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Joseph Robinson, Ph.D.
Joseph Robinson, Ph.D.

525 Followers

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Published in

Towards Data Science

·Pinned

From Basic Gates to Deep Neural Networks: The Definitive Perceptron Tutorial

Mathematics, binary classification, logic gates, and more — TL;DR The world of perceptrons is captivating, as these models are the foundation of modern artificial intelligence. In this blog post, we will provide a concise version of the story of the perceptron, from its neural network origins to its evolution into the multilayer perceptron and beyond. We will explore the…

Perceptron

21 min read

From Basic Gates to Deep Neural Networks: The Definitive Perceptron Tutorial
From Basic Gates to Deep Neural Networks: The Definitive Perceptron Tutorial
Perceptron

21 min read


Published in

Towards Data Science

·Pinned

Remote Development Made Easy

Get set up to work remotely in PyCharm in < 5 minutes! —

Python

5 min read

Remote Development Made Easy
Remote Development Made Easy
Python

5 min read


Published in

Towards Data Science

·Pinned

Pandas Tips & Tricks: Need For Speed

A Personal Favorite 1-Liner — Overview My last post demonstrated a simple process for evaluating a set of face pairs to determine whether or not the two are blood relatives. Several snippets were breezed over like black boxes. …

Python

3 min read

Pandas Tips & Tricks: Need For Speed
Pandas Tips & Tricks: Need For Speed
Python

3 min read


Published in

Better Programming

·Pinned

C++ Smart Pointer Explained Through Intuitive Visuals

Part 3 of my C++ pointer series — · Overview · Item 18: Unique_ptr for exclusive-ownership resource management. ∘ An Exclusive Relationship ∘ Raw Pointers ∘ The smart pointer ∘ Custom deleters ∘ Custom interface ∘ Tips for Smart Pointers · Item 19: Shared_ptr for shared-ownership resource management. ∘ Analogy: Simple reference counting…

Programming

6 min read

C++ Smart Pointer Explained Through Intuitive Visuals
C++ Smart Pointer Explained Through Intuitive Visuals
Programming

6 min read


Published in

Towards Data Science

·Pinned

How Computers See Depth: Recent Advances in Deep Learning-Based Methods

Part 1: Motivation and fundamentals of stereo vision — Our perception of depth is essential for creating the 3D world around us. This knowledge has been prevalent for centuries, and one man who knew this well was Leonardo da Vinci. He used his expertise to help him create some art that would be famous across history pieces such as…

Machine Learning

11 min read

How Computers See Depth: Recent Advances in Deep Learning-Based Methods
How Computers See Depth: Recent Advances in Deep Learning-Based Methods
Machine Learning

11 min read


Published in

Towards Data Science

·Nov 23

Unveiling the Secrets of Log-Loss

Math, theory, and intuition for machine learning engineers — Let’s examine log-loss and demystify this critical machine learning objective: its mathematical rigor, theoretical foundations, and intuitive aspects. This blog will provide deep insights to optimize your models more effectively and understand log-loss for real-world applications! Table of Contents · Introduction · The Basics of Log-Loss · The Mathematics Behind Log-Loss · The Theory Underpinning Log-Loss ·…

Log Loss

12 min read

Unveiling the Secrets of Log-Loss
Unveiling the Secrets of Log-Loss
Log Loss

12 min read


Published in

Python in Plain English

·Sep 26

5 Intermediate Python Constructs: A Guide to Superior Coding

Navigate with Decorators, Generators, and Metaclasses Like a Pro — Let us learn five techniques for Python programmers to improve their codebases vastly. Functional Programming. Decorators. Generators. Metaclasses. Context Managers. Experienced developers often use these techniques to write cleaner, more efficient, and modular code. As data scientists, Python is a commonly used tool to solve many computational problems that arise…

Data Science

13 min read

5 Intermediate Python Constructs: A Guide to Superior Coding
5 Intermediate Python Constructs: A Guide to Superior Coding
Data Science

13 min read


Published in

ITNEXT

·Aug 17

Level Up: How Video Games Revolutionized Parallel Computing

A Journey Through Gaming Graphics Evolution — Like many others, I remember waking up to the hyped-up Nintendo-64 gaming console with its stocked Mario on Christmas morning in 1996. At first glance, the only difference was a cleaner, slicker console, smaller gaming cartridges, and the added joystick. But when we plugged it in and powered it on…

Gpgpu

23 min read

Level Up: How Video Games Revolutionized Parallel Computing
Level Up: How Video Games Revolutionized Parallel Computing
Gpgpu

23 min read


Jun 29

PatchTST: A Breakthrough in Time Series Forecasting
1K
12

Marco Peixeiro

Good stuff!

Good stuff! Great read! Thanks for highlighting this paper! Most certainly a need for this at the moment! :)

1 min read

1 min read


Published in

Towards Data Science

·Jun 15

Mastering Configuration Management in Machine Learning with Hydra

Delve into real-world examples to transform configuration management in your ML applications — Overview Welcome to “Mastering Configuration Management in Machine Learning with Hydra”! This comprehensive tutorial is designed to take you from the basics of Hydra to advanced techniques for managing configurations in your ML projects. We will also explore the integration of Hydra with high-performance computing environments and popular machine-learning frameworks. …

Hydra

18 min read

Mastering Configuration Management in Machine Learning with Hydra
Mastering Configuration Management in Machine Learning with Hydra
Hydra

18 min read

Joseph Robinson, Ph.D.

Joseph Robinson, Ph.D.

525 Followers

Lead AI Engineer at BitHuman. Phd (NEU ‘20). Focus: applied ML w emphasis on vision, big data, automatic face understanding; https://www.jrobsvision.com

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