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Top 10 Influential AI Research Papers in 2023 from Google, Meta, Microsoft, and More

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From Generative Agents research paper In this article, we delve into ten transformative research papers from diverse domains, spanning language models, image processing, image generation, and video editing. As discussions around Artificial General Intelligence (AGI) reveal that AGI seems more approachable than ever, it's no wonder that some of the featured papers explore … [Read more...] about Top 10 Influential AI Research Papers in 2023 from Google, Meta, Microsoft, and More

Beyond Metrics: A Hybrid Approach to LLM Performance Evaluation

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Large Language Models (LLMs) present a unique challenge when it comes to performance evaluation. Unlike traditional machine learning where outcomes are often binary, LLM outputs dwell in a spectrum of correctness. Also, while your base model may excel in broad metrics, general performance doesn’t guarantee optimal performance for your specific use cases.  Therefore, a … [Read more...] about Beyond Metrics: A Hybrid Approach to LLM Performance Evaluation

Google’s AutoML: Cutting Through The Hype

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This is part 3 in a series. Part 1 is here and Part 2 is here. To announce Google’s AutoML, Google CEO Sundar Pichai wrote, “Today, designing neural nets is extremely time intensive, and requires an expertise that limits its use to a smaller community of scientists and engineers. That’s why we’ve created an approach called AutoML, showing that it’s possible for neural nets … [Read more...] about Google’s AutoML: Cutting Through The Hype

An Opinionated Introduction To AutoML And Neural Architecture Search

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This is part 2 in a series. Check out part 1 here and part 3 here. Researchers from CMU and DeepMind recently released an interesting new paper, called Differentiable Architecture Search (DARTS), offering an alternative approach to neural architecture search, a very hot area of machine learning right now. Neural architecture search has been heavily hyped in the last year, … [Read more...] about An Opinionated Introduction To AutoML And Neural Architecture Search

What Do Machine Learning Practitioners Actually Do?

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This post is part 1 of a series. Part 2 is an opinionated introduction to AutoML and neural architecture search, and Part 3 looks at Google’s AutoML in particular. There are frequent media headlines about both the scarcity of machine learning talent (see here, here, and here) and about the promises of companies claiming their products automate machine learning and eliminate … [Read more...] about What Do Machine Learning Practitioners Actually Do?

Why Algorithms Do Not Explain The Mind: An Interview With Francois Chollet

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Alexy: ​I'm here with with Francois Chollet at Google, who recently gave a talk at AI By The Bay. He’s the creator of Keras. He’s also a mathematician . He’s also creator of the artist platform Wysp. And he writes very precisely and very thoughtfully about the philosophical implications of AI. So I think he’s a really ideal guest to talk to about all the key issues of AI … [Read more...] about Why Algorithms Do Not Explain The Mind: An Interview With Francois Chollet

4 Approaches To Natural Language Processing & Understanding

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In 1971, Terry Winograd wrote the SHRDLU program while completing his PhD at MIT. SHRDLU features a world of toy blocks where the computer translates human commands into physical actions, such as “move the red pyramid next to the blue cube.” To succeed in such tasks, the computer must build up semantic knowledge iteratively, a process Winograd discovered was brittle and … [Read more...] about 4 Approaches To Natural Language Processing & Understanding

5 Ways Deep Learning Improves Your Daily Life

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Planning to Netflix & Chill this weekend? The movie you choose to watch may be heavily influenced by Netflix’s sophisticated algorithms. Similarly, decisions like where you choose to dine and what you choose to wear are increasingly facilitated by predictive technologies powered by deep learning. Here are five ways that popular consumer tech companies Netflix, Yelp, … [Read more...] about 5 Ways Deep Learning Improves Your Daily Life

How To Get The Best Deep Learning Education For Free

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Deep learning is not a beginner-friendly subject, even for experienced software engineers and data scientists. If you’ve been Googling the subject and confused by the content you’ve come across, you’ll want to check out the recommended resources we’ve compiled for you. These educational resources include online courses, in-person courses, as well as books and videos. All are … [Read more...] about How To Get The Best Deep Learning Education For Free