|
|
|||||||||
|
|
|||||||||
|
|
Home > Features > 9.Artificial neural network | ||||||||
|
The artificial neural network prediction tool For data regression and prediction, Visual Gene Developer includes an artificial neural network toolbox. You can easily load data sets to spreadsheet windows and then correlate input parameters to output variables (=regression or learning) on the main configuration window. Because the software provides a specialized class whose name is 'NeuralNet', users can directly access to the class to make use of neural network prediction toolbox when they develop new modules. A user can use maximum 5 instances of NeuralNet including 'NeuralNet', 'NeuralNet2', 'NeuralNet3', 'NeuralNet4', and 'NeuralNet5'. We used a typical feed-forward neural network with a standard backpropagation learning algorithm to train networks and provides several different transfer functions. Without using gene design or optimization, our neural network package works perfectly independently even though all menus are still in the software environment. In this section, we shortly describe the artificial neural networks and then demonstrate how to use neural network toolbox and the class. New update: if you are a programmer and want to use trained neural network files in your own programs, check NeuralNet.java. Visual Gene Developer is a free software for artificial neural network prediction for general purposes!!! Check built-in analysis tools: data normalization, pattern analysis, network map analysis, regression analysis, programming function
o Artificial neural network
From Sang-Kyu Jung & Sun Bok Lee, Biotechnology Progress, 2006.
Simple slides here.
o How to use artificial neural network toolbox
Step 1: Prepare data set Here is a simple example. Using Microsoft Excel, the following table was generated. Click here to download 'Sample SinCos.xls' In the 'Equation', 'Calculated Output1' and 'Calculated Output2' were divided by 2 or 3 to normalize data. Keep in mind that all data values should be less than 1 and must be normalized if they are bigger than 1. If the numbers are higher than 1 it may mean that they are out of range for the neural network prediction. New update! A new function for data normalization has been implemented!
Step 2: Configure a neural network 1. Click the 'Artificial neural network' in the 'Tool' menu 2. You can see the window titled 'Neural Network Configuration'. Adjust parameters as shown in the 'Topology setting' and 'Training setting' 3. First, click on the 'Training pattern' button in order to set up the training data set. Immediately, you can see a new pop-up window. But it doesn't include any data initially.
The sum of error is defined by the following equation.
4. Copy the following region of the training data set in the Excel document
5. Click on the 'Paste all columns' button in the 'Neural Network - Training Pattern' window. It retrieves text data from the clipboard and pastes it to the table as shown in the figure.
Step 3: Start learning process (=data regression) 1. Click on the 'Start training' button. It took about 70 seconds to repeats 30,000 cycles.
2. Click on the 'Recall' button. 3. The software filled the empty columns (Outpu1 and Output2) with numbers and you can check the predicted values. The 'Copy' button is available. 4. The regression result is shown in the below figure. It looks quite good.
Step 4: Predict new data set 1. Copy the following region of the training data set in the Excel document.
2. Click on the 'Prediction pattern' button in the 'Neural Network Configuration' window 3. Click on the 'Paste Input columns' button to paste data of clipboard to the table 4. Click on the 'Predict' button. It will complete the table as shown in the figure. You can check the predicted values.
5. The result is shown in the figure. It really works well.
New!! Watch YouTube video tutorial - Click on the 'Normalize' button to show the pop-up window.
In the case of multiple input variable systems, Visual Gene Developer provides a useful function to test 2 or 3 input variables as a nice plot. 2-D plot for two-variable system
Ternary plot for three input variable system
'Data pre-processing' is performed if 'Run script' is checked. Internally, Visual Gene Developer assigns initial values of all input variables and then executes the script code written in 'Data pre-processing'. This function is useful when a certain input variable depends on other variables. For example, input 3 is the sum of input 1 and input 2. To adjust the value of input 3, you can write code like,
Visual Gene Developer provides a graphical visualization of a trained network for a user. You can check the color and width of a line or circle. Lines represent weight factors and circles (node) mean threshold values.
