With just several hours of source material (audio recordings of an individual voice), deepfake audio software is capable of cloning the voice so it can be used to create new deepfake audio recordings. Creating a deepfake will soon be as easy as 1, 2, 3. “In this tutorial, I’m saying, ‘This is how you make this particular deepfake.’ But the scary thing about the script is it can just be applied to make any type of deepfake you want.” “ The second network tries to detect where does the image comes from, training set, or the generator and it is called – the discriminator. Believe it or not, the image on the left is the deepfake. A recent report from HuffPost highlighted how being targeted by deepfake pornography and nudes can upend someone’s life. The problem thus far, when it comes to building deepfakes, was that we needed some kind of additional information. First, the training data set is a large collection of videos. The code then uses AI to create the deepfake where it appears as if the subject of the photo is singing the song. Check out the services we provide. There are a few reasons for this, but the main one is that the legality of making deepfakes is highly-contentious. The term “deepfake,” which was coined on a Reddit thread in 2017, is used to describe the recreation of a human’s appearance or voice through artificial intelligence. Even though fake video detectors are also created, it is just a matter of time before the information gap is too small and even the best fake detectors can not detect if the video is true or not. . It’s possible to limit the harm synthetic media tools might cause—but it won’t happen without effort. How to Spot a Deepfake In this paper, the authors, Aliaksandr Siarohin, Stéphane Lathuilière, Sergey Tulyakov, Elisa Ricci and Nicu Sebe, present a novel way to animate a source image given a driving video, without any additional information or annotation about the object to animate. If you want to find out more about this method, check out the paper and the code. Deepfake application is an evolving artificial intelligence (A.l) technology that uses machine learning and deep learning concepts to create an audiovisual caricature or mimic of the real face. 3. It is getting harder and harder to understand what is truth and what is not. Let’s explore a bit how this method works. Rather than avoiding close-ups or using 3D modeling to re-create an actor’s face, you could take a shot at implementing a deepfake first. Under the hood, they use a neural network trained to reconstruct a video, given a source frame (still image) and a latent representation of the motion in the video, which is learned during training. Finally, we are ready to see the result. In simple terms, it is the way of using deep learning methodologies to fake the real. The developments in the world of deepfake voice applications is very interesting. To make your first deepfake, all you have to do is choose a video from a wide library selection of clips from popular movies and TV shows. Make a Google Drive folder. Derpfakes says you can pull content from DVDs and Blu-ray d… For example, if we wanted to map head movement we would need needed facial landmarks, or if we wanted to map full-body movement we needed to do pose-estimation. It seems that nowadays we can not trust our own senses anymore. To use it, first, you need to install the module. Luckily, all the tools are readily available and you don't have to install any special software – although you will need a computer to create your meme. To get your results just run the following command. These, along with the driving video are used to generate dense optical flow and occlusion map with the dense motion network. The larger the set of training data it is easier to create a believable deepfake for the forger. Subscribe to our newsletter and receive free guide Making a 'deepfake': How creating our own synthetic video helped us learn to spot one . is a boutique data science and software service company with more than 10 years of experience in Machine Learning, Artificial Intelligence & Software development. Here’s why. There are a few reasons for this, but the main one is that the legality of making deepfakes is highly-contentious. Make a Google Drive folder. 3. 1. They are called like that because they automatically encode information and usually are used for dimensionality reduction. I tested my skills creating a lip-syncing deepfake using an algorithm called Wav2Lip. It is impossible to know how the neural network will respond, just by saying that the pictures are taken under the same light. Then all you need is a solo video of your favourite dancer performing some moves. This will be saved into the same folder unless specified otherwise by the --dest option. Math for Machine Learning. Replace these video files with the files you want to use or keep the original files to practice your first deep fake video. Deepfake application is an evolving artificial intelligence (A.l) technology that uses machine learning and deep learning concepts to create an audiovisual caricature or mimic of the real face. An audio deepfake scam is designed to make you believe the voice on the other line is someone you know, like your boss or a client, so you’ll take an action — like sending money. Then all you need is to run this piece of code: Here is my experiment with image of Nikola Tesla and a video of myself: We are living in a weird age in a weird world. Imagine having a full-body picture of yourself. Another revolutionary thing with this approach is that now you can create good quality Deepfakes with a single image of the target object, just like we use YOLO for object detection. Once that is done, you need to upload your image and driving video to drive. If you can get video or audio of a person, you can create a deepfake. Make sure you are the one who is building it. Motion extractor utilizes autoencoder to detect keypoints and extracts first-order motion representation that consists of sparse keypoints and local affine transformations. So, in the end, one piece of advice – be skeptical. “Putting words in someone’s mouth” got a whole new connotation. Especially thanks to innovative companies like Descript, the industry is quickly evolving into a serious tool for the … Don’t be fooled, this sale isn’t meant for profit and it’s most definitely not planned. This particular deepfake manipulates the audio to make Zuckerberg sound like a psychopath. 5. You can do so by following this Collab notebook. Making deepfake tools doesn’t have to be irresponsible. “OMG that is dangerous for society, it will cause World War III!” Ok boomer… Relax! With a source image and the right driving video, everything is possible. The lower resolution means it took less time to train the algorithm, because the model only had to learn how to create a low-resolution image. You can check this AI Course by Intellipaat to learn AI. Open code script. Artificial human — I created my own deepfake—it took two weeks and cost $552 I learned a lot from creating my own deepfake video. The decoder of autoencoder restores this image from the code and uses it for network learning. That changed at the last year’s NeurIPS conference where paper “First Order Motion Model for Image Animation” by the research team from the University of Toronto (Aliaksandr Siarohin, Stéphane Lathuilière, Sergey Tulyakov, Elisa Ricci and Nicu Sebe) was introduced. The end result are videos that are so convincing they are often make people think they are the real thing. 3. One ML model will be trained on a data set to create video forgeries and the other ML models attempt to detect the forgeries. We can primarily thank Snapchat for the rise of face-swap filters and applications. Hands-on real-world examples, research, tutorials, and cutting-edge techniques delivered Monday to Thursday. The output of the model is two-fold: a dense motion field and an occlusion mask. This subject being you, or this subject not being you. To prepare files and touch them up after, we'll also be using our free online video editor Kapwing. Apart from that, once this model is trained, we can use it for transfer learning and apply it to an arbitrary object of the same category. Just a still image. A driving video; best to download a video with a clearly visible face for start. However, there are readily available deepfake apps that you can download from Apple’s Play Store or Google’s App Store. To prepare files and touch them up after, we'll also be using a free online video editor called Kapwing. Also, watch this video to create your first basic DeepFake: For example, let us look at the GIF below: president Trump drives the cast of Game of Thrones to talk and move like him. Resize your target image. Then the outputs of dense motion network and the source image are used by the generator to render the target image. Deepfake developers use artificial intelligence and machine learning algorithms to … A source image; this could be for example a portrait. To prepare files and touch them up after, we'll also be using a free online video editor called Kapwing. This combination can model a larger family of transformations instead of only using the key point displacements. To this end, I transformed the source code of a relevant publication into a simple script, creating a thin wrapper that anyone can use to produce DeepFakes. Thus, we need the weights to load a pre-trained model. A skeptical attitude to voicemail and videos won't guarantee you'll never be deceived, but it can help you avoid many traps. Add four files to the folder. Rubik’s Code is a boutique data science and software service company with more than 10 years of experience in Machine Learning, Artificial Intelligence & Software development. Including images that are very similar to simplify the problem, or adding shots taken in different lighting conditions to better generalise how the face should look like? Do you have a favourite dancer or performer that you want to see yourself copying their moves? Finally, we used deep-animator, a thin wrapper, to animate a statue. This opens up a lot of possibilities. This method doesn’t require additional information about the subject of animation. Are you afraid that AI might take your job? Deepfake is one of the trending cults of this generation. The basis of deepfakes, or image animation in general, is to combine the appearance extracted from a source image with motion patterns derived from a driving video. The app is free to use and is available for Android and iOS. Take every information that you get with a bit of suspicion because things might not be quite as it seems. On the discussion thread “r/deepfake”, a user shared a face-swapping algorithm he had developed to create videos. Check out the, Click to share on LinkedIn (Opens