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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 \
Session 17: Deployment of Machine Learning Models in Open RAN Networks
⏲ 4:9 👁 75K
Springwatch 2024 episode 7: The thrill is palpable as we unveil the winner of the over-18 Wildlife Hero award. This prestigious accolade, celebrated for its recognition of outstanding contributions to wildlife conservation, is being presented by none other than the esteemed Chris Packham and Michaela Strachan. Their presence adds an extra layer of prestige to the event, held at the renowned RSPB Arne nature reserve in Dorset. As the winner steps forward to receive their award, the anticipation and excitement in the air are almost tangible.
Springwatch 2024 episode 7
⏲ 59:12 👁 635K
L I K E||C O M M E N T||S H A R E ||F O L L O W <br/>_____________________________________<br/><br/>Thanks for All lovely Followers to support <br/>“ IrfanShah Technical193 “ Dailymotion Channel<br/>-----------------------------------<br/><br/><br/>----------------------------------<br/>▶ wifi ka qr code scanner Off<br/>▶all router ka wifi scanner band ho sakta hai <br/>▶ Bohat asani setting hai wifi k QR Code scanner Off karny ki<br/>▶<br/>----------------------------------<br/><br/>Admin: Irfan Shah
Stop WiFi QR Code Scanner Easy Steps | Disable QR Code Scanner on Device | Step by Step 2024
⏲ 14:58 👁 70K
#kurulusosmanS5Ep182 #harpalgeo #GeoTV <br/>Kurulus Osman Season 05 Episode 182 - 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/>#kurulusosmanS5Ep182<br/>#harpalgeo<br/>#GeoTV<br/>#Osman Season 05 Episode 182 Urdu Dubbed
Kurulus Osman Season 05 Episode 182 Urdu Dubbed
⏲ 20:54 👁 6.2M
#kurulusosmanS5Ep183 #harpalgeo #GeoTV <br/>Kurulus Osman Season 05 Episode 183 - 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/>#kurulusosmanS5Ep183<br/>#harpalgeo<br/>#GeoTV
Kurulus Osman Season 05 Episode 183 Urdu Dubbed
⏲ 20:51 👁 665K
<br/>ChatGPT<br/>In this video, we explore the early signs and symptoms of colon cancer. Understanding these warning signals is crucial for early detection and effective treatment. We'll discuss common symptoms such as changes in bowel habits, blood in the stool, abdominal discomfort, and unexplained weight loss. By recognizing these signs early, you can take proactive steps towards seeking medical advice and potentially catching the disease in its initial stages, significantly improving the chances of successful treatment. Stay informed and take charge of your health by learning about the early indicators of colon cancer
Colon Cancer Early Signs and Symptoms
⏲ 5:50 👁 65K
Watch live as two NASA astronauts launch from Boeing’s Starliner spacecraft as one of the final steps on the road to certification. Launch of the ULA (United Launch Alliance) Atlas V rocket and Starliner spacecraft is targeted for 10:52 a.m. EDT Wednesday, June 5 (1452 UTC) from Space Launch Complex-41 at Cape Canaveral Space Force Station in Florida.<br/> <br/>The two NASA astronauts aboard, flight commander Butch Wilmore and pilot Suni Williams, will test the end-to-end capabilities of the Starliner system, including launch, docking, and return to Earth. After a one-week stay docked to the International Space Station, the Starliner and crew will land under parachutes in the western United States.<br/> <br/>The launch attempt on May 6 was scrubbed due to a faulty oxygen relief valve observation on the United Launch Alliance Atlas V rocket Centaur second stage. The launch attempt on June 1 was scrubbed due to an observation of a ground launch sequencer. <br/><br/>Launch coverage on NASA+ (https://plus.nasa.gov) will end shortly after Starliner orbital insertion. NASA Television (https://nasa.gov/nasatv) will provide continuous coverage leading up to docking and through hatch opening and welcome remarks.