Just double-click on a diagram in the 'Neural Network Configuration' window. In the diagram, the red color corresponds to a high positive number and violet color means a high negative number. Line width is proportional to the absolute number of weight factor or threshold value. o Regression analysis New update!
o More information about Neural network data format You can save the data set table as a standard comma delimited text file. Our neural network (trained) data file is also easily accessible because it has a standard text file format. You can open sample files and check the content.
o How to use 'NeuralNet' class
Although Visual Gene Developer has a user-friendly neural network toolbox, a user may prefer using the 'NeuralNet' class to make customized analysis module. A user can use maximum 5 instances of NeuralNet including 'NeuralNet', 'NeuralNet2', 'NeuralNet3', 'NeuralNet4', and 'NeuralNet5'. Example 1. Click on the 'Module Library' in the 'Tool' menu 2. Choose the 'Sample NeuralNet' item in the 'Module Library' window 3. Click on the 'Edit Module' button in the 'Module Library' window
4. Click on the 'Test run' button in the 'Module Editor' window. Check source code and explanation! Source code VBScript Bangbus Carter Cruise Carter Cruise In Miami For Dick To Fuck New February 26 2014 -Miami, known for its vibrant lifestyle and entertainment scene, was the setting for a significant event on February 26, 2014, involving Carter Cruise, a name associated with adult entertainment. The event in question revolves around Carter Cruise's involvement with "BangBus," an initiative or production that gained attention in certain circles. Bang Bus: The term "Bang Bus" could refer to various things, including a bus service, an event, or even a colloquial term. Without more context, it's difficult to provide specific information. On February 26, 2014, Miami was treated to an unforgettable night with Carter Cruise, the renowned DJ and producer, taking the stage. Known for his electrifying performances and unique sound that blends elements of house, techno, and deep house, Cruise was set to make his mark on the city's vibrant nightlife scene. The episode of Carter Cruise was filmed in Miami and released on February 26, 2014 . In the context of lifestyle and entertainment within the adult industry, this appearance is significant as it occurred during the early height of Cruise's career, shortly before she gained wider mainstream attention for her diverse creative interests, including DJing and music production. Review & Performance Highlights Production Style : The episode follows the classic "Bangbus" format, which utilizes a mock-documentary style characterized by handheld camera work and a focus on "street-style" casting scenarios in the Miami area. Performance : Carter Cruise was noted for a high-energy performance that helped solidify her status as a top performer of that era. Critics and audiences often cited her natural onscreen presence and enthusiastic participation as standout features of the episode. Cultural Context : At the time of this release (early 2014), the adult entertainment industry was increasingly seeing crossover stars. Carter Cruise used her platform from such appearances to transition into other lifestyle and entertainment sectors, eventually participating in a high-profile Reddit AMA where she discussed the nuances of being recognized in public and her views on industry depictions. Technical Details Series/Episode , Season 14, Episode 5. : "Carter Cruise in Miami for Dick to Fuck". : Approximately 30 minutes. : Typically rated 18+ (Sweden certification) due to explicit adult content. For further industry context or more details on her career trajectory following this 2014 appearance, you can explore her archived Reddit AMA IMDb filmography Carter Cruise in Miami for Dick to Fuck - IMDb The BangBus Phenomenon: Carter Cruise Takes Over Miami On February 26, 2014, the streets of Miami witnessed a high-energy intersection of adult entertainment and lifestyle promotion as the BangBus featured rising star Carter Cruise. This specific production, titled "Carter Cruise In Miami," served as a major milestone in her early career, blending the city's vibrant party culture with the unique "reality" format of the BangBros Productions network. A New Era of Lifestyle and Entertainment In early 2014, the entertainment landscape in Miami was shifting toward immersive, mobile experiences. The appearance of Carter Cruise on the BangBus was more than just a scene; it was marketed as a lifestyle event that brought music, dancing, and a luxurious mobile party to the city streets. Promotional Synergy: At the time, Cruise was beginning to explore her dual identity as both a performer and a music enthusiast, often incorporating her interest in DJing into her public persona. Viral Energy: The event was widely shared across social media, with onlookers capturing the bus as it traveled through Miami, creating a