shared.to

#dnn

10.11.2019 05:01:12

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UK PEEPS!!!!!!!!

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UK PEEPS!!!!!!!!

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UK PEEPS!!!!!!!!

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UK PEEPS!!!!!!!!

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07.11.2019 06:15:35

Array ( [type] => text [blog_name] => onedigital [blog] => Array ( [name] => onedigital [title] => ONE DIGITAL [description] => ONE Digital es un portal sobre nuevas tecnologías, comunicados de prensa, videojuegos, gadgets, ciencia, radio, música, cine, cultura digital, moda, salud, turismo, buena mesa, y mas de 80 temas de gran interés. Cubrimos en vivo los mejores eventos tecnológicos de México y el mundo. www.onedigital.mx [url] => https://onedigital.tumblr.com/ [uuid] => t:mEeEv0kDQdb9V_1pcE94uw [updated] => 1574211123 ) [id] => 188879731714 [post_url] => https://onedigital.tumblr.com/post/188879731714/nueva-herramienta-de-inteligencia-artificial-que [slug] => nueva-herramienta-de-inteligencia-artificial-que [date] => 2019-11-07 14:15:35 GMT [timestamp] => 1573136135 [state] => published [format] => html [reblog_key] => WhxuZUax [tags] => Array ( [0] => biometría de voz [1] => comprensión del lenguaje natural [2] => DNN [3] => IA [4] => Inc [5] => Inteligencia Artificial [6] => IVR [7] => NLU [8] => Nuance [9] => Nuance Communications [10] => Nuance Intelligent Engamement [11] => Nuance Lightning Engine [12] => redes neuronales profundas ) [short_url] => https://tmblr.co/ZvyYYv2lw6-m2 [summary] => Nueva herramienta de Inteligencia Artificial que utiliza redes neuronales profundas [should_open_in_legacy] => [recommended_source] => [recommended_color] => [note_count] => 0 [title] => Nueva herramienta de Inteligencia Artificial que utiliza redes neuronales profundas [body] =>

Nueva herramienta de Inteligencia Artificial que utiliza redes neuronales profundas

Nuance devela el nuevo Lightning Engine, un sistema de IA conversacional que combina biometría de voz y comprensión del lenguaje natural para autenticar personas en pocos segundos y ofrecerles respuestas automatizadas personalizadas

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[reblog] => Array ( [comment] =>

Nueva herramienta de Inteligencia Artificial que utiliza redes neuronales profundas

Nuance devela el nuevo Lightning Engine, un sistema de IA conversacional que combina biometría de voz y comprensión del lenguaje natural para autenticar personas en pocos segundos y ofrecerles respuestas automatizadas personalizadas

(more…)

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Nueva herramienta de Inteligencia Artificial que utiliza redes neuronales profundas

Nuance devela el nuevo Lightning Engine, un sistema de IA conversacional que combina biometría de voz y comprensión del lenguaje natural para autenticar personas en pocos segundos y ofrecerles respuestas automatizadas personalizadas

(more…)

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[content] =>

Nueva herramienta de Inteligencia Artificial que utiliza redes neuronales profundas

External image
Nuance devela el nuevo Lightning Engine, un sistema de IA conversacional que combina biometría de voz y comprensión del lenguaje natural para autenticar personas en pocos segundos y ofrecerles respuestas automatizadas personalizadas

(more…)

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05.11.2019 15:31:19

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Niall Horan, Diplo - Nice To Meet Ya (Diplo Remix) / 2019.11.09

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Niall Horan, Diplo - Nice To Meet Ya (Diplo Remix) / 2019.11.09

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Niall Horan, Diplo - Nice To Meet Ya (Diplo Remix) / 2019.11.09

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Niall Horan, Diplo - Nice To Meet Ya (Diplo Remix) / 2019.11.09

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31.10.2019 08:19:18

Array ( [type] => photo [blog_name] => sighsofthetimes [blog] => Array ( [name] => sighsofthetimes [title] => [description] => u can still eat ass and praise the lord jesus christ. you can call me sighs (ot4) [url] => https://sighsofthetimes.tumblr.com/ [uuid] => t:yiDwVNQwRgnzIMvhMzcM6Q [updated] => 1574269516 ) [id] => 188723099063 [post_url] => https://sighsofthetimes.tumblr.com/post/188723099063/yo-yo-yo-keep-streaming-nice-to-meet-ya [slug] => yo-yo-yo-keep-streaming-nice-to-meet-ya [date] => 2019-10-31 15:19:18 GMT [timestamp] => 1572535158 [state] => published [format] => html [reblog_key] => Gph802WE [tags] => Array ( [0] => LET'S FUCKIN DOOOO ITTTTTTTTTTT [1] => nice to meet ya [2] => dailyniallnews [3] => dnn [4] => spotify ) [short_url] => https://tmblr.co/ZjWmBb2lmnVMt [summary] => YO YO YO KEEP STREAMING NICE TO MEET YA [should_open_in_legacy] => 1 [recommended_source] => [recommended_color] => [note_count] => 8 [caption] =>

YO YO YO KEEP STREAMING NICE TO MEET YA

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YO YO YO KEEP STREAMING NICE TO MEET YA

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YO YO YO KEEP STREAMING NICE TO MEET YA

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YO YO YO KEEP STREAMING NICE TO MEET YA

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14.10.2019 15:29:01

Array ( [type] => video [blog_name] => deborrah-cooper [blog] => Array ( [name] => deborrah-cooper [title] => Better Dating! [description] => Dating expert, author, and advice columnist Deborrah Cooper has plenty to say on a wide variety of controversial gender-related topics, love, dating, and adopting a plant-based vegan diet for African Americans. [url] => https://deborrah-cooper.tumblr.com/ [uuid] => t:c4wNRyeRDasi_Ee2UaXycw [updated] => 1574027881 ) [id] => 188351755417 [post_url] => https://deborrah-cooper.tumblr.com/post/188351755417/an-excerpt-from-the-october-11-2019-broadcast-of [slug] => an-excerpt-from-the-october-11-2019-broadcast-of [date] => 2019-10-14 22:29:01 GMT [timestamp] => 1571092141 [state] => published [format] => html [reblog_key] => 4L4EPlCV [tags] => Array ( [0] => dusty [1] => dnn [2] => dusty news network [3] => relationship advice [4] => dating advice [5] => memes [6] => humor [7] => comedy [8] => advice ) [short_url] => https://tmblr.co/ZmvL5y2lQexIP [summary] => An excerpt from the October 11, 2019 broadcast of THE DUSTY NEWS NETWORK - a show which makes fun of the memes, posts and... [should_open_in_legacy] => 1 [recommended_source] => [recommended_color] => [note_count] => 1 [caption] =>

