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_maserati-folgore-made-in-thunder.jpg "On Monday 15 April in Rimini, in the heart of the Motor Valley, Maserati brings together the press and industry insiders for the long-awaited Folgore Day.The event is taking place on the 110th anniversary of the Modena-based manufacturer: the Trident’s narrative is rich in commercial and racing successes – these have included the creation of some of the most iconic cars in the history of international motoring and many wins in high-level motorsport. Folgore Day officially marks the brand’s entry into the new electric dimension, where the Folgore range is ready to dominate and represent the Brand’s future around the world.<br/><br/>A journey of electrification, innovation, luxury and excellence in the best Italian tradition, on which Maserati has embarked in the last year with the launch of its 100% electric models: GranTurismo Folgore, the Trident’s first all-electric car; Grecale Folgore, the first SUV powered by a full-electric powertrain; and now, GranCabrio Folgore, the elegant and refined open-top version of its award-winning grand tourer sister, to be launched at the event. On top of these, the MC20 Folgore super sports car, set to debut in 2025.<br/><br/>By 2028, the entire Trident range will have been fully electrified, as announced by Maserati in early 2024 when it shared its long-term strategic vision, including a growth plan aimed at sustainable profitability further into the future, with the focus on the constant evolution of the brand and its products. In this scenario, the Trident range continues to be entirely designed, developed, and produced in Italy, with Modena and the historic plant on Viale Ciro Menotti remaining the crux of this challenging new era of mobility.")
⏲ 13:36 👁 1.2M
_skincare-tips-and-makeup-prep-with-model-pritika-swarup-124-my-five-minute-face-124-marie-claire.jpg "Model and skincare entrepreneur, Pritika Swarup is the ultimate multi-hyphenate woman on the go. Embodying her effortlessly cool style and traditional ayurvedic beauty treatments, Pritika teaches us how to capture that clean girl look in just five minutes!")
⏲ 7:58 👁 6.7M
_naked-ambition-uncut-2003.jpg "Naked Ambition Chan Hing-ka \")
⏲ 1:58:30 👁 1.3M
_bangladesh-vs-sri-lanka-match-15-full-highlights-icc-t20-world-cup-2024---ban-vs-sl.jpg "The cricket match between Bangladesh and Sri Lanka is a thrilling encounter featuring two competitive teams from the subcontinent. Known for their aggressive batting and strategic bowling, both teams bring a mix of seasoned players and rising stars to the field. Key players for Bangladesh often include Tamim Iqbal and Shakib Al Hasan, while Sri Lanka relies on the likes of Kusal Perera and Wanindu Hasaranga. The match is marked by explosive batting, sharp spin bowling, and energetic fielding, with passionate fans creating an electrifying atmosphere. The outcome often hinges on key moments in powerplays, middle overs, and the death overs, making every encounter a highly anticipated event.<br/><br/>#CricketFans<br/>#CricketLovers<br/>#StadiumVibes<br/>#SupportYourTeam<br/>#CricketPassion<br/>#BattingPerformance<br/>#BowlingPerformance<br/>#Fielding<br/>#Century<br/>#FiveWicketHaul<br/>#AsiaCup<br/>#ICCCricket<br/>#ODI<br/>#T20<br/>#TestCricket#TeamBangladesh<br/>#Tigers<br/>#RiseOfTheTigers<br/>#TeamSriLanka<br/>#Lions<br/>#LankanLions<br/>#BANvSL<br/>#Cricket<br/>#CricketMatch<br/>#LiveCricket<br/>#InternationalCricket")
⏲ 15:45 👁 130K
_the-new-audi-s3-sportback-exterior-design.jpg "An extensive upgrade for a successful model: The car with which Audi established the premium compact class in 1996, the A3, is sportier, more comfortable, and more digital than ever, thanks to its more progressive design, significantly extended standard equipment, and new materials and offers. Apps that can be used directly in the vehicle display, selectable daytime running light signatures, and the ability to add vehicle functions on demand any time enable a high degree of customization. The A3 allstreet, the distinctive crossover of the A3 family, is new to the market. With its characteristic off-road look, three centimeters of extra ground clearance compared to the A3 Sportback, and a raised seat position, the vehicle offers an SUV like driving experience combined with high functionality.")