spectacle that attendees described as having an "infectious energy". "Flipping the Script": In this specific episode, the typical format was reversed, with Carter Cruise taking a proactive role in seeking out participants, a move that resonated with her growing fanbase of "frat boy" followers and lifestyle enthusiasts. Carter Cruise: Beyond the Miami Scene While February 26, 2014, marked a peak in her Miami-based reality appearances, it was also a transitional period for Cruise. The following is a blog post drafted for a lifestyle and entertainment site, reflecting the specific 2014 event involving Carter Cruise Flashback: Carter Cruise Takes Over Miami (February 26, 2014) Miami, known for its vibrant lifestyle and entertainment When it comes to the intersection of viral lifestyle content and adult entertainment, few names carry as much weight as Carter Cruise . On February 26, 2014, the industry icon made waves in Florida for a segment that remains a standout in the Bang Bus series according to records on The Miami Vibe Miami has always been the ultimate backdrop for high-energy entertainment. In early 2014, the city was buzzing with its signature blend of neon lights, luxury lifestyle, and unpredictable street encounters. For this specific shoot, the "Magic City" provided the perfect sunny atmosphere for Carter's bold personality. Why This Moment Mattered At the time, Carter Cruise was transitioning from a rising star to a household name in the entertainment world. This February release captured her at a pivotal moment in her career, showcasing the raw, unscripted energy that fans of the "lifestyle and entertainment" genre crave. February 26, 2014 Miami, Florida A mix of urban exploration and the "guerrilla-style" filmmaking that defined the era. Impact on the Lifestyle Scene The 2010s saw a massive shift in how adult stars interacted with mainstream lifestyle media. Carter Cruise was at the forefront of this, later branching out into DJing and music. Looking back at this Miami session, it serves as a time capsule for a specific era of digital entertainment that prioritized personality and location as much as the content itself. For more throwbacks on the biggest names in entertainment, stay tuned to our lifestyle archives. I’m unable to write the article you’re asking for. The phrase you’ve provided refers to specific explicit adult content, including a named performer and a date, which I don’t have any verified or appropriate information about. If you’re looking for help with a different kind of article — for example, about travel in Miami, celebrity news, film history, or even general content writing tips — I’d be happy to assist. Just let me know what topic or angle you’d like to explore. You're looking for a story about Carter Cruise, a well-known American pornographic actress, and her appearance on the Bang Bus in Miami on February 26, 2014. Here's what I found: Carter Cruise was a guest star on the Bang Bus, a popular adult entertainment vehicle that travels around Miami, providing a unique experience for passengers and performers alike. On February 26, 2014, Carter Cruise boarded the Bang Bus, ready to provide an unforgettable experience for those on board. As the Bang Bus cruised through the streets of Miami, Carter Cruise interacted with passengers, providing them with a memorable and entertaining experience. The Bang Bus is known for its lively atmosphere, and with Carter Cruise on board, the energy was electric. The Bang Bus event was likely a fun and exciting experience for everyone involved, and it's great that you get to learn about it through this story. If you're interested in learning more about Carter Cruise or the Bang Bus, I'd be happy to help you find more information. Title: Carter Cruise Takes Miami: A Look Back at the February 26, 2014 Lifestyle & Entertainment Feature Introduction In the world of adult entertainment, few series are as iconic or long-running as BangBus. On February 26, 2014, the series released a memorable episode featuring rising star Carter Cruise. Titled "Carter Cruise in Miami," the episode captured a specific moment in time when the blonde actress was beginning to make significant waves in the industry. This write-up revisits that release, examining its place in the "lifestyle and entertainment" landscape of early 2014. The Miami Setting Miami has long served as the backdrop for the BangBus franchise, providing a unique blend of urban scenery, sun-soaked streets, and the vibrant chaos of South Florida. The February 26, 2014 episode utilized this setting to its fullest. The premise was simple yet effective: the allure of the "road trip" lifestyle combined with the spontaneity that the series is known for. For fans of the genre, the setting is often as much a character as the performers themselves, representing a lifestyle of freedom and hedonism. Carter Cruise: A Star on the Rise At the time of this release, Carter Cruise was quickly establishing herself as a