AI Digest #174: The definitive guide to Embeddings

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue.

#174 — September 20, 2021 View in browser

AI Digest

Spread the word, build the community, share the knowledge – invite your friends.

sponsor

FREE Guide to Harnessing Distributed Compute in Python

Learn about the growing demand for distributed compute, typical data science working environments, why iteration and speed are critical, and examples of workflow challenges. Instantly download your copy now.

this week's favorite

The definitive guide to Embeddings

Embeddings have pervaded the data scientist’s toolkit, and dramatically changed how NLP, computer vision, and recommender systems work. However, many data scientists find them archaic and confusing. Many more use them blindly without understanding what they are. In this article, we’ll deep dive into what embeddings are, how they work, and how they are often operationalized in real-world systems.

Interpretable model-based hierarchical reinforcement learning using inductive logic programming

Recently deep reinforcement learning has achieved tremendous success in wide ranges of applications. However, it notoriously lacks data-efficiency and interpretability. Data-efficiency is important as interacting with the environment is expensive. Further, interpretability can increase the transparency of the black-box-style deep RL models and hence gain trust from the users. In this work, we propose a new hierarchical framework via symbolic RL, leveraging a symbolic transition model to improve the data-efficiency and introduce the interpretability for learned policy.

Micro-climate predictions: Enabling hyper-local decisions for agriculture and renewables

It is springtime in Eastern Washington, USA, and the temperature is slightly above freezing. A farmer is preparing to fertilize his fields of wheat and lentils as winter runoff and frost are nearly finished. The plants are susceptible to fertilizer at freezing temperatures, so the farmer checks forecasts from the local weather station, which is about 50 miles away.

Physics-based deep learning

This digital book contains a practical and comprehensive introduction of everything related to deep learning in the context of physical simulations. As much as possible, all topics come with hands-on code examples in the form of Jupyter notebooks to quickly get started. Beyond standard supervised learning from data, we'll look at physical loss constraints, more tightly coupled learning algorithms with differentiable simulations, as well as reinforcement learning and uncertainty modeling. We live in exciting times: these methods have a huge potential to fundamentally change what computer simulations can achieve.

Conceptualization as a Basis for Cognition — Human and Machine

A missing link to machine understanding and Cognitive AI.

newsletters


© 2021 Bonobo Press
Would you like to advertise or post a job with us? Check out our latest media kit.
If you no longer wish to receive these emails, click to unsubscribe.

Key phrases

Older messages

AI Digest #173: Data engineering roadmap

Sunday, September 12, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #173 — September 13, 2021 View in browser AI Digest Spread the word, build the community,

AI Digest #172: A gentle introduction to graph neural networks

Sunday, September 5, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #172 — September 06, 2021 View in browser AI Digest Spread the word, build the community,

Deep learning implementations

Sunday, August 29, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #171 — August 30, 2021 View in browser AI Digest Spread the word, build the community, share

How to build your own AI art installation from scratch

Sunday, August 22, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #170 — August 23, 2021 View in browser AI Digest Spread the word, build the community, share

How to avoid machine learning pitfalls

Sunday, August 15, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #169 — August 16, 2021 View in browser AI Digest Spread the word, build the community, share

You Might Also Like

💎 Issue 410 - Being laid off in 2023-2024 as an early-career developer

Thursday, March 28, 2024

This week's Awesome Ruby Newsletter Read this email on the Web The Awesome Ruby Newsletter Issue » 410 Release Date Mar 28, 2024 Your weekly report of the most popular Ruby news, articles and

💻 Issue 403 - Microsoft defends .NET 9 features competing with open source ecosystem

Thursday, March 28, 2024

This week's Awesome .NET Weekly Read this email on the Web The Awesome .NET Weekly Issue » 403 Release Date Mar 28, 2024 Your weekly report of the most popular .NET news, articles and projects

💻 Issue 410 - Node.js TSC Confirms: No Intention to Remove npm from Distribution

Thursday, March 28, 2024

This week's Awesome Node.js Weekly Read this email on the Web The Awesome Node.js Weekly Issue » 410 Release Date Mar 28, 2024 Your weekly report of the most popular Node.js news, articles and

💻 Issue 410 - JSDoc as an alternative TypeScript syntax

Thursday, March 28, 2024

This week's Awesome JavaScript Weekly Read this email on the Web The Awesome JavaScript Weekly Issue » 410 Release Date Mar 28, 2024 Your weekly report of the most popular JavaScript news, articles

📱 Issue 404 - Dependency Injection for Modern Swift Applications Part II

Thursday, March 28, 2024

This week's Awesome iOS Weekly Read this email on the Web The Awesome iOS Weekly Issue » 404 Release Date Mar 28, 2024 Your weekly report of the most popular iOS news, articles and projects Popular

💻 Issue 328 - My new open-source repository to schedule all your content!

Thursday, March 28, 2024

This week's Awesome React Weekly Read this email on the Web The Awesome React Weekly Issue » 328 Release Date Mar 28, 2024 Your weekly report of the most popular React news, articles and projects

📱 Issue 407 - Apple just announced WWDC24. The keynote for WWDC24 will be held on Monday, June 10th.

Thursday, March 28, 2024

This week's Awesome Swift Weekly Read this email on the Web The Awesome Swift Weekly Issue » 407 Release Date Mar 28, 2024 Your weekly report of the most popular Swift news, articles and projects

💻 Issue 405 - 2024 Edition Update

Thursday, March 28, 2024

This week's Awesome Rust Weekly Read this email on the Web The Awesome Rust Weekly Issue » 405 Release Date Mar 28, 2024 Your weekly report of the most popular Rust news, articles and projects

🤖 What to Expect From Google I/O 2024 — How to Stop Apps From Leaking Your Data

Thursday, March 28, 2024

Also: The Best Camera Straps of 2024, and More! How-To Geek Logo March 28, 2024 📩 Get expert reviews, the hottest deals, how-to's, breaking news, and more delivered directly to your inbox by

Infographic | How Small Investments Make a Big Impact Over Time 📈

Thursday, March 28, 2024

Compound interest is a powerful force in building wealth. Here's how it impacts even the most modest portfolio over the long term. View Online | Subscribe Presented by: EnergyX's groundbreaking