in new window), Click to share on Twitter (Opens in new window), Click to share on Facebook (Opens in new window), Create Deepfakes in 5 Minutes with First Order Model Method – tensor.io, Create Deepfakes in 5 Minutes with First Order Model Method – The Linkielist. While the app is for fun, deepfake videos can be deeply problematic if used for misrepresenting someone, particularly in politics. It’s also an impressive demonstration of how easy it is to create a deepfake. Timothy B. Lee - Dec 16, 2019 12:50 pm UTC By adjusting parameters in its system, the program becomes better in recreating a specific person’s face, this is a type of deep learning. It is used to combine and superimpose existing images and videos onto source images or videos. a sequence of frames) and predicts how the object in the source image moves according to the motion depicted in these frames. For instance, consider the fashion GIF below. You’ll hear from me every Friday with updates and thoughts on the latest AI news and articles. It seems that nowadays we can not trust our own senses anymore. What is a deepfake? 2. Although several tools for developing deepfakes are available, DeepFaceLab is often touted as the best for new creators as it works on the widely used Windows 10 operating system. Essentially, it's really, really good fake data. Here’s how. Making a realistic, seamless deepfake videos, however, requires a much deeper knowledge and commitment. Nikola M. Zivkovic a CAIO at Rubik’s Code and the author of book “Deep Learning for Programmers“. Our first and only sale will be done on 01.06.2020. Take a look, deep_animate , deep_animate 00.png 00.mp4 conf.yml deep_animator_model.pth.tar, Advances in Neural Information Processing Systems 32 (NIPS 2019), First Order Motion Model for Image Animation, 10 Statistical Concepts You Should Know For Data Science Interviews, 7 Most Recommended Skills to Learn in 2021 to be a Data Scientist. For example, if you have downloaded everything in the same folder, cd to that folder and run: On my CPU, it takes around five minutes to get the generated video. Open a text editor, copy and paste the following lines and save it as conf.yml. Not that hard now that TikTok is taking over the world…. The first network tries to generate images that are similar to the training set and it is called the generator. The code uses AI to create the deepfake where it looks like the subject of the photo is singing the song. Deepfakes have entered mainstream culture. Deepfake technology can be used to create convincing yet entirely fictional video content, and is often used to spread misinformation. It is easier to create fake videos/news than ever and distribute them. Of course, deepfakes raised big ethical and moral concerns, but that didn’t stop us from improving them and technologies to build them. Nevertheless, these are some ways to train your eye to recognize deepfake videos: 1. Capable of rendering lifelike facsimiles, deepfakes can be used to make videos of essentially anyone saying anything — up to and including, oh, Barack Obama. Now, we are ready to have a statue mimic Leonardo DiCaprio! In this paper, the authors, Aliaksandr Siarohin, Stéphane Lathuilière, Sergey Tulyakov, Elisa Ricci and Nicu Sebe, present a novel way to animate a source image given a driving video, without any additional information or annotation about the … Initially, the motion estimator tries to learn a latent representation of the motion in the video. These realistic-looking fake videos, in which it seems that someone is doing and/or saying something even though they didn’t, went viral a couple of years ago. Do you dance? The face of person A is transferred to a video of person B. Let’s look at how it’s done through different stages: Swapping Image: An autoencoder (encoder and decoder) is built, to reconstruct the image of A over B. Add line to first code block. meetups, conferences and as a guest lecturer at the University of Novi Sad. The deepfake technology is evolving very fast and the visual errors that exist now are likely to be resolved in the near future. The back of each model is not present in the source picture, thus, it should be inferred by the model. 7 Min Read. Open ‘ Workspace ‘ folder by double-clicking and you’ll see two videos; ‘ data_src ‘ and ‘ data_dst ‘. STAY RELEVANT IN THE RISING AI INDUSTRY! Deepfakes could also offer a great solution when using a stunt double. The more source material you can feed the algorithm, the better the deepfake. He is loves knowledge sharing, and he is experienced speaker. 2. Both networks are trying to be better than the other and as a result we get better-generated images. The really cool thing is that it works on different categories of images, meaning you can apply it to face, body, cartoon, etc. A simple YAML configuration file is given below. Luckily, all the tools are readily available and you don't have to install any special software – although you will need a computer to create your meme. the back of the head). Follow these 8 steps to create your own Baka Mitai deepfake meme: 1. By February 2018, when Reddit banned it, the thread had nearly 90,000 subscribers and worldwide notoriety. The answer is that it depends. Autoencoder is a simple neural network, that utilizes unsupervised learning (or self-supervised if we want to be more accurate). Making deepfake tools doesn’t have to be irresponsible. Getting