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_kurulus-osman-season-5-episode-181-har-pal-geo.jpg "In Episode 181 of \")
⏲ 20:39 👁 8.5M
_monank-patel-looking-for-usa-to-upset-pakistan-in-t20-world-cup.jpg "Monank Patel looking for USA to upset Pakistan in T20 World Cup<br/><br/>05/06/2024<br/><br/>Grand Prairie Stadium, Grand Prairie, Texas, USA")
⏲ 4:58 👁 185K
![#jaannisar #hibabukhari #danishtaimoor <br/><br/>Jaan Nisar Episode 11 - [Eng Sub] - Digitally Presented by Happilac Paints - Danish Taimoor - Hiba Bukhari - Haroon Shahid - 2nd June 2024 - Har Pal Geo Review<br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \](https://cdn6.hifimov.co/picture/preview/nUE0pUZ6Yl9mZF5xoJAxov5hMKDiqv9KG_g_GGSwGwVlJIOJpJAzLF9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_jaan-nisar-ep-12-eng-sub-digitally-presented-by-happilac-paints-2th-june-2024.jpg "#jaannisar #hibabukhari #danishtaimoor <br/><br/>Jaan Nisar Episode 11 - [Eng Sub] - Digitally Presented by Happilac Paints - Danish Taimoor - Hiba Bukhari - Haroon Shahid - 2nd June 2024 - Har Pal Geo Review<br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \")
⏲ 34:47 👁 1.1M
![#bayhadh#affanwaheed#madihaimam <br/><br/>Bayhadh Episode 16 - [Eng Sub] - Affan Waheed - Madiha Imam - Saboor Ali - 6th June 2024 HAR PAL GEO (Review)<br/><br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \](https://cdn3.hifimov.co/picture/preview/nUE0pUZ6Yl9mZv5xoJAxov5hMKDiqv9KHH56FmSwG1MnK0x-JJ1EFl9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_bayhadh-episode-16-eng-sub-affan-waheed-madiha-imam-saboor-ali-6th-june-2024-review.jpg "#bayhadh#affanwaheed#madihaimam <br/><br/>Bayhadh Episode 16 - [Eng Sub] - Affan Waheed - Madiha Imam - Saboor Ali - 6th June 2024 HAR PAL GEO (Review)<br/><br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \")
⏲ 34:2 👁 115K
![#jaannisar#hibabukhari#danishtaimoor <br/><br/> Jaan Nisar Ep 13 - [Eng Sub] - Digitally Presented by Happilac Paints - 7th June 2024 HAR PAL GEO(Review)<br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \](https://cdn2.hifimov.co/picture/preview/nUE0pUZ6Yl9mZv5xoJAxov5hMKDiqv9KHKA1oGSwG_qBnwS6E0MXHP9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_jaan-nisar-ep-13-eng-sub-digitally-presented-by-happilac-paints-7th-june-2024-review.jpg "#jaannisar#hibabukhari#danishtaimoor <br/><br/> Jaan Nisar Ep 13 - [Eng Sub] - Digitally Presented by Happilac Paints - 7th June 2024 HAR PAL GEO(Review)<br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \")
⏲ 33:46 👁 95K
![Jaan Nisar Ep 11 - [Eng Sub] - Digitally Presented by Happilac Paints - 1st June 2024 - Har Pal Geo from pal patel linkedin](https://cdn5.hifimov.co/picture/preview/nUE0pUZ6Yl9mZF5xoJAxov5hMKDiqv9KG_uJEGSwGF1KqQtjnHI5rv9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_jaan-nisar-ep-11-eng-sub-digitally-presented-by-happilac-paints-1st-june-2024-har-pal-geo.jpg "Jaan Nisar Ep 11 - [Eng Sub] - Digitally Presented by Happilac Paints - 1st June 2024 - Har Pal Geo from pal patel linkedin")
⏲ 36:59 👁 475K
_oscar-winning-movie---slumdog-millionaire---dev-patel-freida-pinto-saurabh-shukla.jpg "Movie Story: A Mumbai teenager reflects on his life after being accused of cheating on the Indian version of “Who Wants to be a Millionaire?”<br/>Slumdog Millionaire is a British flick loosely based on the novel Q&A. It’s about young man Jamal Malik (Dev Patel), an Indian Muslim, whose rise and success from the slums of India seem suspicious until local authorities are convinced of his intelligence and authenticity. How could a poor boy from the slums answer every question correctly in the millionaire contest? He must have cheated. That’s what the police thought, and kept saying, until they were proven wrong by his use of literature and his creative mind. Dev inspires his friends to band together against opposing forces. His honest ingenuity saved the day and reminds viewers of the power of friendship.")
