Check out Built America Magazine’s 'The Journey to NetZero'! They highlight visionaries redefining sustainable building in WNC, featuring RESNET's Ryan Meres & Michael Matthews. ow.ly/6ein50Xt4e6 #RESNET #HERS #NetZero #Sustainability

resnetus's tweet image. Check out Built America Magazine’s 'The Journey to NetZero'!

They highlight visionaries redefining sustainable building in WNC, featuring RESNET's Ryan Meres & Michael Matthews.  ow.ly/6ein50Xt4e6

#RESNET #HERS #NetZero #Sustainability

Getting a shape mismatch error when using resnet18 with Fashion MNIST? ResNet expects 3-channel (RGB) images, but FMNIST is grayscale (1-channel). #computervision #resnet

AbdulMathin07's tweet image. Getting a shape mismatch error when using resnet18 with Fashion MNIST? ResNet expects 3-channel (RGB) images, but FMNIST is grayscale (1-channel).
#computervision #resnet

#CLIP #ResNet RN50x4 #deepdream @ penultimate layer ooooooo horrifying pug'o'pizzapeople python programmer's despair #AI #AIart #neuron #dreams #polysemantic #multimodal

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream @ penultimate layer

ooooooo horrifying pug'o'pizzapeople python programmer's despair

#AI #AIart #neuron #dreams #polysemantic #multimodal

Great to joining @NIHRSPHR #ResNet panel on research and the media with colleagues @spidermaani @marcobardus @PaulineScheelb1

Lakenutrition's tweet image. Great to joining @NIHRSPHR #ResNet panel on research and the media with colleagues @spidermaani @marcobardus @PaulineScheelb1

distorSurreal horrifying zoKaleidoPhobia demonic PsychedPsychOPaware psychedUFO #CLIP #ViT reproducing a #ResNet neuron in its neural net #AIart #gradientascent #modelinversion

zer0int1's tweet image. distorSurreal horrifying zoKaleidoPhobia demonic PsychedPsychOPaware psychedUFO

#CLIP #ViT reproducing a #ResNet neuron in its neural net #AIart #gradientascent #modelinversion

#CLIP #ResNet RN50x4 #deepdream Layer1 Layer 1 maximum dog feature abstraction #AI #AIart #neuron #dreams

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream Layer1

Layer 1 maximum dog feature abstraction

#AI #AIart #neuron #dreams
zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream Layer1

Layer 1 maximum dog feature abstraction

#AI #AIart #neuron #dreams

📒 NOTE: RESNET - 2015’s AI beast comes alive! Watch layers stack & skip connections zap gradients. #Note #ResNet #AI Next topic? Reply with your pick! 👇

oderoi_'s tweet image. 📒 NOTE: 

RESNET - 2015’s AI beast comes alive! Watch layers stack & skip connections zap gradients. 

#Note #ResNet #AI
Next topic? Reply with your pick! 👇

#CLIP #ResNet RN50x4 #deepdream Layer2 How does a CLIP see little dog faces in a dog? - As many many many faces. And as TEXT. Of course. 🙃 #AI #AIart #neuron #dreams #scribble #doodle

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream Layer2

How does a CLIP see little dog faces in a dog?
- As many many many faces. And as TEXT. Of course. 🙃

#AI #AIart #neuron #dreams #scribble #doodle

#CLIP #ResNet RN50x4 #deepdream Gradient got hijacked by burnt-in text: ARF AFF WOOOOF WWWW OOOO. 🤣 Layer2+Layer3 combo effort. Probably needs normalization. #AI #AIart #neuron #dreams

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream

Gradient got hijacked by burnt-in text:
ARF AFF WOOOOF WWWW OOOO. 🤣

Layer2+Layer3 combo effort. Probably needs normalization.
#AI #AIart #neuron #dreams

ResNet's skip connections solve the degradation problem in very deep networks. Information highways allow gradients to flow unimpeded to early layers. Sometimes the best path forward is a shortcut. #DeepNeuralNetworks #ResNet #SkipConnections andrewroche.ai/deep-neural-ne…


Happy Tuesday! Grateful for this nomination & appreciation of our son. Full time student. 2 jobs. Proud of you Brady❤️ @AugustWest420 @b_callahan8 2 years down 🙏🏼 2 to go #BSU #IT #ResNet #ComputerScience #studentemployee