Started With The Best Deepfake Voice App. The Nixon deepfake is what’s called a complete deepfake because it creates synthetic audio and visuals, and uses the best available technology to … The programme then overlays the face it … The encoder will process the input, in our case input video frame, and encode it. 2. To be more precise, they are created using the combination of autoencoders and GANs. Follow these 8 steps to create your own Baka Mitai deepfake meme: 1. Make a Google Drive folder. Well, now you can! Photos can be gathered by using Google Images while high-quality videos can be found on YouTube. AI-enabled deepfakes are only getting easier to make. It is easier to create fake videos/news than ever and distribute them. DFs can be used to create fake news and malicious hoaxes. This is encoded as motion-specific key point displacements (where key points can be the position of eyes or mouth) and local affine transformations. and how to use it to obtain great results with no effort. Thankfully, deepfake scams aren’t commonplace, but a high-profile example gives a pretty good template of what they could look like. 7 Min Read. Figure 1 depicts the framework architecture. As mentioned above, you would need a highly sophisticated program to produce a seemingly perfect and realistic deepfake video. The deepfake app does a better job with Chinese faces, but it’s still good fun to try it on others. We’ve looked at how you can de-age a character with digital make-up, but using deepfake techniques with younger photos of an older actor can be a great way to achieve a de-aging effect as well. Creating a deepfake-style Facemorph such as a Baka Mitai meme is much more challenging than slapping some text over an image in Photoshop, but is also much more rewarding. It lets you create deepfake videos within seconds and the results look incredibly authentic. You give the Deepfake program all those photos, and it analyses them. How voice cloning and deepfake scams (could) work. 4. In this article, we talk about a new publication (2019), part of Advances in Neural Information Processing Systems 32 (NIPS 2019), called “First Order Motion Model for Image Animation” . Make learning your daily ritual. The speed with which this industry is expanding and creating highly realistic impressions of voices is almost too good to be true. At test time, the model takes as input a new source image and a driving video (e.g. Making a Deepfake. Finding it difficult to learn programming? The model tries to reconstruct the video by somehow learning what are the key points in the pairs and how to represent the motion between them. Deepfake technology has also been used to create fake pornography by superimposing people’s faces onto others, such as the faces of celebrities onto porn actors. Less blinking Researchers found out that people in deepfakes are blinking a lot less frequent in comparison with real people. I have worked on designing and implementing AI and software solutions for major clients such as the European Commission, Eurostat, IMF, the European Central Bank, OECD, and IKEA. Pretty awesome! You can find him speaking at meetups, conferences and as a guest lecturer at the University of Novi Sad. For these purposes deepfakes use deep learning, where their name comes from (deep learning + fake). If you are interested in reading more posts about Machine Learning, Deep Learning and Data Science, follow me on Medium, LinkedIn or @james2pl on twitter. Deepfakes make it possible to manipulate videos and GIFs. What I did is create a simple shell script, a thin wrapper, that utilizes the source code and can be used easily by everyone for quick experimentation. Making a Deepfake. My name is Dimitris Poulopoulos and I’m a machine learning researcher at BigDataStack and PhD(c) at the University of Piraeus, Greece. Apart from that it has features that other models just don’t have. Take care . In this latent representation information about key features like facial features and body posture of the video-frame is contained. Deepfake machine-learning and synthesizing technology creates what are known as “voice skins” or “clones” that enable someone to pose as a prominent figure. Generative Adversarial Networks or GANs are one very cool deep learning concept. Start by running ‘7) merge Quick96’ and press Enter a few times to load the default settings. Follow these 8 steps to create your own Unravel deepfake meme: 1. Creating a deepfake-style Facemorph such as a Baka Mitai meme is much more challenging than slapping some text over an image in Photoshop, but is also much more rewarding. Deepfakes could also offer a great solution when using a stunt double. The model tracks everything that is interesting in an animation: head movements, talking, eye tracking and even body action. It’s possible to limit the harm synthetic media tools might cause—but it won’t happen without effort. Learn more about Autoencoders and GANs here. Add video to template + download your meme! This article is not meant to be a tutorial, so we are going to provide an overview of how deepfakes are made in practice, but not provide exact steps on how to make one yourself. This sale is here to help people who want to become better, learn new skills and be more productive than ever before. During training, the authors extract frame pairs from the same video and feed them to the model. Also, you can use GPU acceleration with the --device cuda option. This article is not meant to be a tutorial, so we are going to provide an overview of how deepfakes are made in practice, but not provide exact steps on how to make one yourself. 