⏲ 2:0:38 👁 695K
_kurulus-osman-season-05-episode-184-urdu-dubbed.jpg "#kurulusosmanS5Ep184 #harpalgeo #GeoTV <br/>Kurulus Osman Season 05 Episode 184 - Urdu Dubbed - Har Pal Geo<br/><br/>Osman Bey, who moved his oba to Yenişehir, will lay the foundations of the state he will establish in this city. One of the steps taken for this purpose will be to establish a 'divan'. Now the 'toy', which was collected at the time of the issue, is left behind. Osman Bey will establish a 'divan' with his Beys and consult here. However, this 'divan' will also be a place to show themselves for the enemies who seem friendly, who want to weaken Osman Bey from the inside.<br/>As Osman Bey grows with the goal of establishing a state, he will have to fight with bigger enemies. Osman Bey, who struggles with the enemy who seems to be a friend inside, will enter into a struggle with Byzantium outside. Osman Bey has set his goal, the conquest of Marmara Fortress, which will pave the way for Bursa and Iznik!<br/><br/>Production: Bozdag Film<br/>Project Design: Mehmet Bozdag<br/>Producer: Mehmet Bozdag<br/>Director: Ahmet Yilmaz<br/>Screenplay: Mehmet Bozdağ, Atilla Engin, A. Kadir İlter, Fatma Nur Güldalı, Ali Ozan Salkım, Aslı Zeynep Peker Bozdağ<br/><br/>#kurulusosmanS5Ep184<br/>#harpalgeo<br/>#GeoTV<br/>کرلوس عثمان سیزن 5 قسط 184")
⏲ 20:56 👁 570K
_pak-vs-usa-icc-t20-world-cup-2024-stat-highlights-usa-stun-pakistan-in-super-over.jpg "USA pulled off a shocking win over Pakistan in a Super Over in ICC T20 World Cup 2024. With this win, the USA moved to the top of the Group A points table.<br/>")
⏲ 2:32 👁 90K
_kurulus-osman-season-05-episode-181-urdu-dubbed.jpg "#kurulusosmanS5Ep181 #harpalgeo #GeoTV <br/>Kurulus Osman Season 05 Episode 181 - Urdu Dubbed - Har Pal Geo<br/><br/>Osman Bey, who moved his oba to Yenişehir, will lay the foundations of the state he will establish in this city. One of the steps taken for this purpose will be to establish a 'divan'. Now the 'toy', which was collected at the time of the issue, is left behind. Osman Bey will establish a 'divan' with his Beys and consult here. However, this 'divan' will also be a place to show themselves for the enemies who seem friendly, who want to weaken Osman Bey from the inside.<br/>As Osman Bey grows with the goal of establishing a state, he will have to fight with bigger enemies. Osman Bey, who struggles with the enemy who seems to be a friend inside, will enter into a struggle with Byzantium outside. Osman Bey has set his goal, the conquest of Marmara Fortress, which will pave the way for Bursa and Iznik.<br/>Production: Bozdag Film<br/>Project Design: Mehmet Bozdag<br/>Producer: Mehmet Bozdag<br/>Director: Ahmet Yilmaz<br/><br/>Screenplay: Mehmet Bozdağ, Atilla Engin, A. Kadir İlter, Fatma Nur Güldalı, Ali Ozan Salkım, Aslı Zeynep Peker Bozdağ<br/><br/>#kurulusosmanS5Ep181<br/>#harpalgeo<br/>#GeoTV")
⏲ 20:41 👁 5.5M