⏲ 2:59 👁 880K
_bangladesh-vs-srilanka-icc-t20-world-cup-full-match-highlights.jpg "BANGLADESH VS SRILANKA ICC T20 WORLD CUP FULL MATCH HIGHLIGHTS")
⏲ 9:30 👁 160K
_black-try-on-haul-124-beginner-model-124-4k.jpg "Thank you for watching,<br/><br/>DON'T FORGET TO LIKE, SUBSCRIBE AND SHARE THIS VIDEO!<br/><br/>#breastexpansion #giantess #jav #ewasonnet #sexasmr #japanesenobra #boobexpansion #asmrsex #dildo #nobra<br/><br/> :if you want to delete a video from my youtube, or related to copyright contact me, and I will delete it in 24 hours.<br/><br/> *Copyright Disclaimer under section 107 of the Copyright Act of 1976, allowance is made for “fair use” for purposes such as criticism, comment, news reporting, teaching, scholarship, education and research. Fair use is a use permitted by copyright statute that might otherwise be infringing.<br/><br/>breast expansion<br/>boobs<br/>braless<br/>tits<br/>denise milani<br/>nicolette shea<br/>japanese gravure<br/>ノーブラ<br/>panty try on<br/>busty<br/>japanese hot<br/>グラビア<br/>boobs expansion<br/>no panty<br/>sex japan<br/>christina hendricks<br/>anime breast expansion<br/>big tits<br/>japanese sex<br/>japanese sexy<br/>gravure<br/>huge boobs<br/>japan sex<br/>japanese panty<br/>japanese boobs<br/>girls armwrestling<br/>hot japanese<br/>huge tits<br/>japan gravure<br/>nicoletteshea<br/>breast expansion animation<br/>female armwrestling<br/>arm wrestling<br/>big breast<br/>breast expansion anime<br/>cum shot<br/>hot japan<br/>japan girl<br/>japanese girl<br/>panties<br/>armwrestling<br/>big boob<br/>big boobs<br/>big boobs no bra<br/>boob bounce<br/>bouncing boobs<br/>female wrestling<br/>girl armwrestling<br/>hot braless<br/>japan hot sex<br/>japanese big boobs<br/>japanese busty<br/>no bra no panty<br/>sex hot japan<br/>sexy japan<br/>tits bounce<br/>#breastexpansion <br/>18+<br/>big breasts<br/>boobs cum<br/>bounce boobs<br/>braless hot<br/>braless in public<br/>braless public<br/>breas expansion<br/>breast expasion<br/>breast inflation<br/>busty japanese<br/>cum girl<br/>cum walk<br/>expansion breast<br/>girls arm wrestling<br/>gravure japan<br/>gravure sexy<br/>holly garner<br/>japan sex hot<br/>japan sexy<br/>japanese tits<br/>jav gravure<br/>jav panty<br/>minecraft breast expansion<br/>no bra<br/>no bra japanese<br/>sexy gravure<br/>sexy no panty<br/>try not to cum challenge<br/>18+anime<br/>anime tits<br/>aot reaction<br/>arm wrestling girl<br/>attack on titan reaction<br/>boob expansion<br/>boobs japan<br/>booty<br/>bouncing boobs compilation<br/>bouncy boob<br/>boys wrestling<br/>braless dance<br/>breast<br/>breast expansion animations<br/>breast expantion<br/>cum boobs<br/>fap challenge<br/>girl cum<br/>girl cumming<br/>girl dildo<br/>gravure<br/>hot boobs japan<br/>hot brest<br/>huge tiddies<br/>hugetits<br/>japan hot<br/>japan no bra<br/>japan tits<br/>japanese braless<br/>japanese girl hot<br/>japanese girls<br/>japanese hot movie<br/>japanese movie<br/>japanese sexy girl<br/>japanese thong<br/>no bra public<br/>public braless<br/>sex anime<br/>sex japane<br/>sex japanese<br/>sexy hot japanese<br/>sexy japanese<br/>sexy japanese girl<br/>sexy lingerie<br/>tits japan<br/>try not to cum<br/>try on panty<br/>try panty<br/>vrグラビア<br/>boobs<br/>#boobs<br/>#hotwebseries<br/>#japanesehot<br/>#japansex<br/>#nicoletteshea<br/>#sex japan<br/>#sexjapan<br/>#sexygirl<br/>18+ girl<br/>18+ sex<br/>18+ sex japanese<br/>18+ tits<br/>18+ japanese<br/>18+sex<br/>anime big boobs<br/>anime girl cum<br/>arm wrestling girl boy<br/>arm-wrestling<br/>asmr cum<br/>belly expansion<br/>big anime breasts<br/>big boob compilation<br/>big boob japanese<br/>big boob no bra<br/>big boobs bouncing<br/>big boobs compilation<br/>big bouncing tits<br/>big breast expansion<br/>big busty<br/>big dildo<br/>big tits 18+<br/>big tits bounce<br/>bigbreast<br/>bigo no panty<br/>boobs bounce<br/>bouncing boobs")