An excerpt from the October 11, 2019 broadcast of THE DUSTY NEWS NETWORK - a show which makes fun of the memes, posts and graphics of dusty men (and women) all over the internet. Get your laugh on! Watch the entire show at this URL: https://youtu.be/jF0ZGAJk_Yc

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An excerpt from the October 11, 2019 broadcast of THE DUSTY NEWS NETWORK - a show which makes fun of the memes, posts and graphics of dusty men (and women) all over the internet. Get your laugh on! Watch the entire show at this URL: https://youtu.be/jF0ZGAJk_Yc

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An excerpt from the October 11, 2019 broadcast of THE DUSTY NEWS NETWORK - a show which makes fun of the memes, posts and graphics of dusty men (and women) all over the internet. Get your laugh on! Watch the entire show at this URL: https://youtu.be/jF0ZGAJk_Yc

[content] =>

An excerpt from the October 11, 2019 broadcast of THE DUSTY NEWS NETWORK - a show which makes fun of the memes, posts and graphics of dusty men (and women) all over the internet. Get your laugh on! Watch the entire show at this URL: https://youtu.be/jF0ZGAJk_Yc

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07.10.2019 17:20:02

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@YouTubeSpaceNY: Nice to meet ya, @NiallOfficial  Niall made his debut at YouTube Space NY with an incredible performance of the first single off his upcoming album!  Watch the music video for #NiceToMeetYa here https://bit.ly/2MlqSc7

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@YouTubeSpaceNY: Nice to meet ya, @NiallOfficial  Niall made his debut at YouTube Space NY with an incredible performance of the first single off his upcoming album!  Watch the music video for #NiceToMeetYa here https://bit.ly/2MlqSc7

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@YouTubeSpaceNY: Nice to meet ya, @NiallOfficial  Niall made his debut at YouTube Space NY with an incredible performance of the first single off his upcoming album!  Watch the music video for #NiceToMeetYa here https://bit.ly/2MlqSc7

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@YouTubeSpaceNY: Nice to meet ya, @NiallOfficial  Niall made his debut at YouTube Space NY with an incredible performance of the first single off his upcoming album!  Watch the music video for #NiceToMeetYa here https://bit.ly/2MlqSc7

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03.10.2019 22:51:25

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Nice To Meet Ya - Niall Horan

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Nice To Meet Ya - Niall Horan

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Nice To Meet Ya - Niall Horan

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Nice To Meet Ya - Niall Horan

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13.09.2019 05:48:32

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Niall Horan photographed by Matt Holyoak for OMEGA.

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Niall Horan photographed by Matt Holyoak for OMEGA.

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Niall Horan photographed by Matt Holyoak for OMEGA.

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Niall Horan photographed by Matt Holyoak for OMEGA.

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08.09.2019 11:30:02

Array ( [type] => photo [blog_name] => deborrah-cooper [blog] => Array ( [name] => deborrah-cooper [title] => Better Dating! [description] => Dating expert, author, and advice columnist Deborrah Cooper has plenty to say on a wide variety of controversial gender-related topics, love, dating, and adopting a plant-based vegan diet for African Americans. [url] => https://deborrah-cooper.tumblr.com/ [uuid] => t:c4wNRyeRDasi_Ee2UaXycw [updated] => 1574027881 ) [id] => 187581095217 [post_url] => https://deborrah-cooper.tumblr.com/post/187581095217/dusty-news-network-dnn-will-air-on-sunday-9819 [slug] => dusty-news-network-dnn-will-air-on-sunday-9819 [date] => 2019-09-08 18:30:02 GMT [timestamp] => 1567967402 [state] => published [format] => html [reblog_key] => belMD5nj [tags] => Array ( [0] => dnn ) [short_url] => https://tmblr.co/ZmvL5y2kij5qn [summary] => Dusty News Network #DNN will air on Sunday 9/8/19 instead of Friday this week. I am coughing like a maniac. Log onto... [should_open_in_legacy] => 1 [recommended_source] => [recommended_color] => [note_count] => 0 [caption] =>

Dusty News Network #DNN will air on Sunday 9/8/19 instead of Friday this week. I am coughing like a maniac. Log onto www.youtube.com/debsterism at 4:00 PM on Sunday for the ratchetness. (at Oakland, California) https://www.instagram.com/p/B2FbcePHGNj/?igshid=p14b0tx4niak

[reblog] => Array ( [comment] =>

Dusty News Network #DNN will air on Sunday 9/8/19 instead of Friday this week. I am coughing like a maniac. Log onto www.youtube.com/debsterism at 4:00 PM on Sunday for the ratchetness. (at Oakland, California)https://www.instagram.com/p/B2FbcePHGNj/?igshid=p14b0tx4niak

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Dusty News Network #DNN will air on Sunday 9/8/19 instead of Friday this week. I am coughing like a maniac. Log onto www.youtube.com/debsterism at 4:00 PM on Sunday for the ratchetness. (at Oakland, California)https://www.instagram.com/p/B2FbcePHGNj/?igshid=p14b0tx4niak

[content] =>

Dusty News Network #DNN will air on Sunday 9/8/19 instead of Friday this week. I am coughing like a maniac. Log onto www.youtube.com/debsterism at 4:00 PM on Sunday for the ratchetness. (at Oakland, California)https://www.instagram.com/p/B2FbcePHGNj/?igshid=p14b0tx4niak