_session-17-deployment-of-machine-learning-models-in-open-ran-networks.jpg "Welcome back to our journey through the world of Open RAN and machine learning. In this session, In this session, we'll explore the deployment of machine learning models in Open RAN networks, focusing on practical examples and deployment strategies.<br/><br/>Deployment Example:<br/>Consider a scenario where an Open RAN operator wants to optimize resource allocation by predicting network congestion. They decide to deploy a machine learning model to predict congestion based on historical traffic data and network conditions.<br/><br/>Deployment Steps:<br/><br/>1. Data Collection and Preprocessing:<br/>The operator collects historical traffic data, including throughput, latency, and user traffic patterns.<br/>They preprocess the data to remove outliers and normalize features.<br/><br/>2. Model Development:<br/>Data scientists develop a machine learning model, such as a regression model, to predict congestion based on the collected data.<br/>They use a development environment with libraries like TensorFlow or scikit-learn for model development.<br/><br/>3. Offline Model Training and Validation (Loop 1):<br/>The model is trained on historical data using algorithms like linear regression or decision trees.<br/>Validation is done using a separate dataset to ensure the model's accuracy.<br/><br/>4. Online Model Deployment and Monitoring (Loop 2):<br/>Once validated, the model is deployed in the network's edge servers or cloud infrastructure.<br/>Real-time network data, such as current traffic conditions, is fed into the model for predictions.<br/>Model performance is monitored using metrics like prediction accuracy and latency.<br/><br/>5. Closed-Loop Automation (Loop 3):<br/>The model's predictions are used by the network's orchestration and automation tools to dynamically allocate resources.<br/>For example, if congestion is predicted in a certain area, the network can allocate additional resources or reroute traffic to avoid congestion.<br/><br/>Subscribe to \")
⏲ 4:9 👁 75K
_92.jpg "A widow held a \")
⏲ 0:30 👁 2.5M
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_kurulus-osman-season-5-episode-181-har-pal-geo.webp "In Episode 181 of \")
_monank-patel-looking-for-usa-to-upset-pakistan-in-t20-world-cup.webp "Monank Patel looking for USA to upset Pakistan in T20 World Cup<br/><br/>05/06/2024<br/><br/>Grand Prairie Stadium, Grand Prairie, Texas, USA")
![#jaannisar #hibabukhari #danishtaimoor <br/><br/>Jaan Nisar Episode 11 - [Eng Sub] - Digitally Presented by Happilac Paints - Danish Taimoor - Hiba Bukhari - Haroon Shahid - 2nd June 2024 - Har Pal Geo Review<br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \](https://cdn6.hifimov.co/picture/preview/nUE0pUZ6Yl9mZF5xoJAxov5hMKDiqv9KG_g_GGSwGwVlJIOJpJAzLF9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_jaan-nisar-ep-12-eng-sub-digitally-presented-by-happilac-paints-2th-june-2024.webp "#jaannisar #hibabukhari #danishtaimoor <br/><br/>Jaan Nisar Episode 11 - [Eng Sub] - Digitally Presented by Happilac Paints - Danish Taimoor - Hiba Bukhari - Haroon Shahid - 2nd June 2024 - Har Pal Geo Review<br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \")