⏲ 1:24 👁 90K
_2025-hyundai-tucson-plug-in-hybrid-interior-design.jpg "Hyundai unveiled its thoroughly refreshed 2025 Tucson SUV in a North American reveal at the New York International Auto Show. The updated 2025 Tucson continues to build upon its successful Sensuous Sportiness design identity with a more commanding front and rear appearance, updated lighting signatures, new alloy wheel designs and a significantly redesigned interior. A plethora of new and enhanced driver comfort, convenience and safety technologies have also been added. 2025 Tucson 2.5L models will arrive at U.S. dealerships in June, while 1.6L turbo hybrid and plug-in hybrid models will be available late summer.<br/><br/>The 2025 Tucson presents an evocative, bold appearance with ‘Parametric Dynamics’ design language and kinetic, jewel-like surface detailing that ensures its distinct identity in today’s crowded SUV marketplace. For 2025, revised exterior styling imbues Tucson with a more planted, substantial look thanks to a new grille, redesigned front and rear bumper fascia, and an updated daytime running light signature. New alloy wheels, anodized aluminum badging, and a 75-mm longer rear wiper blade for improved visibility round out these purposeful changes.<br/><br/>The 2025 Tucson’s interior may feature the biggest upgrades of all, thanks to a more open-feeling design and a higher-tech, yet easier-to-use infotainment interface. This cabin glow-up incorporates a redesigned panoramic curved display that integrates an available 12.3-inch digital instrument cluster and an enlarged 12.3-inch infotainment display. A redesigned center stack includes the addition ofsupplementary knobs and switchgear for frequent-use driver controls including audio volume and tuning, along with select HVAC controls for greatly improved ergonomics. The center console, steering wheel and door panel accents have also been redesigned for both fresh appeal and enhanced usability. A new dashboard tray located above the glovebox adds even more storage space for front-seat passengers.")
⏲ 1:39 👁 815K
_bangladesh39s-najmul-hossain-shanto-on-their-win-over-sri-lanka-at-t20-world-cup.jpg "Bangladesh's Najmul Hossain Shanto on their win over Sri Lanka at T20 World Cup. Bangladesh chased down Sri Lanka's total of 124 for 9 with 2 wickets and 6 balls remaining.<br/>Grand Prairie Stadium, Texas, USA")
⏲ 9:4 👁 80K
_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
_girls-as-young-as-three-prioritizing-beauty-and-body-image.jpg "Results found in a California State University psychologist’s lab show girls as young as three choosing fancy outfits and appearance focused occupations like modeling.Veuer's Elizabeth Keatinge has more.")
⏲ 0:31 👁 4.8M
_2024-ford-pro-e-transit-custom-limited-in-aqua-blue-driving-video.jpg "Ford Pro sets a new standard in the multi-activity vehicle segment with the new E-Tourneo Custom, which combines a highly efficient battery electric powertrain 1 and a new platform designed to offer maximum versatility and comfort.<br/><br/>Now available for order in Europe, the E-Tourneo Custom is aimed at both private and corporate customers, offering a spacious interior for up to eight occupants.<br/><br/>The new model introduces a comprehensive set of premium features, such as ultra-flexible rear seats on rails, hands-free power side doors, B&O audio system, panoramic glass roof 2 and an innovative tilt steering wheel.<br/><br/>Comfort levels are enhanced by the refinement and vehicle dynamics offered by its next-generation design. The optimized chassis architecture, with independent rear suspension, offers silent electric propulsion and a new level of comfort and stability.")
