Control plane for agents and engineers to provision compute and run training and inference across NVIDIA, AMD, TPU, and Tenstorrent GPUs—on clouds, Kubernetes, and bare-metal clusters.

Snorkel MeTaL: A framework for training models with multi-task weak supervision

Rust-native hybrid training & inference engine for Apple Neural Engine + Metal GPU

A C++ implementation of Transformer without special library dependencies, supporting CPU, CUDA, and Apple Metal, including training and inference.

Local AI runtime for training & running small LLMs directly on Apple Neural Engine (ANE). No CoreML. No Metal. Offline, on-device fine-tuning & inference on M-series silicon.

Framework for neural network model creating, training and using in predicting written with use of Metal Performance Shaders

A swift-based program for creating neural networks and training them using the Metal Performance Shader API

.NET Neural Network training library using Apple's Metal Performance Shaders

Created and enhanced a local LLM training system on Apple Silicon with MLX and Metal API, overcoming the absence of CUDA support. Fine-tuned the Llama3 model on 16 GPUs for streamlined solution of verbose math word problems. Result: a powerful, privacy-preserving chatbot that runs smoothly on-device.

This repository hosts the training code and links to trained models and training datasets used in our article "Fast Enhanced CT Metal Artifact Reduction using Data Domain Deep Learning", accepted for publication in the IEEE Transactions on Computational Imaging.

Official repository for the paper "Radiologist-in-the-loop self-training for generalizable metal artifact reduction"

Web application for benchmarking and comparing LLM behaviour, energy and emissions on cloud and bare metal under different inference configs, middleware scaffolds and post-training implementations