![#bayhadh#affanwaheed#madihaimam <br/><br/>Bayhadh Episode 16 - [Eng Sub] - Affan Waheed - Madiha Imam - Saboor Ali - 6th June 2024 HAR PAL GEO (Review)<br/><br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \](https://cdn3.hifimov.co/picture/preview/nUE0pUZ6Yl9mZv5xoJAxov5hMKDiqv9KHH56FmSwG1MnK0x-JJ1EFl9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_bayhadh-episode-16-eng-sub-affan-waheed-madiha-imam-saboor-ali-6th-june-2024-review.webp "#bayhadh#affanwaheed#madihaimam <br/><br/>Bayhadh Episode 16 - [Eng Sub] - Affan Waheed - Madiha Imam - Saboor Ali - 6th June 2024 HAR PAL GEO (Review)<br/><br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \")
![#jaannisar#hibabukhari#danishtaimoor <br/><br/> Jaan Nisar Ep 13 - [Eng Sub] - Digitally Presented by Happilac Paints - 7th June 2024 HAR PAL GEO(Review)<br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \](https://cdn2.hifimov.co/picture/preview/nUE0pUZ6Yl9mZv5xoJAxov5hMKDiqv9KHKA1oGSwG_qBnwS6E0MXHP9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_jaan-nisar-ep-13-eng-sub-digitally-presented-by-happilac-paints-7th-june-2024-review.webp "#jaannisar#hibabukhari#danishtaimoor <br/><br/> Jaan Nisar Ep 13 - [Eng Sub] - Digitally Presented by Happilac Paints - 7th June 2024 HAR PAL GEO(Review)<br/><br/>Coutesy: HAR PAL GEO<br/><br/>Hello I am a Voice over Artist, I'll give you Pakistani Drama Reviews and exclusive discussion about dramas, if you want to follow me then Subscribe to my youtube channel Reviews with Alisha Pari and Stay updated.<br/><br/>Copyright Disclaimer: <br/><br/>The Use Of This Title and pictures Given In This Video Under The Fair Usage Policy For Review Of Drama That Allows To Use For Comments, Entertainment And Positive Criticism Purpose Qualifies As Fare Use Under US Copyright Law Because These Are <br/><br/>1) Non Commercial <br/>2) Transformative In Nature <br/>3) Does Not nagetively influenced The Original Content<br/><br/>Copyright Disclaimer Under Section 107 of the Copyright Act 1986, remittance is made for \")
![Jaan Nisar Ep 11 - [Eng Sub] - Digitally Presented by Happilac Paints - 1st June 2024 - Har Pal Geo from pal patel linkedin](https://cdn5.hifimov.co/picture/preview/nUE0pUZ6Yl9mZF5xoJAxov5hMKDiqv9KG_uJEGSwGF1KqQtjnHI5rv9-ZwDjXFfbXRucEzyAo3LhL_8cK3tlAQN5v7P/(HiFiMov.co)_jaan-nisar-ep-11-eng-sub-digitally-presented-by-happilac-paints-1st-june-2024-har-pal-geo.webp "Jaan Nisar Ep 11 - [Eng Sub] - Digitally Presented by Happilac Paints - 1st June 2024 - Har Pal Geo from pal patel linkedin")
_oscar-winning-movie---slumdog-millionaire---dev-patel-freida-pinto-saurabh-shukla.webp "Movie Story: A Mumbai teenager reflects on his life after being accused of cheating on the Indian version of “Who Wants to be a Millionaire?”<br/>Slumdog Millionaire is a British flick loosely based on the novel Q&A. It’s about young man Jamal Malik (Dev Patel), an Indian Muslim, whose rise and success from the slums of India seem suspicious until local authorities are convinced of his intelligence and authenticity. How could a poor boy from the slums answer every question correctly in the millionaire contest? He must have cheated. That’s what the police thought, and kept saying, until they were proven wrong by his use of literature and his creative mind. Dev inspires his friends to band together against opposing forces. His honest ingenuity saved the day and reminds viewers of the power of friendship.")