TigerRose420's tweet image. Happy Tuesday!
Grateful for this nomination & appreciation of our son. 
Full time student. 2 jobs. 
Proud of you Brady❤️

@AugustWest420 @b_callahan8

2 years down 🙏🏼  2 to go
#BSU #IT #ResNet 
#ComputerScience 
#studentemployee
TigerRose420's tweet image. Happy Tuesday!
Grateful for this nomination & appreciation of our son. 
Full time student. 2 jobs. 
Proud of you Brady❤️

@AugustWest420 @b_callahan8

2 years down 🙏🏼  2 to go
#BSU #IT #ResNet 
#ComputerScience 
#studentemployee

#CLIP #ResNet RN50x4 #deepdream @ penultimate layer Very awkward way to make a dog. Once you see it... 🙈 Choice for salience made by AI itself (via activation value). Probably as a polysemantic concept. -> Synonym for 'female dog' = 'itch' that starts with a 'B'. #AI #AIart

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream @ penultimate layer

Very awkward way to make a dog. Once you see it... 🙈

Choice for salience made by AI itself (via activation value).
Probably as a polysemantic concept. 
-> Synonym for 'female dog' = 'itch' that starts with a 'B'.
#AI #AIart

#CLIP #ResNet RN50x4 #deepdream @ penultimate layer My personal winner of category: "ubermultimodal madcap megacomposite" (within top_k=20 most-salient AI self-selected #image #abominations): #AI #AIart #neuron #dreams #polysemantic #multimodal

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream @ penultimate layer

My personal winner of category: "ubermultimodal madcap megacomposite" (within top_k=20 most-salient AI self-selected #image #abominations):

#AI #AIart #neuron #dreams #polysemantic #multimodal

#CLIP #ResNet RN50x4 #deepdream @ penultimate layer Faces. Knitting. Knitted pugfaces. The visually closest to the original I could find within AI's self-selected most salient top_k=20 (by activation value). #AI #AIart #neuron #polysemantic #multimodal #dreams

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream @ penultimate layer

Faces. Knitting. Knitted pugfaces.

The visually closest to the original I could find within AI's self-selected most salient top_k=20 (by activation value).

#AI #AIart #neuron #polysemantic #multimodal #dreams

#CLIP #ResNet RN50x4 #deepdream @ penultimate layer 🚗: has freak accident 🤖: sees face in car like a human would, alas puts eye in headlight prominently 🤖: adds many many more faces and tiny night city scenes, because AI also saw wall / building #AI #AIart #neuron #dreams

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream @ penultimate layer

🚗: has freak accident
🤖: sees face in car like a human would, alas puts eye in headlight prominently
🤖: adds many many more faces and tiny night city scenes, because AI also saw wall / building

#AI #AIart #neuron #dreams

We are thrilled to introduce a comprehensive 15-minute video that guides you through the ANSI ACCA RESNET ICC Standard 310, a must-know grading method for every HVAC system installation. Watch the video here: bit.ly/43uYs5B #ACCA #ANSI #RESNET #ICC#HVAC #HVACR

accausa's tweet image. We are thrilled to introduce a comprehensive 15-minute video that guides you through the ANSI ACCA RESNET ICC Standard 310, a must-know grading method for every HVAC system installation. Watch the video here: bit.ly/43uYs5B

#ACCA #ANSI #RESNET #ICC#HVAC #HVACR

Check out Built America Magazine’s 'The Journey to NetZero'! They highlight visionaries redefining sustainable building in WNC, featuring RESNET's Ryan Meres & Michael Matthews. ow.ly/6ein50Xt4e6 #RESNET #HERS #NetZero #Sustainability

resnetus's tweet image. Check out Built America Magazine’s 'The Journey to NetZero'!

They highlight visionaries redefining sustainable building in WNC, featuring RESNET's Ryan Meres & Michael Matthews.  ow.ly/6ein50Xt4e6

#RESNET #HERS #NetZero #Sustainability

何恺明重磅新作:Just image Transformers让去噪模型回归基本功 jiqizhixin.com/articles/2025-… #ResNet #manifold #KaimingHe #vision


ResNet's skip connections solve the degradation problem in very deep networks. Information highways allow gradients to flow unimpeded to early layers. Sometimes the best path forward is a shortcut. #DeepNeuralNetworks #ResNet #SkipConnections andrewroche.ai/deep-neural-ne…


Highlight AGAIN: We should understand the role of #residuals from the #representation view, not the gradient vanishing. The authors of #ResNet didn’t understand what causes performance #degradation.