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03.06.2019 04:37:59

Array ( [type] => text [blog_name] => datamatics-official-blog [blog] => Array ( [name] => datamatics-official-blog [title] => Datamatics Global Services Limited [description] => Datamatics is a leading provider of IT Services & Solutions, BPO and Technology Consulting. Helps in client's digital journey by leveraging technology. [url] => https://datamatics-official-blog.tumblr.com/ [uuid] => t:3zmVr_eiQ4123lUUWu0G1g [updated] => 1560261676 ) [id] => 185337229832 [post_url] => https://datamatics-official-blog.tumblr.com/post/185337229832/create-a-highly-accurate-business-summary-using [slug] => create-a-highly-accurate-business-summary-using [date] => 2019-06-03 11:37:59 GMT [timestamp] => 1559561879 [state] => published [format] => html [reblog_key] => BTjtW2RZ [tags] => Array ( [0] => dnn [1] => text [2] => summurization [3] => deeplearning ) [short_url] => https://tmblr.co/ZCxK1k2iczR88 [summary] => Create a highly accurate business summary using Deep Learning algorithms [should_open_in_legacy] => [recommended_source] => [recommended_color] => [note_count] => 0 [title] => Create a highly accurate business summary using Deep Learning algorithms [body] =>

In complex business functions such as organizational audits, having quick data summaries at your disposal for analysis is a relief. It is explicitly so when piles of free text data are looming large and need to be analyzed for taking informed actions. Besides, using increasing quanta of manpower to expedite the task at hand seems unfeasible as it tremendously increases the running business cost. Text Summarization, powered by Deep Learning (Deep Neural Networks or DNN) and Natural Language Processing (NLP), is the answer to this business challenge.  DNN and NLP being subsets of Artificial Intelligence (AI) / Machine Learning (ML), help machine read, summarize, and analyze even unstructured data for better decision making.

What is Text Summarization?

Text Summarization is the process of automatically generating natural language summary from a lengthy input document while capturing the important points. The summarized text is appended as metadata to the digitized document. This process helps in easy and fast search as well as retrieval of the document and its related information at a later date. Essentially, Text Summarization is a technology framework, which is built to capture and organize a variety of unstructured data from different sources.

The goal of Text Summarization is to retain maximum information along with optimum shortening of text ‘without altering the meaning of the text’. Most summarization systems utilize ‘extractive approaches’. However, an abstractive approach is an upcoming concept, which provides a realistic summary.

Different types of approaches – Extractive Summarization & Abstractive Summarization:

In Extractive Summarization, systems form summaries by copying parts of the source text through some measure of weightage and importance given to words and then combining those parts of sentences together to render a summary. Here, the importance of the sentence is based on linguistic and statistical features.

In contrast, Abstractive Summarization attempts to produce a ‘bottom-up summary’. In Abstractive Summarization, systems generate new phrases, possibly rephrasing or using words that were not in the original text. Naturally, abstractive approaches are harder. For creating a perfect abstractive summary, the model has to first truly understand the document and then try to express that understanding in a condensed format, using new words and phrases.

Superiority of Abstractive over Extractive:

Extractive Text Summarization is a very old technique and it’s not proper summarization. When humans summarize a piece of text, they read it entirely to develop an understanding of the content and then write a summary highlighting the main points. However, Extractive Summarization gives importance to word weightages only.

Abstractive Summarization is a process where the algorithms are capable to build own sentence just like a human. Deep Learning sequence models have shown promising results in Abstractive Text Summarization as compared to Extractive Summarization.

How does DNN work?

Traditional rule-based AI is not able to generate new sentences. The recent advancements in DNNs have changed the scenario. DNNs use ‘sequence-to-sequence’ model to predict a new sentence. Long Short Term Memory (LSTM) is one such DNN model used in Abstract Summarization.

An LSTM network is a recurrent neural network that has LSTM cell blocks in place of standard neural network layers. It feeds back the output of a neural network layer at ‘time t’ to the input of the same network layer at ‘time t + 1’. Recurrent neural networks are “unrolled” programmatically during training and prediction. Here at each time step, a new word is supplied – that is, the output of a previous cell is supplied to the network at each time step. A new word/sequence value is progressively concatenated to the previous output.

After processing, the framework can predict new words, sentences, or phrases. In this manner, the ‘LSTM concept’ can be used to build the Abstractive Text Summarization framework.

The framework uses encoder-decoder architecture model for summarization. Both encoder and the decoder sub-models are trained jointly, meaning at the same time. The Text Summarization framework uses an encoder for reading the source document and encoding it to an internal representation. The decoder is a language model responsible for generating each word in the output summary using the encoded representation of the source document.

In summary:

Text Summarization framework is a very powerful Deep Learning powered framework. It is based on Advanced NLP and DNNs. This framework is capable of generating new summarized logical sentences or group of words from a lengthy document. It can be used in many business use cases such as document summarization, email summarization, customer review summarization, etc. So rest assured. By using this framework powered by NLP and DNN, your next audit assignment will be a breeze.

[reblog] => Array ( [comment] =>

In complex business functions such as organizational audits, having quick data summaries at your disposal for analysis is a relief. It is explicitly so when piles of free text data are looming large and need to be analyzed for taking informed actions. Besides, using increasing quanta of manpower to expedite the task at hand seems unfeasible as it tremendously increases the running business cost. Text Summarization, powered by Deep Learning (Deep Neural Networks or DNN) and Natural Language Processing (NLP), is the answer to this business challenge.  DNN and NLP being subsets of Artificial Intelligence (AI) / Machine Learning (ML), help machine read, summarize, and analyze even unstructured data for better decision making.

What is Text Summarization?

Text Summarization is the process of automatically generating natural language summary from a lengthy input document while capturing the important points. The summarized text is appended as metadata to the digitized document. This process helps in easy and fast search as well as retrieval of the document and its related information at a later date. Essentially, Text Summarization is a technology framework, which is built to capture and organize a variety of unstructured data from different sources.