Training material for developers of the Metal.js library

Yeah? Can you turn down the music. What? Can you turn down the music! I'm trying to get some sleep here! Turn down the music? How's that! How's that. Is that much better? Turn down your damn music, or I'll come over there and turn it down myself! All right, sucker. You come down here, we can dance. Hello? Hello? Bitch! When I don't get enough sleep, I get irritable. And you don't want to make me - 'Calling VAGAN' Wait! Who are you? Just a bean trying to get some sleep. Wait, wait, wait, wait, wait! You came here just to make us turn off the music? If you were listening on the phone, I said I would come here to turn it off myself. What! Are you insane?! Do you know what you just got yourself into? Do you know who I am! Do you know who my uncle is?! Yes. I do. Detective Cromwell. Good morning. Yeah. Something tells me there's nothing good about this morning. What do we got here? Multiple gunshots were reported coming from this warehouse. I was the first one to answer the call. Multiple gunshots, huh. You do know whose warehouse this is. Yes, sir. Have you gone inside yet? No, sir. I wanted to wait for backup. Well. It's here. My God. What a massacre. There's got to be a dozen, at least a dozen dead beans here. I guess I don't need this anymore. These were all Cappuccino's beans. Mm-hmm. It must have been some kind of gang war. No. This is no gang war. Cappuccino's beans might be dumb, but they know how to use a gun. There would have been other dead beans here, not just them. This something else. Well. One thing's for sure. We won't need that search warrant we were trying to get, huh. Heh. Yeah. I could live with this. Detective Cromwell. I found something here. 'This bullet casing is the property of Killer Bean' Killer Bean 'The bullet is meant for someone else' Hmm. What do you make of this? This guy's got balls. That's for sure. We got company! Let's go! Stop! Stop right there! This is the police! Hold it right there! Bad idea. Get out of the car! Get your hands where I can see them! Easy... Easy... Oh please, officer. Don't hurt me. Watch it. Vagan. I should have known I'd find you here, Detective Cromwell. What are you doing here, Vagan? Well, obviously something happened in my warehouse. I mean, can't a bean protect his own property anymore? Don't you mean, Cappuccino's property? You know, your obsession with Cappuccino has become quite amusing. Always trying to link everything back to Cappuccino. Why don't you tell it to the court. You're under arrest. Arrest? For what? A traffic violation? What about this? Looking for some action here? If I were looking for some action, you wouldn't be standing before me as you do right now. Yeah? That's cause I'd be shooting you with this! Are you kids done yet? I say we take him in and book him right now. You know my lawyers will have me out even before you get me to the police station. The time is not worth your effort, now is it Cromwell. Let him go. What?! I said let him go. Uh, my gun please. Nice... You know, Vagan, you're right. You're not worth my time. However, investigating the multiple homicides in your warehouse is. And whatever else we find in your warehouse, is just icing on the cake. You're free to go. And by the way, your car's parked illegally. You better get it out of here before we tow it. Oh, and Vagan. Here. It looks like I'm not the only one after your boss. ...possible suspects. Rumors have surfaced saying that there is a vigilante bean in town... What the hell is going on out there?! Ah. Looks like I got someone's attention. Who's this? Great. Playtime's over. 'Encrypted Call' 'Decoding' 'Secure Connection' This is Killer Bean. Killer Bean. What the hell are you doing? You think this is a game? What were you thinking last night? I had a rough night last night. We know what kind of night you had. Might I remind you what your mission is. You were given specific orders to hunt down and eliminate the target. No one else! Drawing this kind of attention to yourself is dangerous for us, and especially for you. What's the big deal? I killed a bunch of gangsters. I'm sure the Beantown police are a lot happier without them. You didn't do anyone a favor with that mess you created last night. And you are not working for the Beantown police. You are working for us! I'll still get the job done. I'll get him. We're running out of time. He has to know you're coming by now. Remember who he is. Yeah. I know what the mission is. Then stick to it! Don't be so reckless, Killer Bean. I'll call you when I got him! Reckless! Pff! Reckless my brown bean ass! 'Decoding' 'Secure Connection' Yes? Jet Bean, you have been activated for an urgent mission in Beantown. Beantown? I'm a long way from Beantown. It would be best to assign someone else. This mission is highly sensitive. You are the most capable for the job. It figures. Fine. I'll do it. Good. We'll contact you with the details as soon as you reach the shore. See you in Beantown. They better have some good food in Beantown. Wait. Are you leaving? Yes. How long will you go for? A long time. Oh... I have something I want to give to you. Oh... You shouldn't have. Here! It's the bill! You haven't paid in three months! I'm leaving now. I will pay when I get back. Hey! You get back here pay now! Tsingtao! Get out here! He say your food tastes like ass crack. What?! Make bean curd out of him! I said I'll pay when I get back! Oh. It's okay. It's on the house. You don't have to come back! Please! Looking at the figures from our previous fiscal year. Narcotic sales have dropped 57 percent. 