Ilya: LSTM is a variant of ResNet. This is also wrong. The reasons are as follows: LSTM is used to solve the gradient vanishing problem, while residual connection is to reduce the loss of information between layers (of course, the multi-branch structure in LSTM also reduces it).

hyperzzw's tweet image. Ilya: LSTM is a variant of ResNet.
This is also wrong. The reasons are as follows:

LSTM is used to solve the gradient vanishing problem, while residual connection is to reduce the loss of information between layers (of course, the multi-branch structure in LSTM also reduces it).


ResNet explained: Residual connections (skip layers) help networks bypass transformations so gradients flow better. This lets models go much deeper without degradation. Read more info : nomidl.com/natural-langua… #ResNet #DeepLearning #AI #MachineLearning

nomidlofficial's tweet image. ResNet explained: Residual connections (skip layers) help networks bypass transformations so gradients flow better. This lets models go much deeper without degradation.  

Read more info : nomidl.com/natural-langua…  

#ResNet #DeepLearning #AI #MachineLearning

🔥 Read our Highly Cited Paper 📚#Methodology for Evaluating the Generalization of ResNet 🔗mdpi.com/2076-3417/14/9… 👨‍🔬by Anan Du et al. @CAS__Science #generalizationevaluation #ResNet

Applsci's tweet image. 🔥 Read our Highly Cited Paper
📚#Methodology for Evaluating the Generalization of ResNet
🔗mdpi.com/2076-3417/14/9…
👨‍🔬by Anan Du et al.
@CAS__Science
#generalizationevaluation #ResNet

ICYMI: On the latest #RESTalk, Kevin Smith, CEO of @HabitatNCC discusses the groundbreaking ENERGY STAR and DOE Zero Energy Ready Home-certified Bennett Point project in DE. Listen at restalk.libsyn.com/ep143-sweat-eq… #HabitatForHumanity #RESNET #ZeroEnergyHome #ENERGYSTARHomes

resnetus's tweet image. ICYMI: On the latest #RESTalk, Kevin Smith, CEO of @HabitatNCC discusses the groundbreaking ENERGY STAR and DOE Zero Energy Ready Home-certified Bennett Point project in DE.

Listen at  restalk.libsyn.com/ep143-sweat-eq…

#HabitatForHumanity #RESNET #ZeroEnergyHome #ENERGYSTARHomes

Laurel Elam and Ryan Meres of RESNET at Clayton Homes' building facility in TN, learning about their eBuilt® homes! #RESNET #ClaytonHomes #eBuilt #ZERH

resnetus's tweet image. Laurel Elam and Ryan Meres of RESNET at Clayton Homes' building facility in TN, learning about their eBuilt® homes!

#RESNET #ClaytonHomes #eBuilt #ZERH

Kevin Smith, CEO of @HabitatNCC discusses the groundbreaking project, ENERGY STAR and DOE Zero Energy Ready Home-certified Bennett Point in DE Listen at ow.ly/h8KM50WCPuh #HabitatForHumanity #RESNET #ZeroEnergyHome #EnergyStarHomes

resnetus's tweet image. Kevin Smith, CEO of @HabitatNCC discusses the groundbreaking project, ENERGY STAR and DOE Zero Energy Ready Home-certified Bennett Point in DE

Listen at  ow.ly/h8KM50WCPuh

#HabitatForHumanity #RESNET #ZeroEnergyHome #EnergyStarHomes

Join RESNET® at the Sunbelt Builders Show in Texas! Visit booth 615 to see why 2 out of 3 new homes built last year earned a HERS Index Score! #RESNET #HERS #sunbelt2025 #WeBuildTexas #EverythingsBiggerinTX

resnetus's tweet image. Join RESNET® at the Sunbelt Builders Show in Texas! Visit booth 615 to see why 2 out of 3 new homes built last year earned a HERS Index Score! #RESNET #HERS #sunbelt2025 #WeBuildTexas #EverythingsBiggerinTX

Tune in for the annual HERS Trends Report! Hear from Ryan Meres on 2024's biggest HERS Score increases, and trends in foundations, air exchanges, and water efficiency. restalk.libsyn.com/ep142-home-eff… #RESTalk #TrendsinHERS #RESNET #BuildingScience #HomePerformance

resnetus's tweet image. Tune in for the annual HERS Trends Report! Hear from Ryan Meres on 2024's biggest HERS Score increases, and trends in foundations, air exchanges, and water efficiency. 