The goal of Text Summarization is to retain maximum information along with optimum shortening of text ‘without altering the meaning of the text’. Most summarization systems utilize ‘extractive approaches’. However, an abstractive approach is an upcoming concept, which provides a realistic summary.

Different types of approaches – Extractive Summarization & Abstractive Summarization:

In Extractive Summarization, systems form summaries by copying parts of the source text through some measure of weightage and importance given to words and then combining those parts of sentences together to render a summary. Here, the importance of the sentence is based on linguistic and statistical features.

In contrast, Abstractive Summarization attempts to produce a ‘bottom-up summary’. In Abstractive Summarization, systems generate new phrases, possibly rephrasing or using words that were not in the original text. Naturally, abstractive approaches are harder. For creating a perfect abstractive summary, the model has to first truly understand the document and then try to express that understanding in a condensed format, using new words and phrases.

Superiority of Abstractive over Extractive:

Extractive Text Summarization is a very old technique and it’s not proper summarization. When humans summarize a piece of text, they read it entirely to develop an understanding of the content and then write a summary highlighting the main points. However, Extractive Summarization gives importance to word weightages only.

Abstractive Summarization is a process where the algorithms are capable to build own sentence just like a human. Deep Learning sequence models have shown promising results in Abstractive Text Summarization as compared to Extractive Summarization.

How does DNN work?

Traditional rule-based AI is not able to generate new sentences. The recent advancements in DNNs have changed the scenario. DNNs use ‘sequence-to-sequence’ model to predict a new sentence. Long Short Term Memory (LSTM) is one such DNN model used in Abstract Summarization.

An LSTM network is a recurrent neural network that has LSTM cell blocks in place of standard neural network layers. It feeds back the output of a neural network layer at ‘time t’ to the input of the same network layer at ‘time t + 1’. Recurrent neural networks are “unrolled” programmatically during training and prediction. Here at each time step, a new word is supplied – that is, the output of a previous cell is supplied to the network at each time step. A new word/sequence value is progressively concatenated to the previous output.

After processing, the framework can predict new words, sentences, or phrases. In this manner, the ‘LSTM concept’ can be used to build the Abstractive Text Summarization framework.

The framework uses encoder-decoder architecture model for summarization. Both encoder and the decoder sub-models are trained jointly, meaning at the same time. The Text Summarization framework uses an encoder for reading the source document and encoding it to an internal representation. The decoder is a language model responsible for generating each word in the output summary using the encoded representation of the source document.

In summary:

Text Summarization framework is a very powerful Deep Learning powered framework. It is based on Advanced NLP and DNNs. This framework is capable of generating new summarized logical sentences or group of words from a lengthy document. It can be used in many business use cases such as document summarization, email summarization, customer review summarization, etc. So rest assured. By using this framework powered by NLP and DNN, your next audit assignment will be a breeze.

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In complex business functions such as organizational audits, having quick data summaries at your disposal for analysis is a relief. It is explicitly so when piles of free text data are looming large and need to be analyzed for taking informed actions. Besides, using increasing quanta of manpower to expedite the task at hand seems unfeasible as it tremendously increases the running business cost. Text Summarization, powered by Deep Learning (Deep Neural Networks or DNN) and Natural Language Processing (NLP), is the answer to this business challenge.  DNN and NLP being subsets of Artificial Intelligence (AI) / Machine Learning (ML), help machine read, summarize, and analyze even unstructured data for better decision making.

What is Text Summarization?

Text Summarization is the process of automatically generating natural language summary from a lengthy input document while capturing the important points. The summarized text is appended as metadata to the digitized document. This process helps in easy and fast search as well as retrieval of the document and its related information at a later date. Essentially, Text Summarization is a technology framework, which is built to capture and organize a variety of unstructured data from different sources.

The goal of Text Summarization is to retain maximum information along with optimum shortening of text ‘without altering the meaning of the text’. Most summarization systems utilize ‘extractive approaches’. However, an abstractive approach is an upcoming concept, which provides a realistic summary.

Different types of approaches – Extractive Summarization & Abstractive Summarization:

In Extractive Summarization, systems form summaries by copying parts of the source text through some measure of weightage and importance given to words and then combining those parts of sentences together to render a summary. Here, the importance of the sentence is based on linguistic and statistical features.

In contrast, Abstractive Summarization attempts to produce a ‘bottom-up summary’. In Abstractive Summarization, systems generate new phrases, possibly rephrasing or using words that were not in the original text. Naturally, abstractive approaches are harder. For creating a perfect abstractive summary, the model has to first truly understand the document and then try to express that understanding in a condensed format, using new words and phrases.

Superiority of Abstractive over Extractive:

Extractive Text Summarization is a very old technique and it’s not proper summarization. When humans summarize a piece of text, they read it entirely to develop an understanding of the content and then write a summary highlighting the main points. However, Extractive Summarization gives importance to word weightages only.

Abstractive Summarization is a process where the algorithms are capable to build own sentence just like a human. Deep Learning sequence models have shown promising results in Abstractive Text Summarization as compared to Extractive Summarization.

How does DNN work?

Traditional rule-based AI is not able to generate new sentences. The recent advancements in DNNs have changed the scenario. DNNs use ‘sequence-to-sequence’ model to predict a new sentence. Long Short Term Memory (LSTM) is one such DNN model used in Abstract Summarization.

An LSTM network is a recurrent neural network that has LSTM cell blocks in place of standard neural network layers. It feeds back the output of a neural network layer at ‘time t’ to the input of the same network layer at ‘time t + 1’. Recurrent neural networks are “unrolled” programmatically during training and prediction. Here at each time step, a new word is supplied – that is, the output of a previous cell is supplied to the network at each time step. A new word/sequence value is progressively concatenated to the previous output.

After processing, the framework can predict new words, sentences, or phrases. In this manner, the ‘LSTM concept’ can be used to build the Abstractive Text Summarization framework.

The framework uses encoder-decoder architecture model for summarization. Both encoder and the decoder sub-models are trained jointly, meaning at the same time. The Text Summarization framework uses an encoder for reading the source document and encoding it to an internal representation. The decoder is a language model responsible for generating each word in the output summary using the encoded representation of the source document.