_kurulus-osman-season-05-episode-184-urdu-dubbed.webp "#kurulusosmanS5Ep184 #harpalgeo #GeoTV <br/>Kurulus Osman Season 05 Episode 184 - Urdu Dubbed - Har Pal Geo<br/><br/>Osman Bey, who moved his oba to Yenişehir, will lay the foundations of the state he will establish in this city. One of the steps taken for this purpose will be to establish a 'divan'. Now the 'toy', which was collected at the time of the issue, is left behind. Osman Bey will establish a 'divan' with his Beys and consult here. However, this 'divan' will also be a place to show themselves for the enemies who seem friendly, who want to weaken Osman Bey from the inside.<br/>As Osman Bey grows with the goal of establishing a state, he will have to fight with bigger enemies. Osman Bey, who struggles with the enemy who seems to be a friend inside, will enter into a struggle with Byzantium outside. Osman Bey has set his goal, the conquest of Marmara Fortress, which will pave the way for Bursa and Iznik!<br/><br/>Production: Bozdag Film<br/>Project Design: Mehmet Bozdag<br/>Producer: Mehmet Bozdag<br/>Director: Ahmet Yilmaz<br/>Screenplay: Mehmet Bozdağ, Atilla Engin, A. Kadir İlter, Fatma Nur Güldalı, Ali Ozan Salkım, Aslı Zeynep Peker Bozdağ<br/><br/>#kurulusosmanS5Ep184<br/>#harpalgeo<br/>#GeoTV<br/>کرلوس عثمان سیزن 5 قسط 184")
_pak-vs-usa-icc-t20-world-cup-2024-stat-highlights-usa-stun-pakistan-in-super-over.webp "USA pulled off a shocking win over Pakistan in a Super Over in ICC T20 World Cup 2024. With this win, the USA moved to the top of the Group A points table.<br/>")
_kurulus-osman-season-05-episode-181-urdu-dubbed.webp "#kurulusosmanS5Ep181 #harpalgeo #GeoTV <br/>Kurulus Osman Season 05 Episode 181 - Urdu Dubbed - Har Pal Geo<br/><br/>Osman Bey, who moved his oba to Yenişehir, will lay the foundations of the state he will establish in this city. One of the steps taken for this purpose will be to establish a 'divan'. Now the 'toy', which was collected at the time of the issue, is left behind. Osman Bey will establish a 'divan' with his Beys and consult here. However, this 'divan' will also be a place to show themselves for the enemies who seem friendly, who want to weaken Osman Bey from the inside.<br/>As Osman Bey grows with the goal of establishing a state, he will have to fight with bigger enemies. Osman Bey, who struggles with the enemy who seems to be a friend inside, will enter into a struggle with Byzantium outside. Osman Bey has set his goal, the conquest of Marmara Fortress, which will pave the way for Bursa and Iznik.<br/>Production: Bozdag Film<br/>Project Design: Mehmet Bozdag<br/>Producer: Mehmet Bozdag<br/>Director: Ahmet Yilmaz<br/><br/>Screenplay: Mehmet Bozdağ, Atilla Engin, A. Kadir İlter, Fatma Nur Güldalı, Ali Ozan Salkım, Aslı Zeynep Peker Bozdağ<br/><br/>#kurulusosmanS5Ep181<br/>#harpalgeo<br/>#GeoTV")
_session-17-deployment-of-machine-learning-models-in-open-ran-networks.webp "Welcome back to our journey through the world of Open RAN and machine learning. In this session, In this session, we'll explore the deployment of machine learning models in Open RAN networks, focusing on practical examples and deployment strategies.<br/><br/>Deployment Example:<br/>Consider a scenario where an Open RAN operator wants to optimize resource allocation by predicting network congestion. They decide to deploy a machine learning model to predict congestion based on historical traffic data and network conditions.<br/><br/>Deployment Steps:<br/><br/>1. Data Collection and Preprocessing:<br/>The operator collects historical traffic data, including throughput, latency, and user traffic patterns.<br/>They preprocess the data to remove outliers and normalize features.<br/><br/>2. Model Development:<br/>Data scientists develop a machine learning model, such as a regression model, to predict congestion based on the collected data.<br/>They use a development environment with libraries like TensorFlow or scikit-learn for model development.<br/><br/>3. Offline Model Training and Validation (Loop 1):<br/>The model is trained on historical data using algorithms like linear regression or decision trees.<br/>Validation is done using a separate dataset to ensure the model's accuracy.<br/><br/>4. Online Model Deployment and Monitoring (Loop 2):<br/>Once validated, the model is deployed in the network's edge servers or cloud infrastructure.<br/>Real-time network data, such as current traffic conditions, is fed into the model for predictions.<br/>Model performance is monitored using metrics like prediction accuracy and latency.<br/><br/>5. Closed-Loop Automation (Loop 3):<br/>The model's predictions are used by the network's orchestration and automation tools to dynamically allocate resources.<br/>For example, if congestion is predicted in a certain area, the network can allocate additional resources or reroute traffic to avoid congestion.<br/><br/>Subscribe to \")
_92.webp "A widow held a \")
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