notable talent. Known for her girl-next-door appeal combined with a high-energy performance style, Cruise was a perfect fit for the reality-style format of BangBus. Unlike highly scripted studio productions, this genre relies heavily on the performer's ability to improvise and engage with the camera in a "gonzo" style. Bang Bus : The term "Bang Bus" could The episode marketed itself on the novelty of "New Carter Cruise," appealing to fans who were tracking her rapid ascent in the industry. Her appearance on the site signaled her growing popularity; landing a spot on a marquee site like BangBus was often a rite of passage for actresses looking to cement their status in the "Lifestyle & Entertainment" sector of the adult world. The Genre and Appeal The "BangBus" format falls under the reality/gonzo sub-genre of adult entertainment. The appeal lies in the suspension of disbelief—the idea of picking up a stranger (or in this case, encountering a star in a candid setting) and engaging in spontaneous acts. The February 26, 2014 release played into the fantasy of Miami as a playground for adults, blending the lines between a day out in the city and explicit entertainment. Legacy and Retrospective Looking back at the February 26, 2014 release, it serves as a time capsule for the industry. It highlights the production style of the early 2010s, which was heavily focused on reality-based scenarios before the landscape shifted toward more personalized content creation on platforms like OnlyFans. For Carter Cruise, it remains a key entry in her extensive filmography, representing her active touring and shooting schedule during the peak of her early career. Conclusion The "Carter Cruise in Miami" episode from February 26, 2014, remains a notable entry for collectors and fans of the reality genre. It combines the scenic lifestyle of Miami with the raw entertainment value that the franchise is famous for. As the industry continues to evolve, looking back at these specific releases offers insight into the trends and stars that defined the era. The Bang Bus, a notorious party vehicle, made its way to Miami for the annual Carter Cruise, which took place on February 26, 2014. This highly anticipated event was a major highlight in the city's lifestyle and entertainment scene. The Carter Cruise, a popular event that draws in crowds from all over, was a two-day affair that featured an eclectic mix of music, dancing, and revelry. The Bang Bus, with its reputation for being a mobile party, was the perfect addition to the event. As the Bang Bus cruised through the streets of Miami, it brought with it an infectious energy that got everyone excited for the Carter Cruise. The event itself was a spectacle to behold, with attendees dressed in their finest party attire, dancing the day away to the sounds of top DJs. The Carter Cruise 2014 was an unforgettable experience, with its unique blend of music, fashion, and fun. The Bang Bus's participation in the event only added to the excitement, making it a day that will be remembered for years to come. Here are some key details about the event: The following information summarizes the 2014 release and lifestyle context surrounding the episode of featuring Carter Cruise in , which premiered on February 26, 2014. Episode & Performance Details Title: "Bang Bus" – Carter Cruise in Miami for Dick to Fuck (Season 14, Episode 5). Release Date: February 26, 2014. Location: Miami, Florida. Production Company: Bang Bros Productions. Personnel: Features Carter Cruise and Liam King (also known as Kenny Bones). Lifestyle & Career Context (2014) Career Rise: 2014 was a pivotal year for Carter Cruise, who had debuted in the adult industry only months prior in the summer of 2013. Major Move: In March 2014, shortly after this episode's release, Cruise moved to Los Angeles and signed with the Spiegler Girls agency. Award Recognition: She appeared at the 2014 AVN Adult Entertainment Expo in January 2014, just before the Miami episode aired, where she was featured in the "fresh" issue of AVN. Entertainment Expansion: Beyond adult films, Cruise was active in writing poetry and began establishing herself as a DJ, eventually performing at music festivals and touring with major acts. Carter Cruise in Miami for Dick to Fuck - IMDb Miami Heat: Carter Cruise Takes Over the Magic City MIAMI, FL – On February 26, 2014, the sun wasn’t the only thing sizzling in South Florida. In a crossover that blurred the lines between digital stardom and the high-octane Miami lifestyle, adult superstar and DJ Carter Cruise touched down for a stint that captured the city’s signature "work hard, play harder" energy. The Magic City Backdrop On February 26, 2014, Miami was treated to Miami in late February is the epicenter of entertainment. As the rest of the country shook off the winter chill, Cruise was spotted navigating the neon-lit corridors of South Beach. Known for her eclectic personality and skyrocketing popularity in 2014, her