#Machine Learning Project

[sandhya253]

Machine Learning Project Ideas for Beginners

By collaborating with industry experts and highly trained machine learning professionals, Takeoff Projects has been successfully offering comprehensive support for machine learning project ideas.

From understanding the key problem to assisting with data labeling, classification, training, and successful implementation, our machine-learning professionals work closely with students to ensure the smooth delivery of their Machine Learning Project Ideas.

Towards Real-Time Eye Blink Detection in the Wild

Real-time developments in eye blink detection are significant in detecting deceiving behaviors, and driver drowsiness and protect against face spoofing. Despite the recognition of this problem and attempts to solve it, most of the proposed methods work only under strictly defined conditions within a controlled environment, e.g., inside a building. Nonetheless, for application, it is far more complex and beneficial to look for eye blinks in several different situations in the real environment.

Smart Mirror Based On Raspberry Pi

The Internet impacted our lives positively by enhancing the way we searched for information and interrelating with people via the web. Mobile phones were later replaced by smartphones and this created the Internet of Things where even the objects are connected to the internet. It is possible to make many objects ‘smart,’ and some are more suitable for this than others. For instance, mirrors are relevant in that they are large enough to contain information and to be manipulated.

Smart Guiding Glasses For Visually Impaired People

The system guides blind users by indicating clear paths. A prototype with a camera and an ultrasonic sensor was created and tested by several users. The results showed that these smart glasses significantly improve the user's ability to move safely in complex indoor environments. Therefore, this device can help visually impaired people travel safely.

Conclusion:

Takeoff Projects excels in providing comprehensive support for Machine Learning Project Ideas by partnering with industry experts and skilled machine learning professionals. This ensures smooth project delivery, from problem understanding to implementation.

Innovations like real-time eye blink detection are crucial for detecting deceiving behaviors, driver drowsiness, and face spoofing, especially in diverse real-world conditions. The smart mirror based on Raspberry Pi demonstrates how the Internet of Things can transform everyday objects into interactive devices.

[aretovetechnologies01]

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[garblegarden]

i've been learning to sew recently

[sonictoaster]

The messenger bag I made in 2019 finally started to wear to pieces after four years of faithful service. Time for a new one!

I made the original bag without a pattern, but this time I had something to work with. I took the old bag apart and made a pattern from the pieces.

It took me a while to find the right material. I wasn’t sure what it would look like, I just knew I’d know it when I saw it. I finally found this double-sided Japanese cloth in a shop in Portland.

Once I had the right cloth for the exterior, I found a fun pattern for the interior bag in a local shop. (I always use a lighter material for the interior so it's easier to find things).

The first bag was a struggle—I had no idea what I was doing! I expected the second bag to be difficult as well, but the process went surprisingly smoothly. I got stuck a few times and had to take a day or two to figure out a solution, but the solutions always worked better than I expected!

For instance—in spite of carefully measuring each piece, the outer flap ended up being too small. I ended up constructing a border to extend the edges.

With heavy interfacing and waterproof lining, the walls were very thick and tricky to work with. Having a better sewing machine than last time helped!

Lots of pockets and hooks on the inside—essential.

I found a leather camera strap I haven't used since college and added a couple of decorative wooden buttons a friend gave me and I'd been saving for the right moment. The blue webbing along the sides that support the leather strap are repurposed from the original bag. I like that a little bit of the old bag is worked into the new.

The whole process took... weeks—but I’m so happy with how it all came together!

[anielskaaniela]

How to Sew Own Clothes for Beginners - Free Sewing Patterns

In this post, you will learn how to sew own clothes as beginner. Love what you see ? Support me by snagging some cool items from my shop! Every purchase helps me bring you more awesome content. Thank you! Shop Now Why Sew Your Own Clothes? Sewing your own clothes is a fantastic way to express your personal preferences and style. It offers the freedom to create unique pieces that fit you…

[binah-beloved]

discarded Arbiter class android Binah who was meant to be shut down and destroyed but somehow ended up in a scrap heap, broken and comatose but still alive.

and you, a mechanic who finds her while scavenging and brings her home, wanting to at least make an attempt at repairing her and end up waking her up, the android who was supposed to sleep forevermore.

[d0nutzgg]

Tonight I am hunting down venomous and nonvenomous snake pictures that are under the creative commons of specific breeds in order to create one of the most advanced, in depth datasets of different venomous and nonvenomous snakes as well as a test set that will include snakes from both sides of all species. I love snakes a lot and really, all reptiles. It is definitely tedious work, as I have to make sure each picture is cleared before I can use it (ethically), but I am making a lot of progress! I have species such as the King Cobra, Inland Taipan, and Eyelash Pit Viper among just a few! Wikimedia Commons has been a huge help!

