And this is the reason for all this passionate, all this incredible love for the team and maybe this is the reason when I go to the stadium and I do my job, the people wait for me for pictures and signatures and videos.”īut, after years of heartache, the title victory is important for so much more than just on field success it is a victory for southern Italy against its northern rivals, not least because there has long been economic tension between those two parts of the country. In the video, Bellini calls out the Argentine’s first name nine times, with the Napoli faithful roaring back the player’s surname in response.Ī post shared by Daniele Decibel Bellini time, I tell them the club is like a girlfriend, is like a mother, is something special for us. One YouTube video of Bellini calling out the name of former Napoli striker Gonzalo Higuaín has been viewed over six million times. His ‘call and response’ style with the fans leaves viewers with goosebumps, such is the enthusiasm displayed from both parties. In recent years, Bellini has gone viral for his videos announcing Napoli’s goalscorers during games. For example, it’s very difficult for others to understand what we do for our club,” Daniele ‘Decibel’ Bellini, Napoli’s stadium announcer, told CNN Sport. Led by the towering Nigerian Victor Osimhen, the enigmatic Georgian Khvicha Kvaratskhelia and coach Luciano Spalletti, Napoli has romped to the Serie A title, ending 33 years in the wilderness. The joy of those two Scudetto title successes didn’t last that long though: Napoli suffered relegations, financial difficulties, near misses and the coming and going of superstars – all without reclaiming that elusive third title. In doing so, Baroni clinched the club’s second ever Italian league title, cementing its golden era into Napoli folklore – an era spearheaded by the great Diego Maradona. The defender’s powerful header was the decisive goal in a 1-0 victory and those three points assured Napoli’s position atop Serie A, two points ahead of AC Milan who also won that day. One seemingly small event sent a fandom and a city crazy with joy. In Naples, Marco Baroni was leaping into the Italian spring air to head a ball past a diving goalkeeper to put Napoli one goal ahead against Lazio. On April 29, 1990, ‘Nothing Compares 2 U’ by Sinead O’Connor topped the charts in the US, the Detroit Pistons had just begun their road to a second successive NBA title and cranes began pulling down the Berlin Wall at the Brandenburg Gate.
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Thirty variables were identified as criterion for Project Essay Grade (PEG®). The Prox was an approximation or correlation to the Trin, for example, the proportion of “uncommon words” used by a student (Page, 1967). The Trin was not directly measurable by the computer strategies of the 1960’s. The Trin was a variable that measured the intrinsic interest to the human judge, for example, word choice. Page believed that writing could be broken down into what he called a “trin” and a “prox”. The process was time consuming and labor intensive due to the limitations of computers at that time, but the results were impressive. The essays were manually entered into an IBM 7040 computer by clerical staff using keypunch cards. A hypothesis was generated surrounding the variables, also referred to as features, that might influence the teachers’ judgement. At that time, 272 trial essays were written by students grades 8-12 in an “American High School” and each was judged by at least 4 independent teachers. In December of 1964, at the University of Connecticut, Project Essay Grade (PEG®) was born ( Page, 1967). Page, began working on the idea of helping students improve their writing by getting quick feedback on their essays with the help of computers. The idea of Automated Essay Graders (AEG or Robo-graders) has been around since the early 1960’s. Note: More detailed information/report can be found in the Project Report.pdf.\) Overall it was a fun project to work on which lead to immense learning! Our literature review should that by using all the data and tuning the LSTM, we can achieve a cohen kappa score of 0.94. The will used will improve with more data being used for training. We were able to achieve a max cohen kappa score of ~0.79. Our labels can be considered categorical because the scores that a grader can assign is between to 2 to 8 and integer values only. The Cohen's kappa coefficient (κ) is a statistic that is used to measure inter-rater reliability (and also Intra-rater reliability) for qualitative (categorical) items. We used the cohen kappa score to calculate how good our model is. It included expermienting with the number of layers, the number of nodes in each layer, optimizer, The main challenge we faced was to tune the parameters to give the best accuracy for the models. The dataset has a total of 8 sets with a total of 13000 samples but because of limited resources, we did our experiments on only 1 set of essays which contained a total of 1783 samples. Some commands take longer to execute (they did on our PC atleast), because of the complex calculation and traing being done, so please be patient with it. Run each cell and you can observe