⏲ 2:3 👁 760K
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_maserati-folgore-made-in-thunder.webp "On Monday 15 April in Rimini, in the heart of the Motor Valley, Maserati brings together the press and industry insiders for the long-awaited Folgore Day.The event is taking place on the 110th anniversary of the Modena-based manufacturer: the Trident’s narrative is rich in commercial and racing successes – these have included the creation of some of the most iconic cars in the history of international motoring and many wins in high-level motorsport. Folgore Day officially marks the brand’s entry into the new electric dimension, where the Folgore range is ready to dominate and represent the Brand’s future around the world.<br/><br/>A journey of electrification, innovation, luxury and excellence in the best Italian tradition, on which Maserati has embarked in the last year with the launch of its 100% electric models: GranTurismo Folgore, the Trident’s first all-electric car; Grecale Folgore, the first SUV powered by a full-electric powertrain; and now, GranCabrio Folgore, the elegant and refined open-top version of its award-winning grand tourer sister, to be launched at the event. On top of these, the MC20 Folgore super sports car, set to debut in 2025.<br/><br/>By 2028, the entire Trident range will have been fully electrified, as announced by Maserati in early 2024 when it shared its long-term strategic vision, including a growth plan aimed at sustainable profitability further into the future, with the focus on the constant evolution of the brand and its products. In this scenario, the Trident range continues to be entirely designed, developed, and produced in Italy, with Modena and the historic plant on Viale Ciro Menotti remaining the crux of this challenging new era of mobility.")
_skincare-tips-and-makeup-prep-with-model-pritika-swarup-124-my-five-minute-face-124-marie-claire.webp "Model and skincare entrepreneur, Pritika Swarup is the ultimate multi-hyphenate woman on the go. Embodying her effortlessly cool style and traditional ayurvedic beauty treatments, Pritika teaches us how to capture that clean girl look in just five minutes!")
_naked-ambition-uncut-2003.webp "Naked Ambition Chan Hing-ka \")
_bangladesh-vs-sri-lanka-match-15-full-highlights-icc-t20-world-cup-2024---ban-vs-sl.webp "The cricket match between Bangladesh and Sri Lanka is a thrilling encounter featuring two competitive teams from the subcontinent. Known for their aggressive batting and strategic bowling, both teams bring a mix of seasoned players and rising stars to the field. Key players for Bangladesh often include Tamim Iqbal and Shakib Al Hasan, while Sri Lanka relies on the likes of Kusal Perera and Wanindu Hasaranga. The match is marked by explosive batting, sharp spin bowling, and energetic fielding, with passionate fans creating an electrifying atmosphere. The outcome often hinges on key moments in powerplays, middle overs, and the death overs, making every encounter a highly anticipated event.<br/><br/>#CricketFans<br/>#CricketLovers<br/>#StadiumVibes<br/>#SupportYourTeam<br/>#CricketPassion<br/>#BattingPerformance<br/>#BowlingPerformance<br/>#Fielding<br/>#Century<br/>#FiveWicketHaul<br/>#AsiaCup<br/>#ICCCricket<br/>#ODI<br/>#T20<br/>#TestCricket#TeamBangladesh<br/>#Tigers<br/>#RiseOfTheTigers<br/>#TeamSriLanka<br/>#Lions<br/>#LankanLions<br/>#BANvSL<br/>#Cricket<br/>#CricketMatch<br/>#LiveCricket<br/>#InternationalCricket")
_the-new-audi-s3-sportback-exterior-design.webp "An extensive upgrade for a successful model: The car with which Audi established the premium compact class in 1996, the A3, is sportier, more comfortable, and more digital than ever, thanks to its more progressive design, significantly extended standard equipment, and new materials and offers. Apps that can be used directly in the vehicle display, selectable daytime running light signatures, and the ability to add vehicle functions on demand any time enable a high degree of customization. The A3 allstreet, the distinctive crossover of the A3 family, is new to the market. With its characteristic off-road look, three centimeters of extra ground clearance compared to the A3 Sportback, and a raised seat position, the vehicle offers an SUV like driving experience combined with high functionality.")