I'm super excited.

Hope your nights are going good. I am still not feeling good but jamming + virtual snake hunting is keeping me busy!

[thatonecrookedsmile]

I made these sketches the week SOTM launched, and I didn't think about posting them at the time. I recently looked at them again and thought "hmm, why not". In my own way, I decided to add a *little* color to make it a little more nice,and I edited the image *just* a little,and boom, here it is. My Riley Wells design. There's not much to say about the process of creating her design. I only used the portrait you find in the game as a reference, and I made a design of her at the time she joined JDS and then Gent. There's not much to say,really.

These were sketches made after I made an initial sketch of her to put the idea of her design on paper, and were made to help solidify and test out her design better. I haven't drawn her since.

So, yeah. They aren't much, and I don't have much to say about them. But I wanted to eventually show my design that I made of her. Plus, those sketches turned out quite nice,so there's that.

Other than a small idea that I don't know when I'll do, I don't have anything in mind that could result in drawing Riley again in the future. But hey, in case one day I end up wanting to draw her again, at least I have a design prepared for the occasion.

As a bonus, here is the first sketch I made of her. No editing or colors.

[zipquips]

god it's only day two of class and i feel so so so so very behind

[cryptic-rainfall]

I've been hemming and hawing over this big impulse purchase for months now. I keep going back & forth, will I use a sewing machine enough to justify its purchase, do I even have space for a sewing machine, will I get the time/energy to even do anything with the sewing machine or will it just take up space and be a waste of money. It's been like this for months. And just today I realized two things:

1) I've done so much research and internal debate and even measuring the space in my closet. It's been months since I first considered actually getting a sewing machine. This is no longer an impulse purchase. This is a well deliberated purchase.

2) I am tearing myself apart over a purchase that would be less than $150. People who make less than me can blink that much money away and not be negatively affected at all. They wouldn't even notice. This is not a big purchase, it's a medium purchase at best. I should just get the damn sewing machine.

[aretovetechnologies01]

In the digital age that we live in, fake news is a significant challenge, as it has the potential to hurt real-world communities by spreading misinformation, ruining reputations, and causing social unrest. With easy access to social media platforms and other online sources of information, it is almost impossible to distinguish between real and fake news.ML techniques have displayed promising results in identifying fake news by analysing vast amounts of data which identifies patterns and provides outcomes that are based on those patterns.

[immortalsins]

don't think i can keep this (uni) up for a year tbh it's been a week and i'm already close to snapping

[beeapothecary]

AI Pollen Project Update 1

Hi everyone! I have a bunch of ongoing projects in honey and other things so I figured I should start documenting them here to help myself and anyone who might be interested. Most of these aren’t for a grade, but just because I’m interested or want to improve something.

One of the projects I’m working on is a machine learning model to help with pollen identification under visual methods. There’s very few people who are specialized to identify the origins of pollens in honey, which is pretty important for research! And the people who do it are super busy because it’s very time consuming. This is meant to be a tool and an aid so they can devote more time to the more important parts of the research, such as hunting down geographical origins, rather than the mundane parts like counting individual pollen and trying to group all the species in a sample.

The model will have 3 goals to aid these researchers:

Count overall pollen and individual species of pollen in a sample of honey

Provide the species of each pollen in a sample

Group pollen species together with a confidence listed per sample

Super luckily there’s pretty large pollen databases out there with different types of imaging techniques being used (SEM, electron microscopy, 40X magnification, etc). I’m kind of stumped on which python AI library to use, right now I’ve settled on using OpenCV to make and train the model, but I don’t know if there’s a better option for what I’m trying to do. If anyone has suggestions please let me know

This project will be open source and completely free once I’m done, and I also intend on making it so more confirmed pollen species samples with confirmed geographical origins can be added by researchers easily. I am a firm believer that ML is a tool that’s supposed to make the mundane parts easier so we have time to do what brings us joy, which is why Im working on this project!

I’m pretty busy with school, so I’ll make the next update once I have more progress! :)

Also a little note: genetic tests are more often used for honey samples since it is more accessible despite being more expensive, but this is still an important part of the research. Genetic testing also leaves a lot to be desired, like not being able to tell the exact species of the pollen which can help pinpoint geographical location or adulteration.

[astramachina]

*holds up a finger* boy do i wish that was me tho ngl

[dodgebolts]

sorry for being incredibly ia I have had so much homework this past week junior year end of quarter is no fucking joke holy. That being said I hope dream gets the chance to maim whomever he likes 👍