In summary:

Text Summarization framework is a very powerful Deep Learning powered framework. It is based on Advanced NLP and DNNs. This framework is capable of generating new summarized logical sentences or group of words from a lengthy document. It can be used in many business use cases such as document summarization, email summarization, customer review summarization, etc. So rest assured. By using this framework powered by NLP and DNN, your next audit assignment will be a breeze.

[content] =>

In complex business functions such as organizational audits, having quick data summaries at your disposal for analysis is a relief. It is explicitly so when piles of free text data are looming large and need to be analyzed for taking informed actions. Besides, using increasing quanta of manpower to expedite the task at hand seems unfeasible as it tremendously increases the running business cost. Text Summarization, powered by Deep Learning (Deep Neural Networks or DNN) and Natural Language Processing (NLP), is the answer to this business challenge.  DNN and NLP being subsets of Artificial Intelligence (AI) / Machine Learning (ML), help machine read, summarize, and analyze even unstructured data for better decision making.

What is Text Summarization?

Text Summarization is the process of automatically generating natural language summary from a lengthy input document while capturing the important points. The summarized text is appended as metadata to the digitized document. This process helps in easy and fast search as well as retrieval of the document and its related information at a later date. Essentially, Text Summarization is a technology framework, which is built to capture and organize a variety of unstructured data from different sources.

The goal of Text Summarization is to retain maximum information along with optimum shortening of text ‘without altering the meaning of the text’. Most summarization systems utilize ‘extractive approaches’. However, an abstractive approach is an upcoming concept, which provides a realistic summary.

Different types of approaches – Extractive Summarization & Abstractive Summarization:

In Extractive Summarization, systems form summaries by copying parts of the source text through some measure of weightage and importance given to words and then combining those parts of sentences together to render a summary. Here, the importance of the sentence is based on linguistic and statistical features.

In contrast, Abstractive Summarization attempts to produce a ‘bottom-up summary’. In Abstractive Summarization, systems generate new phrases, possibly rephrasing or using words that were not in the original text. Naturally, abstractive approaches are harder. For creating a perfect abstractive summary, the model has to first truly understand the document and then try to express that understanding in a condensed format, using new words and phrases.

Superiority of Abstractive over Extractive:

Extractive Text Summarization is a very old technique and it’s not proper summarization. When humans summarize a piece of text, they read it entirely to develop an understanding of the content and then write a summary highlighting the main points. However, Extractive Summarization gives importance to word weightages only.

Abstractive Summarization is a process where the algorithms are capable to build own sentence just like a human. Deep Learning sequence models have shown promising results in Abstractive Text Summarization as compared to Extractive Summarization.

How does DNN work?

Traditional rule-based AI is not able to generate new sentences. The recent advancements in DNNs have changed the scenario. DNNs use ‘sequence-to-sequence’ model to predict a new sentence. Long Short Term Memory (LSTM) is one such DNN model used in Abstract Summarization.

An LSTM network is a recurrent neural network that has LSTM cell blocks in place of standard neural network layers. It feeds back the output of a neural network layer at ‘time t’ to the input of the same network layer at ‘time t + 1’. Recurrent neural networks are “unrolled” programmatically during training and prediction. Here at each time step, a new word is supplied – that is, the output of a previous cell is supplied to the network at each time step. A new word/sequence value is progressively concatenated to the previous output.

After processing, the framework can predict new words, sentences, or phrases. In this manner, the ‘LSTM concept’ can be used to build the Abstractive Text Summarization framework.

The framework uses encoder-decoder architecture model for summarization. Both encoder and the decoder sub-models are trained jointly, meaning at the same time. The Text Summarization framework uses an encoder for reading the source document and encoding it to an internal representation. The decoder is a language model responsible for generating each word in the output summary using the encoded representation of the source document.

In summary:

Text Summarization framework is a very powerful Deep Learning powered framework. It is based on Advanced NLP and DNNs. This framework is capable of generating new summarized logical sentences or group of words from a lengthy document. It can be used in many business use cases such as document summarization, email summarization, customer review summarization, etc. So rest assured. By using this framework powered by NLP and DNN, your next audit assignment will be a breeze.

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27.03.2019 09:51:28

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Chuối chín cây đợi ngày hạ chén. #banana #designn #daily #DNN #tree #landscape (at DesigN'N MORE) https://www.instagram.com/p/BvhORb_nFZ1/?utm_source=ig_tumblr_share&igshid=b7r16iqbsss8

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Chuối chín cây đợi ngày hạ chén. #banana #designn #daily #DNN #tree #landscape (at DesigN'N MORE) https://www.instagram.com/p/BvhORb_nFZ1/?utm_source=ig_tumblr_share&igshid=b7r16iqbsss8

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Chuối chín cây đợi ngày hạ chén. #banana #designn #daily #DNN #tree #landscape (at DesigN'N MORE) https://www.instagram.com/p/BvhORb_nFZ1/?utm_source=ig_tumblr_share&igshid=b7r16iqbsss8

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Chuối chín cây đợi ngày hạ chén. #banana #designn #daily #DNN #tree #landscape (at DesigN'N MORE) https://www.instagram.com/p/BvhORb_nFZ1/?utm_source=ig_tumblr_share&igshid=b7r16iqbsss8

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27.03.2019 09:50:20

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Chuối chín cây đợi ngày hạ chén. #banana #designn #daily #DNN #tree #landscape (at DesigN'N MORE) https://www.instagram.com/p/BvhOJN3HK1k/?utm_source=ig_tumblr_share&igshid=1et56az10o0ie

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Chuối chín cây đợi ngày hạ chén. #banana #designn #daily #DNN #tree #landscape (at DesigN'N MORE) https://www.instagram.com/p/BvhOJN3HK1k/?utm_source=ig_tumblr_share&igshid=1et56az10o0ie

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Chuối chín cây đợi ngày hạ chén. #banana #designn #daily #DNN #tree #landscape (at DesigN'N MORE) https://www.instagram.com/p/BvhOJN3HK1k/?utm_source=ig_tumblr_share&igshid=1et56az10o0ie