_bangladesh-vs-srilanka-icc-t20-world-cup-full-match-highlights.webp "BANGLADESH VS SRILANKA ICC T20 WORLD CUP FULL MATCH HIGHLIGHTS")
_black-try-on-haul-124-beginner-model-124-4k.webp "Thank you for watching,<br/><br/>DON'T FORGET TO LIKE, SUBSCRIBE AND SHARE THIS VIDEO!<br/><br/>#breastexpansion #giantess #jav #ewasonnet #sexasmr #japanesenobra #boobexpansion #asmrsex #dildo #nobra<br/><br/> :if you want to delete a video from my youtube, or related to copyright contact me, and I will delete it in 24 hours.<br/><br/> *Copyright Disclaimer under section 107 of the Copyright Act of 1976, allowance is made for “fair use” for purposes such as criticism, comment, news reporting, teaching, scholarship, education and research. Fair use is a use permitted by copyright statute that might otherwise be infringing.<br/><br/>breast expansion<br/>boobs<br/>braless<br/>tits<br/>denise milani<br/>nicolette shea<br/>japanese gravure<br/>ノーブラ<br/>panty try on<br/>busty<br/>japanese hot<br/>グラビア<br/>boobs expansion<br/>no panty<br/>sex japan<br/>christina hendricks<br/>anime breast expansion<br/>big tits<br/>japanese sex<br/>japanese sexy<br/>gravure<br/>huge boobs<br/>japan sex<br/>japanese panty<br/>japanese boobs<br/>girls armwrestling<br/>hot japanese<br/>huge tits<br/>japan gravure<br/>nicoletteshea<br/>breast expansion animation<br/>female armwrestling<br/>arm wrestling<br/>big breast<br/>breast expansion anime<br/>cum shot<br/>hot japan<br/>japan girl<br/>japanese girl<br/>panties<br/>armwrestling<br/>big boob<br/>big boobs<br/>big boobs no bra<br/>boob bounce<br/>bouncing boobs<br/>female wrestling<br/>girl armwrestling<br/>hot braless<br/>japan hot sex<br/>japanese big boobs<br/>japanese busty<br/>no bra no panty<br/>sex hot japan<br/>sexy japan<br/>tits bounce<br/>#breastexpansion <br/>18+<br/>big breasts<br/>boobs cum<br/>bounce boobs<br/>braless hot<br/>braless in public<br/>braless public<br/>breas expansion<br/>breast expasion<br/>breast inflation<br/>busty japanese<br/>cum girl<br/>cum walk<br/>expansion breast<br/>girls arm wrestling<br/>gravure japan<br/>gravure sexy<br/>holly garner<br/>japan sex hot<br/>japan sexy<br/>japanese tits<br/>jav gravure<br/>jav panty<br/>minecraft breast expansion<br/>no bra<br/>no bra japanese<br/>sexy gravure<br/>sexy no panty<br/>try not to cum challenge<br/>18+anime<br/>anime tits<br/>aot reaction<br/>arm wrestling girl<br/>attack on titan reaction<br/>boob expansion<br/>boobs japan<br/>booty<br/>bouncing boobs compilation<br/>bouncy boob<br/>boys wrestling<br/>braless dance<br/>breast<br/>breast expansion animations<br/>breast expantion<br/>cum boobs<br/>fap challenge<br/>girl cum<br/>girl cumming<br/>girl dildo<br/>gravure<br/>hot boobs japan<br/>hot brest<br/>huge tiddies<br/>hugetits<br/>japan hot<br/>japan no bra<br/>japan tits<br/>japanese braless<br/>japanese girl hot<br/>japanese girls<br/>japanese hot movie<br/>japanese movie<br/>japanese sexy girl<br/>japanese thong<br/>no bra public<br/>public braless<br/>sex anime<br/>sex japane<br/>sex japanese<br/>sexy hot japanese<br/>sexy japanese<br/>sexy japanese girl<br/>sexy lingerie<br/>tits japan<br/>try not to cum<br/>try on panty<br/>try panty<br/>vrグラビア<br/>boobs<br/>#boobs<br/>#hotwebseries<br/>#japanesehot<br/>#japansex<br/>#nicoletteshea<br/>#sex japan<br/>#sexjapan<br/>#sexygirl<br/>18+ girl<br/>18+ sex<br/>18+ sex japanese<br/>18+ tits<br/>18+ japanese<br/>18+sex<br/>anime big boobs<br/>anime girl cum<br/>arm wrestling girl boy<br/>arm-wrestling<br/>asmr cum<br/>belly expansion<br/>big anime breasts<br/>big boob compilation<br/>big boob japanese<br/>big boob no bra<br/>big boobs bouncing<br/>big boobs compilation<br/>big bouncing tits<br/>big breast expansion<br/>big busty<br/>big dildo<br/>big tits 18+<br/>big tits bounce<br/>bigbreast<br/>bigo no panty<br/>boobs bounce<br/>bouncing boobs")