57 percent! That's more than half! Now, compare this to the 300 percent growth from our weapons department. But you guys... You guys are not from my weapons department, are you. No... You guys are from my narcotics department, okay?! So what do I have to do, huh? How can I get through to you guys?! Dude. I have such a hangover. Yeah bean, that was a kick-ass party last night, right? Yeah. Too bad we didn't stay for the whole thing. I bet they had some fun. Woot! Woot! You see, it's easy when you think about it. Crime is on the rise, okay. So more guns sell, because criminals use guns. Hello!! They also use drugs! So more drugs should sell, right? What's the problem here? Now, you guys. Someone give me a reasonable explanation, okay? Why are narcotic sales performing so poorly? It's all those anti-drug commercials on TV. You never see any anti-gun commercials. It's not fair. It has become quite apparent to me, that some of you do not value your job. Now... That is quite odd, if you ask me. Especially in today's economy. But I am forced to say... It is time... To lay off! A few beans!! Ooohhh!!! Uh, wait. I have a question. Yes. Will I be eligible for unemployment? Hmm. Let me check with the finance department on that, okay? My social security number is... 3, 4, 6... Oh boy. Is my batting average going to go up after this. Ahem- Hang on, let me just finish this level. Cappuccino! Ah. Vagan. I'm glad you're here. Maybe you can teach these beans something about business, since you've handled my weapons department so well. That bean is nothing but a kiss-ass brown-noser. What does he know that we don't know? But he's making millions of dollars selling weapons. If you ask me, He's doing something illegal. Oh, it's great to see you, Vagan. But you'll have to excuse me. I'm in an important meeting right now. This is more important. It's about the warehouse on Baker Street. Oh that. It's okay. I know. You know? Yeah. My nephew was having a party of there last night, okay? No, it's not about the party. Well. It is. There was a hit on the warehouse. Everyone is dead. Who did this. I have reason to believe that it was done by a bean named, Killer Bean. Killer Bean... One bean? This is no ordinary bean. I've heard of him before. I know what he can do. Who the hell is he? Who sent him? Is it the Colombians? Is it the French trying to roast me? It has to be one of your competitors. Who ever it is, I want you to find him. I want you to find him, and destroy him! Oh, believe me I will try. But first, we have Killer Bean to deal with. He's somewhere out there, and he's coming after you. All right. We need to consolidate all of our warehouses. There's too many targets for him to attack. Move all our inventory to the central warehouse on Main Street. I want you to protect that place. What about Killer Bean? What do you want me to do? Oh nothing. Just send him a box of chocolates, and tell him thanks for the memories. You idiot! What do you think you should do? Kill him. Any way you can, by any means. Put him in the ground! I'll need more beans. Professional beans. Put it on my credit card, okay. Just do it! Yes, sir. Vagan. Make sure you find out who sent him. There will be hell to pay. Hello. Hey, Harry. It's Detective Cromwell. Hey, Cromwell. Hey did you get the package I sent you? Yeah, it's pretty wild stuff. Our crime lab is getting nowhere with this. What do you make of it? Well, the easy ones the tire tread sample. I tested the residue you sent, and the tires are made from silicon steel fiber alloy. It's only used on high-performance cars. It's not unique, but it's hard to come by. Hmm... What about the gold bullets? Now that. In my 15 years with Special Forces, I've never seen gold used in any weapon. But for practical purposes gold is a very soft metal. So the bullets expand and deform on high impact. They make little holes on the way in and big holes on the way out. And they are much harder to match the ballistic signatures. That makes them relatively untraceable. Yeah, that doesn't make sense if the bullet casings have his name on it. And he left those everywhere. Yeah. Killer Bean. Yeah, I don't get that. He must be one sick bean, like he wanted to be found out. Yeah, or he's bragging. Or just plain careless. This Killer Bean has to be working for someone to get that kind of financial backing. You think he's a gun for hire? Or he could be a vigilante. That's the word on the street. Either way, one thing's for sure. He has his eyes set on Cappuccino. Heh, well then you both have something in common. Yeah. If that's true, I have a hunch where this Killer Bean will show up next. Hey, I gotta go. See you, Harry. Later. 'Suspected Cappuccino's Warehouses' Dramatic entrance... Dramatic entrance... Well, that pretty much frees up my day. Time for some breakfast. 'Shadow Bean, you are too late.' Howdy. What will it be? Tequila and tonic. And, uh. Turn up the TV. Detective Cromwell, concerning possible suspects, rumors have surfaced that there is a vigilante bean in town, who is hunting down Cappuccino. There is no evidence for your vigilante theory. As far as I'm concerned, the suspect or suspects involved in these homicides are no friends of the police. We will do what is necessary to bring them to justice. Thank you. I don't think so. I'll have another. And you can turn that crap off now. What can I get you? I'll have what he's having. This is a rough part of town. Do you always sit with your back to the entrance? Doesn't matter who comes in. Isn't it against police regulation to be drinking during the day? I'm a detective. Our regulations are a little different. How'd you know I was with the police? You know, you're much uglier in person. Heh. My name is Detective Cromwell. And you are? Jack. Well, Jack... I guess you heard what happened this morning over at the warehouse on Baker Street. Yeah, I know about that. Really. Tell me what you know. Why don't we cut to the chase. Why don't you tell me what you know. Oh, I know a lot. I know the Baker Street warehouse is owned by Cappuccino. I know someone killed 12 beans in that warehouse last night. I know the killer drove a fancy car, and has fancy guns. I know that the warehouse across the street with the big hole in the window also belongs to Cappuccino. I see this fancy car parked in front, and well, you don't look like you walked here. So my guess is... This, belongs to you. Well it looks like you figured it all out. Good job. Another! It was easy. You were just reckless. The way I see it, you're the one who's being reckless. You come out here looking for me by yourself. You didn't bring anyone to back you up. That's reckless. Here's my backup. That's a nice gun. Wanna see mine! How can I see it, if you have it against the side of my head? Not bad. But mine's bigger. You do the math. Why are you after Cappuccino? That's for me to know, and you not to know. Well, I know I can't have a crazy vigilante running around shooting up beans. But you're no vigilante, are you. Seems like there are beans who've invested in you, And I'm sure they're not happy with the press you're getting. This is where I can help you. I don't need help. Well, you see. I'm bound by the law. I've been working this Cappuccino case for over three years. Every time we think we have