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Volumetric Capture is Hard There is no magic solution. Anyone interested in spatial R&D can get access to some awesome datasets online to test with, which can be especially interesting when processed with 3DGS and played back as 4DGS. However you need a ton of compute power. (multiple 3080,...

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Infinite-Realities

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129,521 Aufrufe • vor 2 Jahren •via X (Twitter)

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Profilbild von 3D Scanstore
3D Scanstorevor 2 Jahren

It's surprising how many people would have you believe that cameras can see around corners :) "We reconstructed this entire cathedral from just one image” There’s a lot of selective camera angles and exaggerated claims circulating currently. The work you're doing is setting the bar. I wouldn’t concern yourself with the misleading information out there; ultimately, the quality of your work and the actual complexity of 360 degree 4D video will become apparent quite quickly once clients start asking for it.

Profilbild von Infinite-Realities
Infinite-Realitiesvor 2 Jahren

Thanks that's most appreciated. The missinformation does tend to muddy the waters though, which makes it a little harder to navigate becuase of false expectations.

Profilbild von SMOUSE 🔸
SMOUSE 🔸vor 2 Jahren

The distortion could make a really cool movie effect about looking through time, kinda like interstellar

Profilbild von Alvinoo
Alvinoovor 2 Jahren

Something like a 4DGS in Soccer or UFC should be amazing. Preinstalled cameras recording from different angles, pit dimensions set and don’t require rendering. Only 22 players + ref. Could work?

Profilbild von Infinite-Realities
Infinite-Realitiesvor 2 Jahren

It's been done for Football by Canon and other companies in the past. Also it's worth a google for the Intel stage (which shuttered). The results are OK. UFC would be cool for sure. You would still need a ton of cameras. 150-200+ it's a multi-million £ project.

Profilbild von Mitya Shabat
Mitya Shabatvor 2 Jahren

Yeah, very hard not to overfit to the provided camera set, even if there's a lot Lots of ideas in research on how to regularize these 3D representations to work with sparse input, but these are mostly heuristics and hard to configure properly. This is hard. I love it

Profilbild von Zvezdan Nedeljkovic
Zvezdan Nedeljkovicvor 2 Jahren

It would be useful to separate the subject somehow from the rest of the scene and if nothing changes in the background keep the background the same until something changes. With reflective surfaces it would be much harder of course.

Profilbild von Infinite-Realities
Infinite-Realitiesvor 2 Jahren

That's the research we are currently doing. We were just demonstrating real-world capture results. Capturing in situ is hard.

Profilbild von ⚡LaserEyeMaxi⚡
⚡LaserEyeMaxi⚡vor 2 Jahren

Post it on

Profilbild von Tim Reha
Tim Rehavor 2 Jahren

Streaming holodeck

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We're proud to showcase some recent real-time work with 3D / 4D Gaussian splatting. In January of 2024 we acquired a full 3DGS commercial license with Inria to allow us to offer 4DGS services to clients around the world. We've spent the last 10 months developing our custom 4DGS software pipeline, utilizing our own Nvidia GPU cluster to batch process 100,000's of 4DGS frames rapidly, combined with our state-of-the-art custom built volumetric capture system(s). We can capture anything from complex character interactions for visual effects shots, or dynamic fast fighting scenes, sports, acting, even capturing and storing memories of family and friends for the future! The possibilities are endless. Our focus is always on high-quality and high-fidelity. We don't cut corners and we're continually striving to learn and improve. The below video showcases some 6-dof spatial captures we took of Henry Pearce's family. These scenes are played back in real-time @ 30fps inside a 3rd party engine running in a 120fps virtual environment. This is a culmination of years of hard work and dedication and we are keen to commercialize this technology with you. Please do reach out if you're interested in our capture systems or our 3D/4DGS processing services. HQ YouTube Link: HQ Vimeo Link: #spatialcapture #vr #virtualmemories #inria #3dgs #4dgs #aeonx #ir #ximea Music "Vision" by megiddo music Special thanks to Aras Pranckevičius 🇺🇦🇱🇹
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We're proud to showcase some recent real-time work with 3D / 4D Gaussian splatting. In January of 2024 we acquired a full 3DGS commercial license with Inria to allow us to offer 4DGS services to clients around the world. We've spent the last 10 months developing our custom 4DGS software pipeline, utilizing our own Nvidia GPU cluster to batch process 100,000's of 4DGS frames rapidly, combined with our state-of-the-art custom built volumetric capture system(s). We can capture anything from complex character interactions for visual effects shots, or dynamic fast fighting scenes, sports, acting, even capturing and storing memories of family and friends for the future! The possibilities are endless. Our focus is always on high-quality and high-fidelity. We don't cut corners and we're continually striving to learn and improve. The below video showcases some 6-dof spatial captures we took of Henry Pearce's family. These scenes are played back in real-time @ 30fps inside a 3rd party engine running in a 120fps virtual environment. This is a culmination of years of hard work and dedication and we are keen to commercialize this technology with you. Please do reach out if you're interested in our capture systems or our 3D/4DGS processing services. HQ YouTube Link: HQ Vimeo Link: #spatialcapture #vr #virtualmemories #inria #3dgs #4dgs #aeonx #ir #ximea Music "Vision" by megiddo music Special thanks to Aras Pranckevičius 🇺🇦🇱🇹

