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Joseph Rocca

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TDS Archive

Understanding Diffusion Probabilistic Models (DPMs)

Building, step by step, the reasoning that leads to DPMs.

Dec 5, 2022

Understanding Diffusion Probabilistic Models (DPMs)

Dec 5, 2022

Published in

TDS Archive

The exploration-exploitation trade-off: intuitions and strategies

Understanding e-greedy, optimistic initialisation, UCB and Thompson sampling strategies

Apr 18, 2021

The exploration-exploitation trade-off: intuitions and strategies

Apr 18, 2021

Published in

TDS Archive

A simple introduction to Machine Learning

Towards Data Science introductory post about ML.

Dec 23, 2019

A simple introduction to Machine Learning

Dec 23, 2019

Published in

TDS Archive

Understanding Variational Autoencoders (VAEs)

Building, step by step, the reasoning that leads to VAEs.

Sep 24, 2019

Understanding Variational Autoencoders (VAEs)

Sep 24, 2019

Published in

TDS Archive

Bayesian inference problem, MCMC and variational inference

Overview of the Bayesian inference problem in statistics.

Jul 1, 2019

Bayesian inference problem, MCMC and variational inference

Jul 1, 2019

Published in

TDS Archive

Ensemble methods: bagging, boosting and stacking

Understanding the key concepts of ensemble learning.

Apr 23, 2019

Ensemble methods: bagging, boosting and stacking

Apr 23, 2019

Published in

TDS Archive

Introduction to Markov chains

Definitions, properties and PageRank example.

Feb 24, 2019

Introduction to Markov chains

Feb 24, 2019

Published in

TDS Archive

Understanding Generative Adversarial Networks (GANs)

Building, step by step, the reasoning that leads to GANs.

Jan 7, 2019

Understanding Generative Adversarial Networks (GANs)

Jan 7, 2019

Published in

TDS Archive

A gentle journey from linear regression to neural networks

Soft introduction to some Machine Learning and Deep Learning concepts.

Dec 8, 2018

A gentle journey from linear regression to neural networks

Dec 8, 2018

Joseph Rocca

Joseph Rocca

Machine Learning Engineer at Meta. Towards Data Science writer. Mathematics instructor at UTC. www.linkedin.com/in/joseph-rocca-b01365158

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