AI Digest - Deep learning implementations
#171 — August 30, 2021 | View in browser |
AI Digest
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This is a collection of simple PyTorch implementations of neural networks and related algorithms. These implementations are documented with explanations, and the website renders these as side-by-side formatted notes. We believe these would help you understand these algorithms better.
AI-powered command-line photo search tool
rclip is a command-line photo search tool based on the awesome OpenAI's CLIP neural network.
Using pre-trained language models for database queries on unstructured data
By organizing information, databases are an essential component of nearly every computer program and online service. But the rigid structure of conventional database systems also constrains how they can be used. These systems require preset schemas and can only answer queries with well-defined semantics written in SQL (structured query language). Queries must be exacting to return correct information. Moreover, the data must be stored in a way to comply with the schema; therefore, taking advantage of the abundance of available unstructured data is challenging.
The fundamentals of data warehouse and data lake
With the evolution of Data Warehouses and Data Lakes, they have certainly become more specialized yet siloed in their respective landscapes over the last few years. Both data management technologies each have their own identities and are best used for certain tasks and needs, however they also struggle in providing some important abilities.
Ensuring that new language-processing models don't backslide
The models behind machine learning (ML) services are continuously being updated, and the new models are usually more accurate than the old ones. But an overall improvement in accuracy can still be accompanied by regression — a loss of accuracy — in particular cases.
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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
2020: A year full of amazing AI papers
Sunday, August 8, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #168 — August 09, 2021 View in browser AI Digest Spread the word, build the community, share
A linear programming approach for optimizing features in ML models
Sunday, August 1, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #167 — August 02, 2021 View in browser AI Digest Spread the word, build the community, share
Deep learning over the internet: Training language models collaboratively
Sunday, July 25, 2021
And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #166 — July 26, 2021 View in browser AI Digest Spread the word, build the community, share
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