feb 7, 2021.

This paper shows that models which result from gradient descent training (e.g., deep neural nets) can be expressed as a weighted sum of similarity functions (kernels) which measure the similarity of a given instance to the examples used in training. The kernels are defined by the inner product of model gradients in the parameter space, integrated over the descent (learning) path.

Roughly speaking, two data points x and x’ are similar, i.e., have large kernel function K(x,x’), if they have similar effects on the model parameters in the gradient descent. With respect to the learning algorithm, x and x’ have similar information content. The learned model y = f(x) matches x to similar data points x_i: the resulting value y is simply a weighted (linear) sum of kernel values K(x,x_i).

You might also like

Machine learning could aid mental health diagnoses: Study – ETCIO.com

Google’s deep learning finds a critical path in AI chips

Machine Learning & Big Data Analytics Education Market 2021 Global Industry Size, Reviews, Segments, Revenue, and Forecast to 2027 – NeighborWebSJ

This result makes it very clear that without regularity imposed by the ground truth mechanism which generates the actual data (e.g., some natural process), a neural net is unlikely to perform well on an example which deviates strongly (as defined by the kernel) from all training examples. See note added at bottom for more on this point, re: AGI, etc. Given the complexity (e.g., dimensionality) of the ground truth model, one can place bounds on the amount of data required for successful training.

This formulation locates the nonlinearity of deep learning models in the kernel function. The superposition of kernels is entirely linear as long as the loss function is additive over training data.

To continue reading this article, click here.


Credit: Google News

Previous Post

Free decrypter released for Avaddon ransomware victims... aaand, it's gone!

Next Post

Best VPN service in 2021: Safe and fast don't come free

Related Posts

Machine learning could aid mental health diagnoses: Study – ETCIO.com
Machine Learning

Machine learning could aid mental health diagnoses: Study – ETCIO.com

March 1, 2021
Google’s deep learning finds a critical path in AI chips
Machine Learning

Google’s deep learning finds a critical path in AI chips

March 1, 2021
Machine Learning & Big Data Analytics Education Market 2021 Global Industry Size, Reviews, Segments, Revenue, and Forecast to 2027 – NeighborWebSJ
Machine Learning

Machine Learning & Big Data Analytics Education Market 2021 Global Industry Size, Reviews, Segments, Revenue, and Forecast to 2027 – NeighborWebSJ

March 1, 2021
Machine Learning as a Service (MLaaS) Market Analysis Technological Innovation by Leading Industry Experts and Forecast to 2028 – The Daily Chronicle
Machine Learning

Machine Learning as a Service (MLaaS) Market Global Sales, Revenue, Price and Gross Margin Forecast To 2028 – The Bisouv Network

March 1, 2021
Machine learning could aid mental health diagnoses: Study
Machine Learning

Machine learning could aid mental health diagnoses: Study

February 28, 2021
Next Post
Best VPN 2020: NordVPN, PureVPN, others with free VPN tiers

Best VPN service in 2021: Safe and fast don't come free

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

Recommended

Plasticity in Deep Learning: Dynamic Adaptations for AI Self-Driving Cars

Plasticity in Deep Learning: Dynamic Adaptations for AI Self-Driving Cars

January 6, 2019
Microsoft, Google Use Artificial Intelligence to Fight Hackers

Microsoft, Google Use Artificial Intelligence to Fight Hackers

January 6, 2019

Categories

  • Artificial Intelligence
  • Big Data
  • Blockchain
  • Crypto News
  • Data Science
  • Digital Marketing
  • Internet Privacy
  • Internet Security
  • Learn to Code
  • Machine Learning
  • Marketing Technology
  • Neural Networks
  • Technology Companies

Don't miss it

Benefits of Data Integration – Data Science Central
Data Science

Benefits of Data Integration – Data Science Central

March 1, 2021
Machine learning could aid mental health diagnoses: Study – ETCIO.com
Machine Learning

Machine learning could aid mental health diagnoses: Study – ETCIO.com

March 1, 2021
The Bayesian vs frequentist approaches: implications for machine learning – Part two
Data Science

The Bayesian vs frequentist approaches: implications for machine learning – Part two

March 1, 2021
Google’s deep learning finds a critical path in AI chips
Machine Learning

Google’s deep learning finds a critical path in AI chips

March 1, 2021
9 Tips to Effectively Manage and Analyze Big Data in eLearning
Data Science

9 Tips to Effectively Manage and Analyze Big Data in eLearning

March 1, 2021
Machine Learning & Big Data Analytics Education Market 2021 Global Industry Size, Reviews, Segments, Revenue, and Forecast to 2027 – NeighborWebSJ
Machine Learning

Machine Learning & Big Data Analytics Education Market 2021 Global Industry Size, Reviews, Segments, Revenue, and Forecast to 2027 – NeighborWebSJ

March 1, 2021
NikolaNews

NikolaNews.com is an online News Portal which aims to share news about blockchain, AI, Big Data, and Data Privacy and more!

What’s New Here?

  • Benefits of Data Integration – Data Science Central March 1, 2021
  • Machine learning could aid mental health diagnoses: Study – ETCIO.com March 1, 2021
  • The Bayesian vs frequentist approaches: implications for machine learning – Part two March 1, 2021
  • Google’s deep learning finds a critical path in AI chips March 1, 2021

Subscribe to get more!

© 2019 NikolaNews.com - Global Tech Updates

No Result
View All Result
  • AI Development
    • Artificial Intelligence
    • Machine Learning
    • Neural Networks
    • Learn to Code
  • Data
    • Blockchain
    • Big Data
    • Data Science
  • IT Security
    • Internet Privacy
    • Internet Security
  • Marketing
    • Digital Marketing
    • Marketing Technology
  • Technology Companies
  • Crypto News

© 2019 NikolaNews.com - Global Tech Updates