Infinite-Realities

204,127 Aufrufe • vor 2 Jahren

Americans are under surveillance Roughly 40,000-60,000 cameras have been placed throughout 42 states that are tagging your vehicle and entering it into a database to track you “These cameras capture more than your license. They can capture the interior of your vehicle as you drive by these cameras, especially the positioning of the camera and it's legal (Attorney shows a picture of what one of these “Flock Cameras” looks like, when you see it you’ll instantly recognize it. They’re everywhere) “So what happens is this camera captures your tag and when it captures your tag is able to detect where your vehicle has been anywhere in the United States where there are flock cameras. If you're in Georgia and you travel to New York, every time your vehicle tag gets captured by a flock camera, it is entered into a database and they are able to track it.”
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Americans are under surveillance Roughly 40,000-60,000 cameras have been placed throughout 42 states that are tagging your vehicle and entering it into a database to track you “These cameras capture more than your license. They can capture the interior of your vehicle as you drive by these cameras, especially the positioning of the camera and it's legal (Attorney shows a picture of what one of these “Flock Cameras” looks like, when you see it you’ll instantly recognize it. They’re everywhere) “So what happens is this camera captures your tag and when it captures your tag is able to detect where your vehicle has been anywhere in the United States where there are flock cameras. If you're in Georgia and you travel to New York, every time your vehicle tag gets captured by a flock camera, it is entered into a database and they are able to track it.”

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The largest pack in the Greater Voyageurs Ecosystem this past winter: the Blackstone Pack. Nice of them to give the camera a few nibbles on their way by! If you enjoy videos like this, we need your help because almost all of our trail camera work is supported by donors. This footage was literally captured because of donors. We simply need folks who enjoy such content to make a small donation ($10, $25, $50) to our project at the link below to help us cover the costs associated with keeping 350-400 trail cameras going year round. $30 purchases batteries for a camera, $200 purchases a new camera set-up. Think about it: most people regularly pay $10-20 per month for Netflix, Hulu, etc. so those companies can create endless content and make money. All we are asking for is $10-20 a year to help us cover our costs, and keep this work going so we can share it with everyone. Of course, the main point of the cameras is wolf research (and now, a little cougar research on the side) but cool footage of wildlife is a byproduct of having so many cameras out. So help us out and donate here:
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The largest pack in the Greater Voyageurs Ecosystem this past winter: the Blackstone Pack. Nice of them to give the camera a few nibbles on their way by! If you enjoy videos like this, we need your help because almost all of our trail camera work is supported by donors. This footage was literally captured because of donors. We simply need folks who enjoy such content to make a small donation ($10, $25, $50) to our project at the link below to help us cover the costs associated with keeping 350-400 trail cameras going year round. $30 purchases batteries for a camera, $200 purchases a new camera set-up. Think about it: most people regularly pay $10-20 per month for Netflix, Hulu, etc. so those companies can create endless content and make money. All we are asking for is $10-20 a year to help us cover our costs, and keep this work going so we can share it with everyone. Of course, the main point of the cameras is wolf research (and now, a little cougar research on the side) but cool footage of wildlife is a byproduct of having so many cameras out. So help us out and donate here:

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12,472 Aufrufe • vor 4 Monaten

Eagle Sports gun range removes Flock cameras over privacy concerns ----- So the cameras were in place since February. Someone didn't make a viral video about it until now (5 - 6 months later). If you can make the time, go to a Flock camera near you. When you get to the camera, if it's near something "sensitive", like a gun range, or a marijuana dispensary, a bar, anything that the public should know about, make a video and post it. Tag me if you like, and/or some of the other flock pages you follow so we can help bring attention to the video. Maybe we can put pressure on the camera owner like we have with this business and get the camera taken down.
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Eagle Sports gun range removes Flock cameras over privacy concerns ----- So the cameras were in place since February. Someone didn't make a viral video about it until now (5 - 6 months later). If you can make the time, go to a Flock camera near you. When you get to the camera, if it's near something "sensitive", like a gun range, or a marijuana dispensary, a bar, anything that the public should know about, make a video and post it. Tag me if you like, and/or some of the other flock pages you follow so we can help bring attention to the video. Maybe we can put pressure on the camera owner like we have with this business and get the camera taken down.

Orwell Day

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World Labs co-founder Justin Johnson says Atlas can recreate the famous "Bullet Time" shot from The Matrix with iPhones: "The way they did that shot is they had a ring of hundreds of cameras. [Neo] fell over in the studio, they had hundreds of cameras viewing that angle on a green screen, and then they used those hundreds and hundreds of cameras to make that famous shot in The Matrix." "Now with Atlas, we can do this with as few as three cameras. No studio capture, no green screen, no expensive calibration. We can literally stick three iPhones on tripods and use these to take video of something happening." "From those three iPhone videos, we can then reframe the shot and imagine, like, freeze time, have the camera fly in as the milk is splashing up, and get these amazing frozen-time views. We can do this with just a couple cameras." Justin Johnson

a16z

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I think Insta360 opening its first flagship outside Asia in Times Square on September 19 says more than global expansion. What's interesting is how a camera brand builds enough momentum around creators, travel, sports and everyday storytelling to make people want to experience the brand in the physical world. That momentum didn't come from camera specs alone. Insta360 has consistently given creators new ways to capture and share experiences and in the process, built a community and creator culture around the products. More than 10 million cameras shipped is impressive. But to me, the more interesting signal is what has grown around those cameras: a community of people using them to document, create, and share the world in new ways. And that idea is taking another step forward today with the U.S. launch of 3D Spatial Capture. The feature is really impressive. With just a 360 camera, you can record a video of a space and turn it into an explorable 3D scene through the Insta360 app, no professional equipment, complex capture setup, or specialized software required. Once generated, you can share the scene with anyone through a link. But what excites me most isn't just the technology; it's what people can preserve with it. Imagine capturing your childhood home before your family moves away, keeping a favorite exhibition after it closes, or preserving a memorable travel destination as a 3D space you can return to years later. That's also why the Times Square opening feels significant to me. It represents the next stage of Insta360's journey from a camera brand known for imaging innovation and creator culture to a brand that believes everyone can be a creator, and is building the tools and technology to help more people bring their ideas and experiences to life. Insta360 #Insta360