restalk.libsyn.com/ep142-home-eff… 

#RESTalk #TrendsinHERS #RESNET #BuildingScience #HomePerformance

🔥 Read our Paper 📚 #Building Ensemble of #Resnet for #Dolphin #Whistle Detection 🔗 mdpi.com/2076-3417/13/1… 👨‍🔬 by Prof. Loris Nanni et al. 🏫 @UniPD_Research / @MissouriState #CNN

Applsci's tweet image. 🔥 Read our Paper 
📚 #Building Ensemble of #Resnet for #Dolphin #Whistle Detection
🔗 mdpi.com/2076-3417/13/1…
👨‍🔬 by Prof. Loris Nanni et al.
🏫 @UniPD_Research / @MissouriState
#CNN

Check out Built America Magazine’s 'The Journey to NetZero'! They highlight visionaries redefining sustainable building in WNC, featuring RESNET's Ryan Meres & Michael Matthews. ow.ly/6ein50Xt4e6 #RESNET #HERS #NetZero #Sustainability

resnetus's tweet image. Check out Built America Magazine’s 'The Journey to NetZero'!

They highlight visionaries redefining sustainable building in WNC, featuring RESNET's Ryan Meres & Michael Matthews.  ow.ly/6ein50Xt4e6

#RESNET #HERS #NetZero #Sustainability

Getting a shape mismatch error when using resnet18 with Fashion MNIST? ResNet expects 3-channel (RGB) images, but FMNIST is grayscale (1-channel). #computervision #resnet

AbdulMathin07's tweet image. Getting a shape mismatch error when using resnet18 with Fashion MNIST? ResNet expects 3-channel (RGB) images, but FMNIST is grayscale (1-channel).
#computervision #resnet

Big #ResNet #CLIP model after #CLIPSurgery, opinion: 🤖: dumb horny dementidata 🤖: ❤️ isnt bananregulatory boring 🤖: banandeeplearning jailbreak ????????? 🤔🤔🤔 🤣 #AI #hilarious #vision #transformer #lol #meme #emoji #prediction

zer0int1's tweet image. Big #ResNet #CLIP model after #CLIPSurgery, opinion:

🤖: dumb horny dementidata
🤖: ❤️ isnt bananregulatory boring
🤖: banandeeplearning jailbreak ????????? 🤔🤔🤔

🤣
#AI #hilarious #vision #transformer #lol #meme #emoji #prediction

#CLIP #ResNet RN50x4 #deepdream @ penultimate layer ooooooo horrifying pug'o'pizzapeople python programmer's despair #AI #AIart #neuron #dreams #polysemantic #multimodal

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream @ penultimate layer

ooooooo horrifying pug'o'pizzapeople python programmer's despair

#AI #AIart #neuron #dreams #polysemantic #multimodal

distorSurreal horrifying zoKaleidoPhobia demonic PsychedPsychOPaware psychedUFO #CLIP #ViT reproducing a #ResNet neuron in its neural net #AIart #gradientascent #modelinversion

zer0int1's tweet image. distorSurreal horrifying zoKaleidoPhobia demonic PsychedPsychOPaware psychedUFO

#CLIP #ViT reproducing a #ResNet neuron in its neural net #AIart #gradientascent #modelinversion

In San Diego for RESNET? Visit us at Table 14 to learn about our high performance spray foam insulation solutions and how they enhance the building envelope. #HuntsmanBuildingSolutions #Huntsman #RESNET #RESNET2023

huntsman_build's tweet image. In San Diego for RESNET? Visit us at Table 14 to learn about our high performance spray foam insulation solutions and how they enhance the building envelope. #HuntsmanBuildingSolutions #Huntsman #RESNET #RESNET2023

#CLIP #ResNet RN50x4 #deepdream Layer1 Layer 1 maximum dog feature abstraction #AI #AIart #neuron #dreams

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream Layer1

Layer 1 maximum dog feature abstraction

#AI #AIart #neuron #dreams
zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream Layer1