_2025-hyundai-tucson-plug-in-hybrid-interior-design.webp "Hyundai unveiled its thoroughly refreshed 2025 Tucson SUV in a North American reveal at the New York International Auto Show. The updated 2025 Tucson continues to build upon its successful Sensuous Sportiness design identity with a more commanding front and rear appearance, updated lighting signatures, new alloy wheel designs and a significantly redesigned interior. A plethora of new and enhanced driver comfort, convenience and safety technologies have also been added. 2025 Tucson 2.5L models will arrive at U.S. dealerships in June, while 1.6L turbo hybrid and plug-in hybrid models will be available late summer.<br/><br/>The 2025 Tucson presents an evocative, bold appearance with ‘Parametric Dynamics’ design language and kinetic, jewel-like surface detailing that ensures its distinct identity in today’s crowded SUV marketplace. For 2025, revised exterior styling imbues Tucson with a more planted, substantial look thanks to a new grille, redesigned front and rear bumper fascia, and an updated daytime running light signature. New alloy wheels, anodized aluminum badging, and a 75-mm longer rear wiper blade for improved visibility round out these purposeful changes.<br/><br/>The 2025 Tucson’s interior may feature the biggest upgrades of all, thanks to a more open-feeling design and a higher-tech, yet easier-to-use infotainment interface. This cabin glow-up incorporates a redesigned panoramic curved display that integrates an available 12.3-inch digital instrument cluster and an enlarged 12.3-inch infotainment display. A redesigned center stack includes the addition ofsupplementary knobs and switchgear for frequent-use driver controls including audio volume and tuning, along with select HVAC controls for greatly improved ergonomics. The center console, steering wheel and door panel accents have also been redesigned for both fresh appeal and enhanced usability. A new dashboard tray located above the glovebox adds even more storage space for front-seat passengers.")
_bangladesh39s-najmul-hossain-shanto-on-their-win-over-sri-lanka-at-t20-world-cup.webp "Bangladesh's Najmul Hossain Shanto on their win over Sri Lanka at T20 World Cup. Bangladesh chased down Sri Lanka's total of 124 for 9 with 2 wickets and 6 balls remaining.<br/>Grand Prairie Stadium, Texas, USA")
_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 \")
_girls-as-young-as-three-prioritizing-beauty-and-body-image.webp "Results found in a California State University psychologist’s lab show girls as young as three choosing fancy outfits and appearance focused occupations like modeling.Veuer's Elizabeth Keatinge has more.")
_2024-ford-pro-e-transit-custom-limited-in-aqua-blue-driving-video.webp "Ford Pro sets a new standard in the multi-activity vehicle segment with the new E-Tourneo Custom, which combines a highly efficient battery electric powertrain 1 and a new platform designed to offer maximum versatility and comfort.<br/><br/>Now available for order in Europe, the E-Tourneo Custom is aimed at both private and corporate customers, offering a spacious interior for up to eight occupants.<br/><br/>The new model introduces a comprehensive set of premium features, such as ultra-flexible rear seats on rails, hands-free power side doors, B&O audio system, panoramic glass roof 2 and an innovative tilt steering wheel.<br/><br/>Comfort levels are enhanced by the refinement and vehicle dynamics offered by its next-generation design. The optimized chassis architecture, with independent rear suspension, offers silent electric propulsion and a new level of comfort and stability.")
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