NASA’s Boeing Starliner Crew Flight Test Launch – June 5, 2024 (Official NASA Broadcast)
⏲ 4:52:51 👁 405K
#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
Kurulus Osman Season 05 Episode 184 Urdu Dubbed
⏲ 20:56 👁 615K
The BJP-led NDA on Wednesday, June 5, unanimously elected Narendra Modi as its leader, setting stage for his return as Prime Minister for third consecutive term. The INDIA bloc parties, however, said they will wait for an \
NDA Elects Modi As Its Leader, Setting Stage For His Return As PM; INDIA Bloc To Wait For Right Time
⏲ 2:29 👁 105K
US Braces for Potentially , Dangerous Heat Wave.<br/>NBC reports that warnings have been issued in <br/>cities across southern and western states ahead of <br/>a dangerous heat wave expected to start on June 5.<br/>Cooling centers will reportedly be opened, <br/>as temperatures are forecast to rise above <br/>110 degrees Fahrenheit in some areas.<br/>The heat alerts and warnings are estimated <br/>to impact over 29 million people in a region <br/>spanning from central California to southern Texas. .<br/>Due to an area of high pressure, <br/>daytime highs are estimated to rise <br/>10 to 25 degrees above average.<br/>On June 4, the city of San Angelo in central Texas <br/>hit 111 degrees, the highest temperature recorded <br/>there since it reached 112 degrees last summer.<br/>According to the National Weather Service, <br/>California's Central Valley could reach temperatures <br/>\
US Braces for Potentially Dangerous Heat Wave
⏲ 1:30 👁 325K
'वन हैं तो हम हैं'<br/>Anant Ambani's #Vantara is spearheading a wonderful project called the #ImAVantarian campaign, which actively encourages the public to contribute to environmental preservation. Little steps and deliberate acts are what really count and are essential to preserving nature. Our efforts are always where conservation begins!<br/>#anantambani #Vantara #jamnagar #WorldEnvironmentDay #WorldEnvironmentDay2024 #WorldEnvironment #planttrees #environment #environmentalawareness #ambani #Reliance
Anant Ambani's #Vantara is spearheading a wonderful project called the #ImAVantarian campaign
⏲ 0:55 👁 45K
Instances of after dark anti-social behaviour regularly occurring on Tenby’s beaches , has seen Dyfed-Powys Police vow to step-up high visibility patrols in the area to ‘robustly’ tackle concerns.<br/>Members of the public have been asking what steps police authorities are taking to prioritise safety across Pembrokeshire’s popular beaches at night, following reports of anti-social behaviour regularly occurring late into the night on Friday and Saturday evenings especially, down on North and South beaches in Tenby.<br/>Examples of large groups of teenagers gathering early evening and after dark have highlighted concerns relating to underage drinking and drug-taking.<br/>Also, safety concerns have been raised over bonfires being started very close to the grass cliff areas alongside beaches, with one set of teenagers said to be seen ripping out trees specifically to set them alight.<br/>Operation Dawns Glaw - a campaign led by the Fire Service recently reformed to highlight incidents of deliberately set grass fires across Wales.<br/>A spokesperson for Dyfed-Powys Police said: “With the summer season almost upon us, the South Pembrokeshire Neighbourhood Policing Teams will once again be conducting high visibility patrols in the Tenby area, targeting anti-social behaviour and criminality.<br/>‘Tenby will see increased patrols, in addition to the Op Lion patrols, which are put in place for the summer months with the influx of visitors to the area.<br/>“Those responsible will be dealt with robustly to keep our communities safe. The team will be utilising all resources at their disposal including dispersal orders, community protection warnings and notices, striving to tackle problematic persons.<br/>“We will also be working with our partner agencies, the team at Tenby Harbour and the local community to continue to ensure that Tenby is a safe area to visit.<br/>“We want residents and visitors to the area to feel safe and enjoy one of Wales’ top tourist locations, we urge those who witness anti-social behaviour or have concerns to contact us.”<br/>Saundersfoot county councillor Cllr Chris Williams recently questioned whether Council Tax payers were getting enough ‘bang for their buck’ when it comes to seeing ‘bobbys on the beat’ around seaside communities, in light of recent tax demands going towards the police precept. <br/>“The police presence amongst the community doesn’t reflect the income they are receiving from communities such as Saundersfoot,” he remarked.<br/>Concerns at the level of policing in Pembroke were also raised recently by local county councillor and town councillor Jonathan Grimes, who stated: “Anti-social behaviour is on the rise, drug-taking is on the rise, and the police response is woefully inadequate at the moment.<br/>“It’s unusual to see police patrols after 10pm because most of the police patrols are carried out by PCSOs who normally finish at 10pm.”
Police vow to tackle after dark anti-social behaviour on Tenby's beaches
⏲ 0:40 👁 200K
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