[content] =>

Chuối chín cây đợi ngày hạ chén. #banana #designn #daily #DNN #tree #landscape (at DesigN'N MORE) https://www.instagram.com/p/BvhOJN3HK1k/?utm_source=ig_tumblr_share&igshid=1et56az10o0ie

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13.03.2019 00:39:13

Array ( [type] => photo [blog_name] => ifourconsultancy [blog] => Array ( [name] => ifourconsultancy [title] => Custom software development company India [description] => iFour Consultancy is a custom software development, web development, mobile application development and website development firm [url] => https://ifourconsultancy.tumblr.com/ [uuid] => t:kJYEiJaOVtpSAzNBDv57eQ [updated] => 1573708579 ) [id] => 183421298186 [post_url] => https://ifourconsultancy.tumblr.com/post/183421298186/you-can-never-solve-a-problem-on-the-level-on [slug] => you-can-never-solve-a-problem-on-the-level-on [date] => 2019-03-13 07:39:13 GMT [timestamp] => 1552462753 [state] => published [format] => html [reblog_key] => sdtdHpgz [tags] => Array ( [0] => customsoftwaredevlopment [1] => angularjscompany [2] => dnn [3] => ecomercesolutionsprovider [4] => nodejs [5] => ethereum [6] => blockchainconsulting ) [short_url] => https://tmblr.co/ZO9bEq2gqmkOA [summary] => "You can never solve a problem on the level on which it was created." ~Albert Einstein [should_open_in_legacy] => 1 [recommended_source] => [recommended_color] => [note_count] => 3 [caption] => “You can never solve a problem on the level on which it was created.” ~Albert Einstein [reblog] => Array ( [comment] =>

“You can never solve a problem on the level on which it was created.” ~Albert Einstein

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“You can never solve a problem on the level on which it was created.” ~Albert Einstein

[content] =>

“You can never solve a problem on the level on which it was created.” ~Albert Einstein

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11.02.2019 21:00:00

Array ( [type] => text [blog_name] => cmsdevelopmentcompany [blog] => Array ( [name] => cmsdevelopmentcompany [title] => CMS Development Company [description] => [url] => https://cmsdevelopmentcompany.tumblr.com/ [uuid] => t:dyXXxvhThRBmWXGho8w9nw [updated] => 1563954574 ) [id] => 182978069055 [post_url] => https://cmsdevelopmentcompany.tumblr.com/post/182978069055/dotnetnuke-blogging-modules-that-are-perfect-for [slug] => dotnetnuke-blogging-modules-that-are-perfect-for [date] => 2019-02-12 05:00:00 GMT [timestamp] => 1549947600 [state] => published [format] => html [reblog_key] => 9lVVReX9 [tags] => Array ( [0] => dnn [1] => dnndevelopment [2] => dotnetnuke [3] => dotnetnukedevelopment ) [short_url] => https://tmblr.co/ZTfikZ2gQLy8- [summary] => DotNetNuke Blogging Modules That Are Perfect for DNN Developers [should_open_in_legacy] => [recommended_source] => [recommended_color] => [note_count] => 0 [title] => DotNetNuke Blogging Modules That Are Perfect for DNN Developers [body] =>

Using a CMS for creating a blog is sensible as it allows the users to change, update and publish content with no issues and without wasting much time. Blogging needs constant communication and it is one of the most important tool that helps to attract the attention of prospects to your website. 

Today, almost every business, whether small or big, include a blog on their site so that they can share product or service related information and other valuable thoughts and suggestions in their blogs and also use it in other social media channels. DNN is a popular CMS that helps users to easily present their content before the audience. But DNN developers have to select the blog modules carefully so that it offers the best results that audiences are looking for.

Here in this blog, I have complied a list of some of the best DNN blog modules that you may find useful while working on DNN development projects.

LiveBlog: This is a DNN blog module that offers all the required features of a blog. It is easy to install and manage and also delivers a consistent user experience by laying great emphasis on UI and UX and usability patterns.

It offers many widgets for Archives, Popular Posts, Authors, Calendar, Categories and etc. Its multi- author support, versatile feed generator, search engine friendly nature and easy integration with various services like Akismet, Disqus, Twitter, Google ReCaptcha has made it popular among DNN developers.

EasyDNNnews: This is a powerful DNN module that allows even the non-technical users to easily publish and manage press release, articles, stories, news and editorial easily. In addition to publishing the content, it also makes it easier to add pictures to articles or blogs. 

Together with EasyDNNgallery and EasyDNNrotator modules, the EasyDNNnew becomes the most preferred publishing platform to manage both audio and video content.

SunBlogNuke: This is another most popular blog publishing tool for DNN websites. It focuses on ease of use, extensibility, simplicity, web standards and usability. 

It was born because of the desire for a better blogging platform and it comes with interactive features that include multi-language support, XML-RPC interface, multi author support and many more.

LGI Blog: DNN developers would also find another amazing blog module that is LGI Blog. It offers a lot of features and comes with a nice and clean admin panel that the users can easily add to the new posts. It has a perfect comment management system and allows you to prevent the comments to become visible on your site before it is approved.  

You can also send notifications to other users of any new comment through email. The module has a user friendly interface, social features, SEO optimized URLs, tags and categories, monthly calendar highlighting the latest posts, list of recent posts and comments and etc.

Also Read: An Overview of DNN: The Whats and Whys

DNNArticle Blog: This is another superb blog module that is easy to set up and use, and also allows multiple users to create blog headers with links to their websites. User can create their own website list. This module includes about 13 sub modules that provide powerful features and flexibility.

Business owners always want their website to be rich and functional.  DNN developers can use some blogging modules to make it feature rich and also attract the users and keep them engaged on the site.

[reblog] => Array ( [comment] =>

Using a CMS for creating a blog is sensible as it allows the users to change, update and publish content with no issues and without wasting much time. Blogging needs constant communication and it is one of the most important tool that helps to attract the attention of prospects to your website. 