Tansu Yegen

170,605 Aufrufe • vor 10 Tagen

Whistleblower who installs cameras for Walmart says that all the cameras outside the stores are being converted to have license plate reading technology New tracking cameras are also being put into stores with expanded capabilities There is also talks by the whistleblower that the checkout cameras will have artificial intelligence that can better track self checkouts The license plate readers will collect the following data: - The plate characters (the number/letters) - An image of the plate (and usually a wider still of the vehicle) - Date and time - Which store / which camera / which entrance or lot zone The images will be retained for 60 days. They can be kept for longer to comply with law enforcement and investigations Walmart will share this data with law enforcement
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Whistleblower who installs cameras for Walmart says that all the cameras outside the stores are being converted to have license plate reading technology New tracking cameras are also being put into stores with expanded capabilities There is also talks by the whistleblower that the checkout cameras will have artificial intelligence that can better track self checkouts The license plate readers will collect the following data: - The plate characters (the number/letters) - An image of the plate (and usually a wider still of the vehicle) - Date and time - Which store / which camera / which entrance or lot zone The images will be retained for 60 days. They can be kept for longer to comply with law enforcement and investigations Walmart will share this data with law enforcement

Wall Street Apes

47,851 Aufrufe • vor 15 Tagen

Flock cameras are being used to assist in giving speeding tickets “To add another reason to hate Flock cameras, they can now give you a ticket for speeding. I know this because I work at a dealership, and one of our customers is in a loaner. We got a, we got a piece of mail and come to find out it's literally a ticket with a picture of the car from the flock camera” “So yeah, doesn't even have to be the cops — we're just being watched 24/7 and it just is gonna keep on happening — beware” This is only going to keep getting worse So Flock isn’t themselves sending a ticket but law enforcement can use those cameras to identify people and send the ticket This happened before: Georgia State Patrol in 2025 used a Flock camera image to issue a ticket for holding a cell phone while riding a motorcycle It looks like it’s now happening with speeding tickets
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Flock cameras are being used to assist in giving speeding tickets “To add another reason to hate Flock cameras, they can now give you a ticket for speeding. I know this because I work at a dealership, and one of our customers is in a loaner. We got a, we got a piece of mail and come to find out it's literally a ticket with a picture of the car from the flock camera” “So yeah, doesn't even have to be the cops — we're just being watched 24/7 and it just is gonna keep on happening — beware” This is only going to keep getting worse So Flock isn’t themselves sending a ticket but law enforcement can use those cameras to identify people and send the ticket This happened before: Georgia State Patrol in 2025 used a Flock camera image to issue a ticket for holding a cell phone while riding a motorcycle It looks like it’s now happening with speeding tickets

Wall Street Apes

72,164 Aufrufe • vor 1 Monat

These look like magic but the "trick" is shown at the end of the video. You can try these animated splats directly on the web on your #Quest3 or #VisionPro by going to I have experienced various types of motion captures or holograms in #Virtualreality and these do look very promising. You also have to consider that to capture something like this, you still need multiple cameras as you can see from the 2 tripods that pop up in the last capture. Do you think that thanks to #AI it will ever be possible to obtain something similar using only one camera 🤔?
0:33

These look like magic but the "trick" is shown at the end of the video. You can try these animated splats directly on the web on your #Quest3 or #VisionPro by going to I have experienced various types of motion captures or holograms in #Virtualreality and these do look very promising. You also have to consider that to capture something like this, you still need multiple cameras as you can see from the 2 tripods that pop up in the last capture. Do you think that thanks to #AI it will ever be possible to obtain something similar using only one camera 🤔?

Gabriele Romagnoli

12,240 Aufrufe • vor 2 Jahren

Northern Minnesota feels like it is getting a bit wilder. Footage from just a few weeks ago. This does not appear to be the mother of the kittens. Folks tell us all the time how much they enjoy our trail camera videos, and our typical trail camera video is viewed >100,000-200,000 times and liked by 4,000-5,000 people. We simply need folks who enjoy our content to make a small donation ($10, $25, $50) to our project at the link below to help us cover the costs associated with keeping 350-400 trail cameras going year round. Quite literally, if a small percent (2-3%) of folks who enjoy our videos make a small donation to our project at the link in the comments, we reach our fundraising goal and it allows us to keep sharing wild moments like this with everyone for free! Think about it: most people regularly pay $10-20 per month for Netflix, Hulu, etc. so those companies can create endless content and make money. All we are asking for is $10-20 a year to help us cover our costs, and keep this work going so we can share it with everyone. Of course, the main point of the cameras is wolf research (and now, a little cougar research on the side) but cool footage of wildlife is a byproduct of having so many cameras out. So help us out and donate here:
1:14