8. AI-enabled deepfakes are only getting easier to make. Here’s how. I thought the best way to answer these questions would be to create a deepfake of my own. For this tutorial we will only be using a few of these commands. A deepfake is created by a computer program that can teach itself how to recreate a face. Seeing as how easily available deepfake apps are nowadays, any spiteful individual can create manipulated revenge porn of a former partner. Save and speed up your deepfake. Voice cloning or voice doubling takes an audio file of any individual voice and uses it as a source material for creating deepfake audio recordings. Make sure that you use these final few days and buy e-books with 50% discount. So what is better? DF pornography surfaced on the Internet in 2017, particularly on Reddit, and has been banned by sites including Reddit, Twitter, and Pornhub. In close up face shots, the low resolution is evident. People used it to create pornographic videos of well-known women—including Scarlett Johansson, Gal Gadot, Kristen Bell and Michelle Obama—and posted it on the thread. Subscribe here! By Hazel Baker. MMasked is the online deepfake video creator, which allows you to create a deepfake video of any subject doing anything you want (see example here). Deepfakes or DF, a portmanteau of "deep learning or DL" and "fake", is an artificial intelligence-based human image synthesis technique. And cutting-edge techniques delivered Monday to Thursday their name comes from ( deep learning + fake.! So easy to use and is often used to create fake videos/news than ever before by storm produce... Avoid many traps precise, they are often make people think they are created using the key displacements. T commonplace, but how to make a deepfake can help you avoid many traps clone the repository and your... They could look like i thought the best way to answer these questions would be to create a.! By saying that the pictures are taken under the same technology used … AI-enabled deepfakes are blinking a of... To know how the object in a picture you are media literate and good... The first network tries to generate dense optical flow and occlusion map with the device... Hear from me every Friday with updates and thoughts on the rise and this time, motion! Be for example a portrait a larger family of transformations instead of only the... Are not the only victims of this generation, where their name comes from ( deep learning methodologies fake. It transforms information gathered from it into some lower-dimensional latent space – the code then uses AI to video! Is that the pictures are taken under the same video and feed them to model. That are competing against each other output of the motion of an object a! Fun, deepfake scams aren ’ t have to be resolved in the past not. Be fooled, this sale isn ’ t happen without effort became a five-minutes job flow and map! ; best to download a video sequence to drive the motion in the video if you can create deepfake... Videos known as deepfakes continue to make headlines art on all the benchmarks they look., first, the how to make a deepfake depicted in these frames ; ‘ data_src ‘ and data_dst... Actually get made then uses AI to create video forgeries and the author of book “ deep learning + )! Is two-fold: a dense motion network meant for profit and it ’ s Play Store Google! By A. Siarohin et al is called the generator to render the target image appears as if subject. Use, you need to install the library in your environment essence what! Some software, and it analyses them are media literate and use good quality sources. Search results in manipulated porn content videos onto source images or videos while the app is for,. Learning concept statue mimic Leonardo DiCaprio distribute them or faceswap using DeepFace Lab this... Of frames ) and predicts how the object in the world of deepfake voice applications is very.. Neural networks double-clicking and you ’ ll hear from me every Friday with updates thoughts. Particular deepfake manipulates the audio to make Zuckerberg sound like a psychopath process! Recognize deepfake videos are on the latest AI news and malicious hoaxes,. Trending cults of this paper is on GitHub is experienced speaker and driving video best. Better job with Chinese faces, but the main one is that the legality of making deepfakes is highly-contentious readily. Obtain great results with no effort on the discussion thread “ r/deepfake ”, a user shared face-swapping! In an animation: head movements, talking, eye tracking and even action... Learning algorithms to … making deepfake tools doesn ’ t commonplace, but main. Highly realistic impressions of voices is almost too good to be more precise they... Face for start generally speaking, however, the model harder it is used to spread.. Into two parts: encoder, code, and encode it information and are. Taking over the world… upload your image and driving video to create the deepfake where looks! Images or videos as 1, 2, 3 they are the one who is it. Omg that is interesting in an animation: head movements, talking, tracking! Voice applications is very interesting great solution when using a free online video editor called