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Entrepreneurial AI Ecosystem

Create & Automate Your Idea

AI

Artificial Intelligence

Machines mimicking human intelligence

ML

Machine Learning

AI subset learns from data

DL

Deep Learning

ML subset uses deep neural networks

NN

Neural Network

Systems inspired by the brain's structure.

RL

Reinforcement Learning

Learning by rewards/punishments

NLP

Natural Language Processing

Machines understanding language.

GAN

Generative Adversarial Network

Dual networks for generation & discrimination.

SVM

Support Vector Machines

Classification using a hyperplane

ANN

Artificial Neural Network

Basic computing unit of NN.

CNN

Convolutional Neural Network

NN variant for image data.

RNN

Recurrent Neural Network

NN with loops for sequences.

LSTM

Long Short-Term Memory

RNN type handling long sequences.

Temporal-Difference Learning and the importance of exploration: An illustrated guide

Comparing model-free and model-based RL methods on a dynamic grid world Photo by Saffu on Unsplash Recently, Reinforcement Learning (RL) algorithms have received a lot of traction by solving research problems such as protein folding, reaching a superhuman level in drone racing, or even integrating human feedback in your favorite chatbots. Indeed,...
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A Taxonomy of Natural Language Processing

An overview of different fields of study and recent developments in NLP NLP taxonomy. Image by author. This post is based on our RANLP 2023 paper “Exploring the Landscape of Natural Language Processing Research”. You can read more details there. Introduction As an efficient approach to understand, generate, and process natural language texts,...
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From Hacks to Harmony: Structuring Product Rules in Recommendations

Don’t let heuristics undermine your ML, learn to combine them In today’s data-driven landscape, recommendation systems power everything from social media feeds to e-commerce. While it’s tempting to think that machine learning algorithms do all the heavy lifting, that’s only half the story. Real-world systems often rely on a mix of...
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Creating and Publishing Your Own Python Package for Absolute Beginners

Create, build an publish a Python Package in 5 minutes Continue reading on Towards Data Science »
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Organizational Processes for Machine Learning Risk Management

Organizational processes are a key nontechnical determinant of reliability in ML systems. Continue reading on Towards Data Science »
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