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ARBOR's Edge Computing Solutions are suitable for factory safety. As part of the preventive maintenance, sensor data from motors or images from POE cameras and other key components are collected; FPC-9108 can process tens and hundreds of sensor and image data to determine optimal maintenance time to prevent system failures. The data can also be used to enhance efficiency to improve factory productivity.

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Currently machine learning approaches used in Quantitative Structure Activity Relationship (QSAR) model generation impose restrictions and/or make assumptions on how the training set descriptors correlate with a target activity. kScore has been developed as the first machine learning approach that does not require the training data to conform to a defined kernel, accommodates uneven data point distributions in the descriptor space, and optimizes the weight of each dimension in the descriptor space in order to identify the descriptors most relevant to the target property. The ability of kScore to adapt to virtually any correlation makes it essential that generalization terms be included to inhibit overtraining. The Structural Risk Minimization principle and the linear epsilon-insensitive loss terms have been added to the kScore optimization function. The resulting kScore algorithm has proven to be quite universal across several datasets and either produces results similar to or outperforms the most predictive machine learning algorithms tested, such as SVM, kNN, Recursive Partitioning, Neural Networks, Gaussian Process, and the Bayesian Classifier.

I am in negotiations to purchase a new (but out of warranty) Tippmann Boss sewing machine. While searching the Internet last night, I came across 2 dealers who no longer carry, recommend or endorse the Tippmann Boss, and they make it very well known.

When I was a Tandy manager in the 90s we carried them in the stores. They were difficult to set up and tweak, and customer service after the sale was nonexistent. I will say that by the time it is threaded and set for a particular project, you could have sewn half the project by hand. I have seen the Boss do some heavy duty work, but I have also know that in addition to the threading and leather feeding issues, operating the machines is tedious. It is a sizable investment, so my advice to you would be to "test drive" one from the person (dealer) you plan to buy it from, and ask for references from his past customers to make sure it will fit in with your plans for use, and that they received after-sale help. I'm not disparaging the machine, for it has some advantages depending on the intended use, but I think you are wise to consider the purchase carefully. By doing your research, you will be able to determine beforehand if that machine will suit your needs. Welcome to Leatherworker.net!

Tom is not quite right. I used the heck out of one, but it was no where close to worn out when I sold it. It will sew anything you can cram under the foot. It will do three layers of skirting all day. It will do a checkbook cover and then a back cinch with little or no tension change. There are few parts to wear out. It was my first machine, and I did have one of the old cast iron models. There is no timing to get out of whack and it is easy to maintain. I found once I got the tension right, the tweaking was easy and it sewed a pretty good stitch. It took about a an hour or so of fiddling to get the bobbin tension right. I never adjusted it after that - only the top tension. The parts I did break were upgraded to heavier duty parts in later models, and never charged for. As far as setup, it was no different than the three powered machines I have got since then. Learning on the Boss made it easier for me to use the motored machines later. The threading pattern is pretty similar to my bigger machines too. My son used it, both wives, I found it pretty forgiving.

The down side - you power it, and it is boring and tedious for production type work. The plus side - you power it. You have control of every stitch. You can't run off the end unless you fall asleep. It does have a 9" or so throat, so not a huge reach for centered inlays on big projects. Mine was ultimately replaced by a Ferdco Pro 2000. I had a 440 before that, and still have a heavy duty Adler. When I got the Pro 2000, I put the Boss in a storage room for two months. Only to prove to myself I would not regret selling the Boss, since it paid for itself long before. There is now another machine out that is powered for under $2000 (Artisan 3000), has been out for about a year and a half. The Boss proved to be the workhorse for me and I would not hesitate to recommend it.

For $1300, I can get a new (but out of warranty) machine with standard package (with all that comes in the standard package) + video + 2 extra bobbins (4 total) + the centerfoot presser attachment + a cobbler's bench with mounting platform (looks like a stitching horse but has a mounting platform for the boss).

The $1300 price for new, but out of warranty is probably a bit high. New ones sell for $1450 from a lot of dealers, without the stand. Heard that TLF has discounted to $1200 or so on special sale right now. Will get to the stand in a moment. The extra bobbins are nice(they cost about 4-5 dollars from most industrial machine suppliers) and I had 8 or 10. That way I had several wound for different color and sized threads. Personally I never liked the center presser foot. I sewed better with the regular double toe foot or right or left toe foot as needed around spots or raised edges.

One thing about the boss too. The factory will rebuild them for a very reasonable price. On mine they quoted something like an exchange for $100 or rebuild with new presser bar, cable, and handle assembly for $125 or something like that. They will then warranty it just like a new machine. Mine was sewing fine, so they recommended selling it as is. If it ever needed rebuilding, then the new owner could have it rebuilt or exchanged, just like the original owner for the same price and warranty.

Yes that is a chunk of $. I do not know much about machines so can not comment on if it is a deal or not. The reason for my question was 'sizable chunk' is a subjective term. Wanted to make sure you were getting the best advice.

Do you get the Leather Crafters & Saddlers Journal? I have heard there are some nice power machines at some unbelievable prices now days. If you are in an area with some dealers you could go and look. It all depends on what you are sewing the most.

I've been using my Boss about 2 yrs. I ditto everything Bruce said. I like the fact that it's manual drive as I have complete control and I don't worry about sewing myself unintentionally when I'm working on real tight close curves. Unlike Bruce I only use the center foot. I could not get in close with the standard foot even after I shaved the sides and tried to modify it. I found their customer service excellent. I bought a rebuilt machince and as my luck would have it I got a lemon right out of the chute. Twenty minutes on the phone and I was told we're sending the brown truck by to pick it up and another one is being shipping out as we speak. Two days later I was in business. Like the above threads mention, it takes some tweaking. I won't go into that. If you get it let us know if you have problems. Don't be shy about calling Tippman if you have problems and if you call them for help be right there at the machine as they will talk you through any problems. I did not have any problems or make any calls on the replacement they sent; just followed the instructions. I did not get the stand. I mounted mine on a 3/4 piece of birch ply that I had laying around and I sometimes pack it off to other places to sew. I'm not sure what you'll wear out, but like Bruce mentioned, a hundred bucks gets you a complete rebuild. Good luck with whatever you pick. Regards ~Bill

Years ago, I got a used manual machine. I don't remember WHAT it was, or WHO made it. It looked like a huge Singer (my grandmother had a treadle Singer that looked like it, but was much, much smaller). It had no instructions & no manual. Bottom line is that I had nothing but problems with it (broken needles, skipped stitches, ... who knows what else- I don't remember, it was so long ago)- got rid of it in a heartbeat.

I hate handsewing (if I'm busy) & I don't trust an electric machine. I need to have full, conscious control & I'd rather learn on a fully manual machine that works well & HAS A MANUAL or VIDEO to guide me along. That means a lot. e24fc04721

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