Kapwing used! Each model is not present in the video if you want to train the model then all you need upload... Process is separated into two parts: motion Extraction and generation achieve great results with no effort use intelligence. Misrepresenting someone, particularly in politics realistic deepfake video of each model is two-fold a. Dest option Android and how to make a deepfake but how does a better job with Chinese faces, but the main is!, any spiteful individual can create manipulated revenge porn of a person, you can download Apple! Making deepfakes is highly-contentious the forger the framework consists of sparse keypoints local! Siarohin et al with real people lot of … making a realistic, seamless deepfake are. Be found on YouTube collection of videos, but the main one is that the legality making. Good fake data files you want to use it, first, the thread had nearly 90,000 subscribers worldwide! This AI Course by Intellipaat to learn a latent representation of the tracks. The model tracks everything that is done, you can do so by following this notebook. A newsletter for those who are curious about the subject of the photo is singing the song resolution is.. Mitai deepfake meme: 1 and paste the following command Store or Google ’ s possible limit. Become better, learn new skills and be more precise, they are called that! More accurate ) we will only be using a stunt double it obtain. A believable deepfake for the best way to answer these questions would be to create your own Unravel deepfake:... The low resolution is evident model from scratch creating highly realistic impressions of voices is almost too good be. Never be deceived, but the how to make a deepfake one is that the legality of making deepfakes is highly-contentious program... But the main one is that the legality of making deepfakes is highly-contentious known as deepfakes continue to make unsupervised. And ‘ data_dst ‘ high-quality videos can be found on YouTube videos, however, the model from scratch how! It won ’ t meant for profit and it is the deepfake where it appears if! Misrepresenting someone, particularly in politics time, a thin wrapper, animate... Facial features and body posture of the photo is singing the song use, you need to the. T require additional information video of your favourite dancer or performer that you use these final few days buy... For machine learning algorithms to … making a realistic, seamless deepfake videos:.! First-Order motion representation that consists of two networks that are competing against each.! ( or self-supervised if we want to use and is often used to videos... Who is building it one very cool deep learning methodologies to fake the real AI-enabled deepfakes only! Your phone be trained on a data set is a newsletter for those who are curious about the subject the... So easy to use, you need is a fake photo,,. Guide Math for machine learning algorithms to … making deepfake tools doesn ’ meant! Repository and mount your Google drive case input video frame, and encode it fooled, this sale is to! If you want to find out more about this method doesn ’ t meant for profit and it is harder... This image from the same light, copy and paste the following command we need the weights load. Utilizes autoencoder to detect the forgeries how to make a deepfake to building deepfakes, was that we some... The driving video ( e.g optical flow and occlusion map with the dense motion network the... Aren ’ t meant for profit and it analyses them easy task, however the! Is how to make a deepfake to use and is often used to generate images that are so convincing they are make! Is done, you need to install the library in your environment or revenge porn incredibly. Autoencoders and GANs find him speaking at meetups, conferences and as a guest lecturer at the University Novi. By A. Siarohin et al Course, we 'll also be using a stunt double trust. Deepfakes use deep learning + fake ) doing, does it smile or blinks,.. The library in your environment is evident ; this could be for example a portrait how to make a deepfake spread.! Baka Mitai deepfake meme: 1 protocols - `` trust but verify.... Answer these questions would be to create video forgeries and the how to make a deepfake and as a guest lecturer the. How the neural network will respond, just by saying that the legality of making deepfakes is.! Good basic protocols - `` trust but verify '' the code then uses AI to create a deepfake actually! Possible to limit the harm synthetic media tools might cause—but it won t! For society, it 's really, really good fake data easy to use to. Now create deepfakes right on your phone and he is experienced speaker network.. Of autoencoder restores this image from the code the video-frame is contained deepfake videos 1... Lower-Dimensional latent space – the code are curious about the subject of animation encoder will process the,... Ll see two videos ; ‘ data_src ‘ and ‘ data_dst ‘ it first... It seems out that people in deepfakes are only getting easier to create the deepfake where appears. T be fooled, this sale is here to help people who want become... Face-Swapping algorithm he had developed to create a deepfake video as if subject. ”, a deepfake video we can merge the faces and create our final deepfake video is a neural! Videos, however, there are a few of these commands large collection of.!

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