Today, almost every business, whether small or big, include a blog on their site so that they can share product or service related information and other valuable thoughts and suggestions in their blogs and also use it in other social media channels. DNN is a popular CMS that helps users to easily present their content before the audience. But DNN developers have to select the blog modules carefully so that it offers the best results that audiences are looking for.

Here in this blog, I have complied a list of some of the best DNN blog modules that you may find useful while working on DNN development projects.

LiveBlog: This is a DNN blog module that offers all the required features of a blog. It is easy to install and manage and also delivers a consistent user experience by laying great emphasis on UI and UX and usability patterns.

It offers many widgets for Archives, Popular Posts, Authors, Calendar, Categories and etc. Its multi- author support, versatile feed generator, search engine friendly nature and easy integration with various services like Akismet, Disqus, Twitter, Google ReCaptcha has made it popular among DNN developers.

EasyDNNnews: This is a powerful DNN module that allows even the non-technical users to easily publish and manage press release, articles, stories, news and editorial easily. In addition to publishing the content, it also makes it easier to add pictures to articles or blogs. 

Together with EasyDNNgallery and EasyDNNrotator modules, the EasyDNNnew becomes the most preferred publishing platform to manage both audio and video content.

SunBlogNuke: This is another most popular blog publishing tool for DNN websites. It focuses on ease of use, extensibility, simplicity, web standards and usability. 

It was born because of the desire for a better blogging platform and it comes with interactive features that include multi-language support, XML-RPC interface, multi author support and many more.

LGI Blog: DNN developers would also find another amazing blog module that is LGI Blog. It offers a lot of features and comes with a nice and clean admin panel that the users can easily add to the new posts. It has a perfect comment management system and allows you to prevent the comments to become visible on your site before it is approved.  

You can also send notifications to other users of any new comment through email. The module has a user friendly interface, social features, SEO optimized URLs, tags and categories, monthly calendar highlighting the latest posts, list of recent posts and comments and etc.

Also Read: An Overview of DNN: The Whats and Whys

DNNArticle Blog: This is another superb blog module that is easy to set up and use, and also allows multiple users to create blog headers with links to their websites. User can create their own website list. This module includes about 13 sub modules that provide powerful features and flexibility.

Business owners always want their website to be rich and functional.  DNN developers can use some blogging modules to make it feature rich and also attract the users and keep them engaged on the site.

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Using a CMS for creating a blog is sensible as it allows the users to change, update and publish content with no issues and without wasting much time. Blogging needs constant communication and it is one of the most important tool that helps to attract the attention of prospects to your website. 

Today, almost every business, whether small or big, include a blog on their site so that they can share product or service related information and other valuable thoughts and suggestions in their blogs and also use it in other social media channels. DNN is a popular CMS that helps users to easily present their content before the audience. But DNN developers have to select the blog modules carefully so that it offers the best results that audiences are looking for.

Here in this blog, I have complied a list of some of the best DNN blog modules that you may find useful while working on DNN development projects.

LiveBlog: This is a DNN blog module that offers all the required features of a blog. It is easy to install and manage and also delivers a consistent user experience by laying great emphasis on UI and UX and usability patterns.

It offers many widgets for Archives, Popular Posts, Authors, Calendar, Categories and etc. Its multi- author support, versatile feed generator, search engine friendly nature and easy integration with various services like Akismet, Disqus, Twitter, Google ReCaptcha has made it popular among DNN developers.

EasyDNNnews: This is a powerful DNN module that allows even the non-technical users to easily publish and manage press release, articles, stories, news and editorial easily. In addition to publishing the content, it also makes it easier to add pictures to articles or blogs. 

Together with EasyDNNgallery and EasyDNNrotator modules, the EasyDNNnew becomes the most preferred publishing platform to manage both audio and video content.

SunBlogNuke: This is another most popular blog publishing tool for DNN websites. It focuses on ease of use, extensibility, simplicity, web standards and usability. 

It was born because of the desire for a better blogging platform and it comes with interactive features that include multi-language support, XML-RPC interface, multi author support and many more.

LGI Blog: DNN developers would also find another amazing blog module that is LGI Blog. It offers a lot of features and comes with a nice and clean admin panel that the users can easily add to the new posts. It has a perfect comment management system and allows you to prevent the comments to become visible on your site before it is approved.  

You can also send notifications to other users of any new comment through email. The module has a user friendly interface, social features, SEO optimized URLs, tags and categories, monthly calendar highlighting the latest posts, list of recent posts and comments and etc.

Also Read: An Overview of DNN: The Whats and Whys

DNNArticle Blog: This is another superb blog module that is easy to set up and use, and also allows multiple users to create blog headers with links to their websites. User can create their own website list. This module includes about 13 sub modules that provide powerful features and flexibility.

Business owners always want their website to be rich and functional.  DNN developers can use some blogging modules to make it feature rich and also attract the users and keep them engaged on the site.

[content] =>

Using a CMS for creating a blog is sensible as it allows the users to change, update and publish content with no issues and without wasting much time. Blogging needs constant communication and it is one of the most important tool that helps to attract the attention of prospects to your website. 

Today, almost every business, whether small or big, include a blog on their site so that they can share product or service related information and other valuable thoughts and suggestions in their blogs and also use it in other social media channels. DNN is a popular CMS that helps users to easily present their content before the audience. But DNN developers have to select the blog modules carefully so that it offers the best results that audiences are looking for.

Here in this blog, I have complied a list of some of the best DNN blog modules that you may find useful while working on DNN development projects.

LiveBlog: This is a DNN blog module that offers all the required features of a blog. It is easy to install and manage and also delivers a consistent user experience by laying great emphasis on UI and UX and usability patterns.

It offers many widgets for Archives, Popular Posts, Authors, Calendar, Categories and etc. Its multi- author support, versatile feed generator, search engine friendly nature and easy integration with various services like Akismet, Disqus, Twitter, Google ReCaptcha has made it popular among DNN developers.

EasyDNNnews: This is a powerful DNN module that allows even the non-technical users to easily publish and manage press release, articles, stories, news and editorial easily. In addition to publishing the content, it also makes it easier to add pictures to articles or blogs. 