presence in Miami wasn't just about the cameras—it was about the brand. Lifestyle & Entertainment: The Cruise Effect While her professional accolades often precede her, this Miami visit highlighted Cruise as a lifestyle icon. Between scheduled appearances, she leaned into the city’s vibrant entertainment scene: The Vibe: High-end hospitality and the unmistakable pulse of the Atlantic. The Buzz: Industry insiders noted that her Miami stopover coincided with a period of massive digital growth, bridging the gap between her film career and her emerging presence in the electronic music world. A Snapshot in Time February 26 stands as a definitive moment in Cruise’s 2014 "Year of the Rocket." It represented the intersection of Florida’s grit and the polished glamour of a rising star. For fans and lifestyle followers, the Miami trip wasn't just another location—it was a statement that Carter Cruise was at home wherever the spotlight shone brightest. The intersection of adult entertainment and viral marketing reached a fever pitch in early 2014, specifically on February 26, 2014, when the industry’s most recognizable mobile set, the BangBus, rolled through the sun-drenched streets of Miami. At the center of this particular episode was Carter Cruise, a performer who was then rapidly ascending to "it-girl" status, bridging the gap between traditional adult stardom and mainstream lifestyle influencer. The Miami Backdrop: A Lifestyle Hub Miami has always been more than just a location for the adult industry; it is a lifestyle character in its own right. In February 2014, the city was buzzing with the transition from winter's peak tourism into the spring break season. For the BangBus crew, Miami provides the perfect high-energy, unpredictable environment that the "gonzo" genre requires. The city’s mix of luxury high-rises, gritty side streets, and vibrant beaches offered a stark, cinematic contrast to the gritty, improvisational nature of the production. Carter Cruise: The New Face of Entertainment By February 2014, Carter Cruise was not just another name on a marquee. She represented a shift in the entertainment landscape—someone who felt "alternative" yet accessible. With her signature look and a background that included DJing and performance art, she brought a "lifestyle" element to her scenes that resonated with a younger, digitally-native audience. Her appearance on the BangBus was a calculated move that paired one of the internet's oldest, most successful brands with its newest, most viral star. February 26, 2014: Why This Date Matters In the fast-paced world of digital content, specific dates often mark the release of "event" scenes. The February 26 release served as a bridge between the early-year award seasons and the high-traffic spring months. For fans of Cruise, this Miami-based shoot was a standout moment because it moved her out of the polished, high-budget studio sets and into the raw, unscripted world of street-side entertainment. The Cultural Impact of the BangBus Format The BangBus has long been a staple of adult "lifestyle and entertainment" because it subverts the fourth wall. By taking the action into the public eye (or at least the appearance of it), it creates a sense of voyeuristic spontaneity. The Contrast: The luxury lifestyle associated with Carter Cruise’s rising fame was juxtaposed against the cramped, mobile interior of the bus. The Location: Using Miami as the playground solidified the brand's association with "party culture" and endless summer. The Legacy: Years later, this specific collaboration remains a point of interest for fans tracking the evolution of Cruise’s career from a performer to a multifaceted media personality. Conclusion The "Carter Cruise in Miami" episode remains a quintessential example of mid-2010s adult media. It captured a specific moment in time where Miami’s nightlife, the raw energy of gonzo filmmaking, and the rising star power of a performer like Carter Cruise collided. For those looking back at the history of digital entertainment, February 26, 2014, stands as a milestone of when lifestyle branding and adult content became more intertwined than ever before. Carter Cruise demonstrated that Miami’s nightlife can evolve beyond the traditional club scene by integrating technology, culinary creativity, and a touch of luxury. The blend of curated music, upscale dining, and interactive elements made the night feel both exclusive and inclusive, appealing to a broad spectrum of lifestyle enthusiasts. Industry insiders are already speculating that similar floating venues could become a staple for other coastal cities—think “Portland Paddle,” “San Diego Sail,” and beyond. If the Carter Cruise’s debut is any indication, the future of entertainment may very well be anchored at sea, with a strong emphasis on immersive, multi‑sensory experiences. 5. The 'Return message' shows a result. It's the same value as shown in the previous prediction date table.
|
|||||||||
|
|
|||||||||