the output of the commands. The Jupyter notebook has explainations as to what each cell does. The project has a Jupyter Notebook ( automated-essay-grader.ipynb) which is used for the implementation of this project. The installation part of the project is complete. There are certain system requirements for the implentation to work. Download one of the 300d vector and unzip the file in the same folder in which you create your Jupyter Notebook. Go to the link and go to the Download pre-trained word vectors section. This implementation uses the stanford GloVe vector embeddings which need to be downloaded too. For more details of what the data contains, you can visit the Kaggle Page for the competition. The data can be found in the data folder. We are using the data from the kaggle competition. The implementation is done using TensorFlow and Keras. The intent of this project is to develop an intelligent system to automate the essay grading process using standard feedforward neural networks and Long Short Term Memory Models( LSTM). This project is inspired from "The Hewlett Foundation: Automated Essay Scoring" Kaggle competition.įor more details you can visit the site here. Automated Essay Grading with Neural Networks They were trying to insert six genes found in naturally bioluminescent ocean bacteria into an Arabidopsis plant’s genome. “It took many months for the reality of how hard this was going to be to settle in.” “Right after the Kickstarter there was a lot of optimism and excitement,” Evans says. “Replace your lights with these genetically engineered glow-plants” a 2013 Popular Science headline read. To the team’s surprise, the crowdfunding campaign got 8,433 orders and raised almost half a million dollars. For $40 backers would receive glowing plant seeds the very next year. Together they started tinkering with a plant from the mustard family known as Arabidopsis.Įmboldened by their first attempts to design DNA they believed would make a plant glow, they turned to Kickstarter. Small plants that could act as indoor night lights felt like a real first step.Įvans started hanging out at the biohacking space Biocurious just east of NASA Research Park, where he met and pitched the idea to Kyle Taylor, a Stanford biology graduate student. Roads could be lit with glowing trees instead of street lamps. Evans’ thoughts raced ahead, and he imagined replacing electricity with hacked plants. If the technology was already three decades old, surely there was a way to mass-produce and commercialize light-emitting plants. As early as 1986, scientists at the University of California-San Diego had demonstrated a plant that emitted light - a tobacco plant with a firefly gene inserted. Amirav-Drory suggested setting up a Kickstarter to fund a glowing plant. “As soon as you recognize the only truly sustainable technology is biology, it’s obvious that synthetic biology, which is the technology that allows us to harness biology for our own good, is a thing we need to embrace,” Evans says.Īt a Singularity alumni event, he met biochemist and entrepreneur Omri Amirav-Drory, who had founded a synthetic-biology software company called Genome Compiler. He became hooked on the idea of the sun as the foundation of a circular economy, by virtue of the physical matter it allows you to grow. Evans learned aboutthe concept of a circular economy-a society that meets all its needs from sustainable sources. Singularity University preaches the potential of exponential technologies: areas where performance is increasing rapidly alongside steep drops in price. In 2011 he’d moved to Silicon Valley and attended the graduate studies program at Singularity University, a tech think tank at NASA Research Park, about 40 miles southeast of San Francisco. He had no prior biology experience, but plenty of vision. He was stoic but direct with his answers to my questions as he led me down flights of stairs to the basement grow tent.Įvans got the idea for his glowing plant project while searching for a way to cut his teeth in the field of synthetic biology. Every surface was covered with books and scientific equipment. I met Evans at Taxa’s home base, a chaotic mix of office and lab in a coworking space that the company shares with a few other startups. Instead, he ended up killing off the four-year-old dream that he’d shared and nurtured with his thousands of supporters. He’d show the world just how amazing bioengineering could be.