something on him, his lawyers get in the way and get him out. I wish I was like you. I wish I could just walk up to him and shoot him. But I can't. It's too bad. Because I know where is central warehouse is. Not these abandoned warehouses, like that one out there. Why don't you pay him a visit? You got the wrong bean. I'm not just some hired gun. Who says I'm hiring you? You already have a boss, don't you? I bet he doesn't really like all that attention that you're getting from the media. I can make that go away. I control the evidence, and the evidence says it could've been some rival gang that killed all of Cappuccino's beans last night, or... It could be you. And I have a lot of evidence that says that. Are you going to take me in? I can take you down. Oh... I would enjoy that. Freeze! Get out of my bar you punks! I know how to use this! Whoa! Whoa! Whoa! Hold on! I'm a cop! Put down your gun! I don't trust any of you. You drop your guns, both of you! Sorry, grandpa. It doesn't work like that. Okay, okay. I'm going to slowly lower my gun, and I'm gonna go, alright? Alright? This will be real easy. See? This is easy. Killer Bean. Remember what I said. We can help each other. Just help yourself out the door. This is for the drinks. Mine and his. Now, you mind if I go to the bathroom before I go? Be quick. Your life depends on it. So dramatic. Sorry. It was a double flusher. But you only flushed once. Hey... Don't I know you from somewhere? Who is Shadow Bean? You're in way over your head. Who is Shadow Bean?! You don't have to yell. I'm right next to you. Answer me! Are there two of you?! You're not going to shoot me if you need the answers. Besides, I can't answer you anyway. So... I'll have to do this instead! It's a good idea for you to stay down. We'll settle this later. You're not as dumb as you look. Hello. Harry. It's Cromwell. My hunch was right. Killer Bean hit Cappuccino's warehouse on the east side. In fact, he was still here when I got here. Whoa, how did that go? Not as well as I would have liked. Hey listen. I got some new info. I found a note in front of Cappuccino's warehouse. It said, Shadow Bean, you are too late. Does that mean anything to you? Harry? You still there? I didn't know they were still in operation. Who? The Shadow Beans. Harry, what's going on? They're highly trained operatives of an organization called the Shadow Agency. Shadow Agency? What are they, a government agency? Why haven't I heard of them? I think they were a private organization. There are some things the government does that are not meant to be known. Their collaboration with the Shadow Agency was one of them. When diplomatic and military tactics failed, our government hired the Shadow Agency to eliminate national security threats. It was more cost effective than training and maintaining our own elite assassins. And the Shadow Beans were better than anything we had. Great. But why here? What are the Shadow Beans doing in Beantown? And what could they possibly want with Cappuccino? I don't know. I thought the Shadow Agency was disbanded. I know our government stopped using them nearly a decade ago. I haven't heard of them since. So do you think this Killer Bean is a Shadow Bean operative? It sounds like he's certainly good enough to be. What do you think I should do is stop him? I don't even know if you can't stop him. But you can start by putting all your cops on double duty. Right... This is the place. Dramatic entrance. Bean, I hate this job. It's so freaking boring. All we do we sit around and drink beer. Are you kidding? This is my dream job! Hey! We're not supposed to be just sitting around drinking beer. Remember what Vagan said? He said we got to move all those crates by morning. If the cops find this stuff, we are screwed. Where are we supposed to move them? I don't know. I didn't really listen to that part. Hey, give me another beer. Oh here, have mine. I shouldn't drink anymore. *sniff* *cough* I have a really bad cold. All right! Wait... is this a low carb beer? Hey, speaking of beer... Did you beans hear what happened at the party last night? Some dude went in there, and killed everyone. He even killed Cappuccino's nephew. Geez... Who was this bean that killed everyone? Is he someone I should be worried about? Nah. He's probably just some crazed lunatic, running around with lots of guns. You know, that's the problem with this country. Too many crazed lunatics with guns. Isn't that right, baby? The lunatics aren't the problem. The real problem is the guns. What this country needs is some serious gun control. I mean, we need to take away all the guns. All of them! And just get rid of them! But not my gun. Ohhh! Ow! Bean, you dropped into the wrong place. Looks like what we got here is a standoff. Not really. Over there! Take cover! Call the boss! Get some help! Hello. Vagan! We're being attacked. I think it's Killer Bean! How do you know? Well... He's killing everyone! We're sending the mercenaries. Just hold tight. Keep firing! Don't let up! Grenade!! I can see we came to the right place. You made short work of these beans. Don't expect the same fight from us. My squad has been with me through hell. I hand selected them myself from the Academy ten years ago. All of them graduated with top honors. I led these beans through three tours of duty, accumulating a total of 15 Medals of Honor, 11 Purple Hearts. Sure, we lost a few good beans... But you should see what we did to the other bloke. Well, then we went into business for ourselves. Escort detail for high-level dignitaries, Hostage extraction, corporate assassinations, preemptive surgical strikes, Or just plain search and destroy. Heck, we even robbed a few federal banks with business with slow. So... So this little shindig we got here... Oh, it's nothing. It's just a walk in the park. Are you going to say something or what? Huh? Oh, I'm sorry. I must have totally zoned out on you. Whoa, my eyes are starting to water. Whoo! Sorry. Let's make one thing clear. Last night was a party. Tonight, I get to work! Decaffeinated. Oh well. It was worth a try. This is not a good idea. We should kill him now. Patience, Vagan. I need answers. I need answers from him. He's awake. So. This is the great Killer Bean. Yeah. You attack my warehouses. You kill my beans. What do you want from me?! My guns would be nice. Better enjoy a while it lasts, tough guy. Tough words from a bean who is helpless. Ohhh... No, you did not!