Northern Minnesota feels like it is getting a bit wilder. Footage from just a few weeks ago. This does not appear to be the mother of the kittens. Folks tell us all the time how much they enjoy our trail camera videos, and our typical trail camera video is viewed >100,000-200,000 times and liked by 4,000-5,000 people. We simply need folks who enjoy our content to make a small donation ($10, $25, $50) to our project at the link below to help us cover the costs associated with keeping 350-400 trail cameras going year round. Quite literally, if a small percent (2-3%) of folks who enjoy our videos make a small donation to our project at the link in the comments, we reach our fundraising goal and it allows us to keep sharing wild moments like this with everyone for free! Think about it: most people regularly pay $10-20 per month for Netflix, Hulu, etc. so those companies can create endless content and make money. All we are asking for is $10-20 a year to help us cover our costs, and keep this work going so we can share it with everyone. Of course, the main point of the cameras is wolf research (and now, a little cougar research on the side) but cool footage of wildlife is a byproduct of having so many cameras out. So help us out and donate here:

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44,303 Aufrufe • vor 4 Monaten

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1:30

A 10-minute walk. That's all it takes to transform a real-world neighborhood into a machine-readable digital twin. Captured with an Insta360 X5 and reconstructed by Over the Reality, this environment is no longer just a place on a map. It's spatial data that can power Visual AI, Robotics localization, VPS, XR experiences, and next-generation world models. Today, the OVER community has already created more than 270,000 machine-readable locations like this, forming one of the world's largest 3D datasets for Physical AI, an increasingly valuable asset as demand for high quality real-world data continues to grow.

Over the Reality 🌐

16,816 Aufrufe • vor 2 Monaten

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1:01

Christopher Nolan convinced IMAX engineers to completely redesign their cameras just so he could film The Odyssey. "I called my friends at IMAX and I said, 'If ever we're going to make a film entirely in IMAX, this is The Odyssey. So, can you find a way to alleviate the limiting factor?'" "The limiting factor being the cameras are extremely loud." "We've never been able to capture dramatic scenes with an IMAX camera." "What they did is they came up with a way of blimping the camera." "Essentially a high-tech box that you put the camera into and it silences it." "It let us, for the first time ever, get the quiet scenes... and therefore be able to do the whole film."

Nichole

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0:40

GS^3: Efficient Relighting with Triple Gaussian Splatting Abstract: We present a spatial and angular Gaussian based representation and a triple splatting process, for real-time, high-quality novel lighting-and-view synthesis from multi-view point-lit input images. To describe complex ap pearance, we employ a Lambertian plus a mixture of angular Gaussians as an effective reflectance function for each spatial Gaussian. To generate self-shadow, we splat all spatial Gaussians towards the light source to obtain shadow values, which are further refined by a small multi-layer perceptron. To compensate for other effects like global illumination, another network is trained to compute and add a per-spatial-Gaussian RGB tuple. The effectiveness of our representation is demonstrated on 30 samples with a wide variation in geometry (from solid to fluffy) and appearance (from translucent to anisotropic), as well as using different forms of input data, including rendered images of synthetic/reconstructed objects, photographs captured with a handheld camera and a flash, or from a professional lightstage. We achieve a training time of 40-70 minutes and a rendering speed of 90 fps on a single commodity GPU. Our results compare favorably with state-of-the-art techniques in terms of quality/performance.