Įxcept…he didn’t. Evans had summoned me to his lab to help him tell his redemption story. At last he could start planning for a product launch, and he picked the week of March 27, 2017. By mid-2016, the company had grown patchouli moss that Evans considered ready for consumers. So he changed tack, setting aside the glowing plants and throwing his energies behind scented moss instead. What had seemed scientifically straightforward had turned into a lonely, multi-year slog. Taxa Biotechnologies was running out of money. He could barely get his plants to glow at all. But as 2014, 2015, and 2016 ticked by, Evans faced a different reality. Read More: Best German Movies on Netflix 5. Soon, their romantic interest turns into a passionate sexual affair that takes an unexpected turn when Lu retreats into the wilderness, leaving Georgie behind. Although she lives with Jim and his sons on the West Australian coast, when Georgie meets a loner named Lu, the duo immediately feels a spark between them. The Garrett Hedlund and Kelly Macdonald-starrer center upon Georgie, a young woman who is forced to forget her dreams and live a life that she hates after losing her way. Dirt Music (2019)īased on Tim Winton’s namesake novel, ‘Dirt Music’ is a romantic drama film written by Jack Thorne. Will she sacrifice her life-long dreams to stay with Chris? Or will Sonia follow her heart and pursue her life goals? The raunchy rom-com centers upon these two questions and recounts a hilarious story about love and the unequal expectations of gender. So, when her easy-going boyfriend, Chris, proposes to her for marriage with an ultimatum, it threatens Sonia’s big dreams and forces her to make a tough call. The Sasha Gordon directorial focuses on the life of a neurotic jingle writer named Sonia, who has been a dreamer from a young age and has countless exciting plans for his future. ‘It Had to Be You’ is a romantic comedy film that stars Cristin Milioti, Dan Soder, Halley Feiffer, and Kate Simses. However, he cannot gather the courage to tell her the truth while their summer romance becomes more intense with each week passing week. When the disastrous impact begins to unravel, Conrad is overwhelmed by guilt and begins to do everything possible to make Grace’s life better. The movie centers upon Conrad Stevens, a teenager who pulls a harmless prank on his girlfriend, Grace Turner, unbeknownst to the far-reaching consequences that it will end up having. Kyle Wilamowski’s ‘All Summers End’ is a romantic drama film that features stand-out performances by Tye Sheridan, Kaitlyn Dever, Austin Abrams, and Beau Mirchoff. Read More: Best Classic Movies on Netflix 8. An arrangement that was supposed to bring the protagonist sexual satisfaction only ends up helping her find the love that she has been craving all her life. But when Rebecca meets Paris, she feels a lot differently about their meeting than she has previously imagined. When she confides with her lesbian friends that she never had an orgasm, they suggest hiring a high-priced escort named Paris and allowing herself to live in the moment. It follows Rebecca, a wealthy married middle-aged woman who, despite having a healthy family, feels a strange sense of emptiness. A Perfect Ending (2012)ĭirected, written, and co-produced by Nicole Conn, ‘A Perfect Ending’ is a romantic drama movie that recounts the story of love, infidelity, and unexpected twists. Eventually, they fall for each other and start an intense sexual affair that challenges societal norms. So, when the duo becomes friends, they quickly realize that they have quite a lot in common. Tallie is about the same age as Abigail and is also unhappy with her marriage. Just when it seems that Abigail has lost her passion and drive for life, everything changes with the arrival of a neighbor. The couple lives an isolated life in Schoharie County. The movie revolves around Abigail, a grieving mother who has recently lost her daughter and is struggling to recover from the loss with her husband, Dyer. Starring Katherine Waterston, Vanessa Kirby, Casey Affleck, and Christopher Abbott, ‘The World to Come’ is a romantic drama film inspired by Jim Shepard’s story of the same name. 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It’s been a fascinating project to watch too, as it was released before the explosion of free to play on the App Store, but still managed to do very well for Auxbrain through more than a handful of paid to free promotions, addition of IAP, and more. And now, the much-anticipated zombie survival game, Zombie Highway 2, just come to the Google Play Store this last week. Zombie Highway: Driver’s Ed (Free) hit late last year, and while I enjoyed it, it was a little weird in that it was a “spinoff," and not a sequel. It uses many of the same mechanics as the first Zombie Highway game, and. Most of the improvements between Driver’s Ed and the original felt like technical achievements, which lead to the in-game world feeling substantially more alive than the desolate road of the original. Zombie Highway 2 (Free) now actually feels like a proper sequel, as it’s all the fun of the original, all the technical improvements of the spinoff, and was actually designed from the ground up as a free to play game instead of being stuck in the not-quite-free-to-play limbo the original was. Core gameplay is still the same, in that you’ll be scraping and shooting zombies off the side of your car, unlocking upgrades along the way, and getting deeper and deeper into the game with each subsequent run. The free to play stuff doesn’t feel obnoxious, and instead just amounts to converting real-world dollars into faster progress in game. The graphics of Zombie Highway 2 are just nuts, particularly with the rock-solid sky high framerate on my retina iPad mini. Lighting effects look great, the car models are awesome, and the new zombie discovery mechanic makes coming across new (and sometimes annoying) enemies a lot of fun. 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