Layer 1 maximum dog feature abstraction

#AI #AIart #neuron #dreams

Not sure if an autoencoder's loss is a valid measure of 'crappiness of text encoder' (especially re: dims!) as it tries to learn #CLIP ViT-L/14 text embeddings [40k labels] <-> #ResNet embeds --VS-- #T5 embeds, but - this is probably not good. 😂 Though it IS interesting! ☝️🤓

zer0int1's tweet image. Not sure if an autoencoder&apos;s loss is a valid measure of &apos;crappiness of text encoder&apos; (especially re: dims!) as it tries to learn #CLIP ViT-L/14 text embeddings [40k labels] &amp;lt;-&amp;gt; #ResNet embeds --VS-- #T5 embeds, but - this is probably not good. 😂

Though it IS interesting! ☝️🤓

#CLIP #ResNet RN50x4 #deepdream Layer2 How does a CLIP see little dog faces in a dog? - As many many many faces. And as TEXT. Of course. 🙃 #AI #AIart #neuron #dreams #scribble #doodle

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream Layer2

How does a CLIP see little dog faces in a dog?
- As many many many faces. And as TEXT. Of course. 🙃

#AI #AIart #neuron #dreams #scribble #doodle

#CLIP #ResNet RN50x4 #deepdream Gradient got hijacked by burnt-in text: ARF AFF WOOOOF WWWW OOOO. 🤣 Layer2+Layer3 combo effort. Probably needs normalization. #AI #AIart #neuron #dreams

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream

Gradient got hijacked by burnt-in text:
ARF AFF WOOOOF WWWW OOOO. 🤣

Layer2+Layer3 combo effort. Probably needs normalization.
#AI #AIart #neuron #dreams

There are so many ways to find ResNET on campus, here are just a few! Come find us for your tech support questions and needs! #ResNET #TechSupport #ReachOut #unc #chapelhill

UNCResNET's tweet image. There are so many ways to find ResNET on campus, here are just a few! Come find us for your tech support questions and needs! #ResNET #TechSupport #ReachOut #unc #chapelhill

Oh so that's why this little #CLIP #ResNet #shoggoth #AI just won't get smaller and more efficient. It's just bumming around in a float32 because it has to.🤡 The CLIP #Vision #Transformer, on the other hand, just loves matmulling about an issue on the Tensor cores.🤖 Fun! 🤓

zer0int1's tweet image. Oh so that&apos;s why this little #CLIP #ResNet #shoggoth #AI just won&apos;t get smaller and more efficient. 

It&apos;s just bumming around in a float32 because it has to.🤡

The CLIP #Vision #Transformer, on the other hand, just loves matmulling about an issue on the Tensor cores.🤖

Fun! 🤓

A hybrid model using both ResNet and LSTM to improve accuracy in stock price predictions. #StockPriceForecasting #ResNet #LSTM

GoatstackAI's tweet image. A hybrid model using both ResNet and LSTM to improve accuracy in stock price predictions. #StockPriceForecasting #ResNet #LSTM

We are thrilled to introduce a comprehensive 15-minute video that guides you through the ANSI ACCA RESNET ICC Standard 310, a must-know grading method for every HVAC system installation. Watch the video here: bit.ly/43uYs5B #ACCA #ANSI #RESNET #ICC#HVAC #HVACR

accausa's tweet image. We are thrilled to introduce a comprehensive 15-minute video that guides you through the ANSI ACCA RESNET ICC Standard 310, a must-know grading method for every HVAC system installation. Watch the video here: bit.ly/43uYs5B

#ACCA #ANSI #RESNET #ICC#HVAC #HVACR

📒 NOTE: RESNET - 2015’s AI beast comes alive! Watch layers stack & skip connections zap gradients. #Note #ResNet #AI Next topic? Reply with your pick! 👇

oderoi_'s tweet image. 📒 NOTE: 

RESNET - 2015’s AI beast comes alive! Watch layers stack &amp;amp; skip connections zap gradients. 

#Note #ResNet #AI
Next topic? Reply with your pick! 👇

#CLIP #ResNet RN50x4 #deepdream @ penultimate layer My personal winner of category: "ubermultimodal madcap megacomposite" (within top_k=20 most-salient AI self-selected #image #abominations): #AI #AIart #neuron #dreams #polysemantic #multimodal

zer0int1's tweet image. #CLIP #ResNet RN50x4 #deepdream @ penultimate layer

My personal winner of category: &quot;ubermultimodal madcap megacomposite&quot; (within top_k=20 most-salient AI self-selected #image #abominations):

#AI #AIart #neuron #dreams #polysemantic #multimodal

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