MrNeRF

17,821 Aufrufe • vor 2 Jahren

Awesome footage of a wolf pack erupting in a howl on top of a frozen beaver lodge this past winter! You can hear the howls of the adults and the yipping of the pups, which sound kind of like coyotes. Literally, the only way we keep our 350-400 cameras going year round, capturing footage like this, is via donations. So, if you enjoy our trail camera footage, please donate to our annual fundraiser at the link below—we use these funds to purchase more trail cameras, buy batteries, SD cards, locks, mounts, etc. The trail cameras not only capture cool footage we can share but also provide us with invaluable data to study and understand pup survival, pack dynamics, and many other aspects of wolf ecology. You can support our work here:
0:39

Awesome footage of a wolf pack erupting in a howl on top of a frozen beaver lodge this past winter! You can hear the howls of the adults and the yipping of the pups, which sound kind of like coyotes. Literally, the only way we keep our 350-400 cameras going year round, capturing footage like this, is via donations. So, if you enjoy our trail camera footage, please donate to our annual fundraiser at the link below—we use these funds to purchase more trail cameras, buy batteries, SD cards, locks, mounts, etc. The trail cameras not only capture cool footage we can share but also provide us with invaluable data to study and understand pup survival, pack dynamics, and many other aspects of wolf ecology. You can support our work here:

Voyageurs Wolf Project

42,976 Aufrufe • vor 4 Monaten

I'm sorry to report that Alasdair Whitney of the Institute of Justice has taken a shameful position on Flock cameras, and at a critical moment. He argues that the cameras and network can stay up and collect all the data they collect today, as long as the government agrees that accessing the data requires a warrant. We already know that this government will spy on us in secret and without a warrant when a warrant is required by law. Edward Snowden blew the whistle on the NSA, which was doing just this. This was the one time the government was caught; how many other instances are there of the government illegally spying on us that we don't know about? And they persecute Edward Snowden for telling us this truth to this day. Does that sound like a government that has changed its ways? And we're supposed to trust this government with a warrant requirement? Alasdair Whitney didn't even ask or suggest that we should have some oversight over how the data is stored and collected. It's sitting in a cloud held by a private company that can do whatever it wants with it. There are no protections at all! And we're supposed to let this government, which spies on us in violation of the Constitution, have in place a surveillance network of control and subjugation nearly identical to those used by authoritarian regimes like North Korea and China? Shame on the Institute for Justice for being so weak at a time when we need strong voices the most.
5:45

I'm sorry to report that Alasdair Whitney of the Institute of Justice has taken a shameful position on Flock cameras, and at a critical moment. He argues that the cameras and network can stay up and collect all the data they collect today, as long as the government agrees that accessing the data requires a warrant. We already know that this government will spy on us in secret and without a warrant when a warrant is required by law. Edward Snowden blew the whistle on the NSA, which was doing just this. This was the one time the government was caught; how many other instances are there of the government illegally spying on us that we don't know about? And they persecute Edward Snowden for telling us this truth to this day. Does that sound like a government that has changed its ways? And we're supposed to trust this government with a warrant requirement? Alasdair Whitney didn't even ask or suggest that we should have some oversight over how the data is stored and collected. It's sitting in a cloud held by a private company that can do whatever it wants with it. There are no protections at all! And we're supposed to let this government, which spies on us in violation of the Constitution, have in place a surveillance network of control and subjugation nearly identical to those used by authoritarian regimes like North Korea and China? Shame on the Institute for Justice for being so weak at a time when we need strong voices the most.

Orwell Day

51,321 Aufrufe • vor 6 Tagen

The era of manually analyzing data will come to an end. AI can now do a lot of this automatically. It's a huge time saver. I do data analysis for a living, and I'm a huge fan of writing Jupyter notebooks to do it all, but it's now hard to justify manually writing code that you can generate in a few seconds. I still check everything manually, but breaking down datasets into tables and charts is now 10x easier than it's ever been. Here is a video where I'm using Retool. I load a dataset and generate a few charts as quickly as I can think. The speed at which we can go from one idea to a working solution is astonishing.
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The era of manually analyzing data will come to an end. AI can now do a lot of this automatically. It's a huge time saver. I do data analysis for a living, and I'm a huge fan of writing Jupyter notebooks to do it all, but it's now hard to justify manually writing code that you can generate in a few seconds. I still check everything manually, but breaking down datasets into tables and charts is now 10x easier than it's ever been. Here is a video where I'm using Retool. I load a dataset and generate a few charts as quickly as I can think. The speed at which we can go from one idea to a working solution is astonishing.

Santiago

70,812 Aufrufe • vor 11 Monaten