Together with EasyDNNgallery and EasyDNNrotator modules, the EasyDNNnew becomes the most preferred publishing platform to manage both audio and video content.

SunBlogNuke: This is another most popular blog publishing tool for DNN websites. It focuses on ease of use, extensibility, simplicity, web standards and usability. 

It was born because of the desire for a better blogging platform and it comes with interactive features that include multi-language support, XML-RPC interface, multi author support and many more.

LGI Blog: DNN developers would also find another amazing blog module that is LGI Blog. It offers a lot of features and comes with a nice and clean admin panel that the users can easily add to the new posts. It has a perfect comment management system and allows you to prevent the comments to become visible on your site before it is approved.  

You can also send notifications to other users of any new comment through email. The module has a user friendly interface, social features, SEO optimized URLs, tags and categories, monthly calendar highlighting the latest posts, list of recent posts and comments and etc.

Also Read: An Overview of DNN: The Whats and Whys

DNNArticle Blog: This is another superb blog module that is easy to set up and use, and also allows multiple users to create blog headers with links to their websites. User can create their own website list. This module includes about 13 sub modules that provide powerful features and flexibility.

Business owners always want their website to be rich and functional.  DNN developers can use some blogging modules to make it feature rich and also attract the users and keep them engaged on the site.

[is_current_item] => 1 [is_root_item] => 1 ) ) [can_like] => [can_reblog] => [can_send_in_message] => 1 [can_reply] => [display_avatar] => 1 )

20.02.2019 20:51:20

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Niall Horan & Julia Michaels Late Late Show Escape Room 

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Niall Horan & Julia Michaels Late Late Show Escape Room 

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Niall Horan & Julia Michaels Late Late Show Escape Room 

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Niall Horan & Julia Michaels Late Late Show Escape Room 

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18.02.2019 22:38:19

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Niall on The Late Late Show 02/18/19

[reblog] => Array ( [comment] =>

Niall on The Late Late Show 02/18/19

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Niall on The Late Late Show 02/18/19

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Niall on The Late Late Show 02/18/19

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18.02.2019 17:56:00

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Niall via mrbenwinston’s instagram story 02/18/19

[reblog] => Array ( [comment] =>

Niall via mrbenwinston’s instagram story 02/18/19

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Niall via mrbenwinston’s instagram story 02/18/19

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Niall via mrbenwinston’s instagram story 02/18/19

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16.02.2019 23:14:49

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Horikawa, T., Aoki, S. C., Tsukamoto, M. & Kamitani, Y. Characterization of deep neural network features by decodability from human brain activity. Sci. Data 6, 190012 (2019).

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Horikawa, T., Aoki, S. C., Tsukamoto, M. & Kamitani, Y. Characterization of deep neural network features by decodability from human brain activity. Sci. Data 6, 190012 (2019).

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Horikawa, T., Aoki, S. C., Tsukamoto, M. & Kamitani, Y. Characterization of deep neural network features by decodability from human brain activity. Sci. Data 6, 190012 (2019).

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Horikawa, T., Aoki, S. C., Tsukamoto, M. & Kamitani, Y. Characterization of deep neural network features by decodability from human brain activity. Sci. Data 6, 190012 (2019).

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11.02.2019 00:24:16

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02.01.2019 03:30:12

Array ( [type] => link [blog_name] => ncodetechnologiesinc-blog [blog] => Array ( [name] => ncodetechnologiesinc-blog [title] => NCode Technologies, Inc. [description] => [url] => https://ncodetechnologiesinc-blog.tumblr.com/ [uuid] => t:ioMo173uJ4AyjjK6KZtSsQ [updated] => 1565170834 ) [id] => 181642111193 [post_url] => https://ncodetechnologiesinc-blog.tumblr.com/post/181642111193/buy-dnn-sitemap-tree-view-module [slug] => buy-dnn-sitemap-tree-view-module [date] => 2019-01-02 11:30:12 GMT [timestamp] => 1546428612 [state] => published [format] => html [reblog_key] => ob9hnmPn [tags] => Array ( [0] => dnn [1] => module [2] => sitemap [3] => web development ) [short_url] => https://tmblr.co/ZImbAu2fAjgZP [summary] => Buy DNN Sitemap Tree View Module [should_open_in_legacy] => 1 [recommended_source] => [recommended_color] => [note_count] => 0 [title] => Buy DNN Sitemap Tree View Module [url] => https://outsourcingwebdevelopment.blogspot.com/2019/01/buy-dnn-sitemap-tree-view-module.html [link_image] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_540.jpg [link_image_dimensions] => Array ( [width] => 540 [height] => 283 ) [link_author] => [excerpt] => DNN SITEMAP TREEVIEW MODULE allows showing the sitemap of your DNN site as tree view structure in any pane of your DNN site. [publisher] => outsourcingwebdevelopment.blogspot.com [photos] => Array ( [0] => Array ( [caption] => [original_size] => Array ( [url] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_1280.jpg [width] => 600 [height] => 314 ) [alt_sizes] => Array ( [0] => Array ( [url] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_640.jpg [width] => 600 [height] => 314 ) [1] => Array ( [url] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_540.jpg [width] => 540 [height] => 283 ) [2] => Array ( [url] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_500.jpg [width] => 500 [height] => 262 ) [3] => Array ( [url] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_400.jpg [width] => 400 [height] => 209 ) [4] => Array ( [url] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_250.jpg [width] => 250 [height] => 131 ) [5] => Array ( [url] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_100.jpg [width] => 100 [height] => 52 ) [6] => Array ( [url] => https://66.media.tumblr.com/df47c450b90d0614e4c4e1d0cc487162/tumblr_pkpbycDLIj1rhpt8n_og_75sq.jpg [width] => 75 [height] => 75 ) ) ) ) [description] => [reblog] => Array ( [comment] => [tree_html] => ) [trail] => Array ( ) [can_like] => [can_reblog] => [can_send_in_message] => 1 [can_reply] => [display_avatar] => 1 )