Tutorials

BERT

• BERT Research Series on YouTube - Follow along in this 8 episode series as I make sense of how BERT works.
  • The culmination of this series was my BERT eBook!
• BERT Application Examples:
  • Word Embeddings (post, notebook)
  • Sentence Classification (post, notebook)
  • Document Classification (video, notebook
  • Named Entity Recognition (notebook)
  • Multilingual BERT (notebook)

Word2Vec

• Word2Vec Tutorial - The Skip-Gram Model
• Word2Vec Tutorial Part 2 - Negative Sampling
• Applying word2vec to Recommenders and Advertising
• Commented word2vec C code
• Wor2Vec Resources

Radial Basis Function Networks

I’ve written a number of posts related to Radial Basis Function Networks. Together, they can be taken as a multi-part tutorial to RBFNs.

• Part 1 - RBFN Basics, RBFNs for Classification
• Part 2 - RBFN Example Code in Matlab
• Part 3 - RBFN for function approximation
• Advanced Topics:
  • Gaussian Kernel Regression
  • Mahalonobis Distance

Histograms of Oriented Gradients (HOG)

My tutorial and Matlab code on the HOG descriptor are easily one of the most popular items on my site.

• HOG Person Detector Tutorial
• HOG Descriptor Matlab Code
• HOG Result Clustering