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layer doesn’t create weights when given input shape

In The Sequential model | TensorFlow Core section Specifying the input shape in advance it says:

Generally, all layers in Keras need to know the shape of their inputs in order to be able to create their weights. So when you create a layer like this, initially, it has no weights:

“`python layer = layers.Dense(3) print(layer.weights) # Empty

Output

[] “`

But if I specify the input_shape, why the output is still empty?

“`python layer = layers.Dense(2, input_shape=(4,))

print(layer.weights) # Still empty “`

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I taught a TensorFlow model to tell if one is not wearing a mask. It even gets angry when the mask is covering the chin and not the nose 😅 Runs as a WebAssembly application entirely inside the browser. No server interaction / storage whatsoever.

I taught a TensorFlow model to tell if one is not wearing a mask. It even gets angry when the mask is covering the chin and not the nose 😅 Runs as a WebAssembly application entirely inside the browser. No server interaction / storage whatsoever. submitted by /u/preslavrachev
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Cartesian product of tensors with batch dimension in Tensorflow

Hi, i’m a tensorflow noob, I would appreciate it if you could help me with this. I have 3 tensors of shape (?,15) and I want to get the Cartesian product of all the possible combinations, my output should be of dimension (?,15,15,15,3). How can I do it ?

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New Training Opportunities Now Available Worldwide from NVIDIA Deep Learning Institute Certified Instructors

For the first time ever, the NVIDIA Deep Learning Institute is making its popular instructor-led workshops available to the general public. With the launch of public workshops this week, enrollment will be open to individual developers, data scientists, researchers and students. NVIDIA is increasing accessibility and the number of courses available to participants around the Read article >

The post New Training Opportunities Now Available Worldwide from NVIDIA Deep Learning Institute Certified Instructors appeared first on The Official NVIDIA Blog.

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[Overview] MLOps: What It Is, Why it Matters, and How To Implement it

Both legacy companies and many tech companies doing commercial ML have pain points regarding:

  • Moving to the cloud,
  • Creating and managing ML pipelines,
  • Scaling,
  • Dealing with sensitive data at scale,
  • And about a million other problems.

At the same time, if we want to be serious and actually have models touch real-life business problems and real people, we have to deal with the essentials like:

  • acquiring & cleaning large amounts of data;
  • setting up tracking and versioning for experiments and model training runs;
  • setting up the deployment and monitoring pipelines for the models that do get to production.
  • and we need to find a way to scale our ML operations to the needs of the business and/or users of our ML models.

This article gives you broad overview on the topic:

What is MLOps

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State of the art in GANs for Image Editing!

State of the art in GANs for Image Editing! submitted by /u/MLtinkerer
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The Sky’s No Longer the Limit: GFN Thursday Celebrates Indie Breakthroughs — Valheim, Terraria and More

GFN Thursday is bringing gamers 11 new titles this week, but first, a question: What’s your favorite indie game? We ask because GeForce NOW supports nearly 300 of them, streaming straight from the cloud. And that’s great for gamers and indie devs. An Indie Spotlight PC gaming thrives because of independent studios. Some of the Read article >

The post The Sky’s No Longer the Limit: GFN Thursday Celebrates Indie Breakthroughs — Valheim, Terraria and More appeared first on The Official NVIDIA Blog.

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GeForce Is Made for Gaming, CMP Is Made to Mine

We are gamers, through and through. We obsess about new gaming features, new architectures, new games and tech. We designed GeForce GPUs for gamers, and gamers are clamoring for more. Yet NVIDIA GPUs are programmable. And users are constantly discovering new applications for them, from weather simulation and gene sequencing to deep learning and robotics. Read article >

The post GeForce Is Made for Gaming, CMP Is Made to Mine appeared first on The Official NVIDIA Blog.

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Miracle Qure: Founder Pooja Rao Talks Medical Technology at Qure.ai

Pooja Rao, a doctor, data scientist and entrepreneur, wants to make cutting-edge medical care available to communities around the world, regardless of their resources. Her startup, Qure.ai, is doing exactly that, with technology that’s used in 150+ healthcare facilities in 27 countries. Rao is the cofounder and head of research and development at the Mumbai-based Read article >

The post Miracle Qure: Founder Pooja Rao Talks Medical Technology at Qure.ai appeared first on The Official NVIDIA Blog.

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NVIDIA Announces Upcoming Events for Financial Community

SANTA CLARA, Calif., Feb. 17, 2021 (GLOBE NEWSWIRE) — NVIDIA will present at the following events for the financial community: Raymond James 42nd Annual Institutional Investors …