Multi-view photo-to-PBR iOS app with CoreML, Metal renderer, and full training pipeline

Apple Silicon port of Isaac Lab with MLX training, Metal hot paths, and a mac-sim runtime for robotics research on macOS.

Saxo Bank Review Info Update 2022 otoxs July 03, 2022 Saxo bank is considered one of the most relied on names inside the world of foreign exchange buying and selling. The dealer provides a huge collection of belongings for margin-based totally trading, low spreads, and lightning speedy execution of trades. The broker holds a couple of policies global. In this article, I review some functions that Saxo Bank has and why buyers and nontraders could make money with the broker’s provision.Overview Saxo Bank A/S is privately owned; Geely Financials Denmark A/S, a subsidiary of Zhejiang Geely Holding Group Co., Ltd, owns fifty two percentage of the stocks of its shares. The founder and CEO of Saxo Bank, Kim Fournals, owns 25.71% of the Bank shares. Shampoo Plc, a main Nordic economic offerings enterprise, additionally owns 19.9% of the financial institution shares. Minority shareholders, such as numerous modern and former personnel of the Bank, preserve the ultimate stocks. The Bank turned into the primary broking in Denmark to gain approval from the European Investment Directive in 1992. Saxo Group presently operates international, taking part carefully with supervisory government in each jurisdiction it exists in. The broking is regulated through the Australian Securities and Investments in Australia, the Securities and Futures Commission in Hong Kong, the Japanese Financial Services Agency in Japan, Financial Conduct Authority inside the UK, Bank of Netherlands within the Netherland. It is also regulated in Italy, Czech, Singapore, Switzerland, U.A.E., Denmark, and many others. Aside from having a extensive agency jurisdiction, it additionally has a completely extensive variety of markets reachable to traders. The markets furnished encompass foreign exchange, stocks, ETFs, Bonds, Mutual Funds, Futures, Listed Options, and more. It also gives controlled portfolios wherein professionals navigate and manipulate your investments without your input. The controlled portfolio additionally gives you the liberty to withdraw at any time. The Bank has provisions for retail traders and institutional buyers.ProsConsStrongly regulated Wide variety of markets Useful studies toolsHigh minimum deposit Only to be had for six days a week High bond, alternatives and destiny costs Who is Saxo Bank for? The broking offers a extensive variety of offerings, and it has one of a kind aspects, which makes it beneficial for one of a kind forms of humans. The SaxoSelect program affords a controlled portfolio that's beneficial for individuals who do not have any form of history in trading. Through the program, specialists carry out buying and selling and manipulate portfolio for your behalf. The SaxoSelect is not just beneficial for amateur investors; other buyers who do no longer have time to exchange or desire to construct a separate portfolio other than their regular trades also can make earnings through the program. Beginners and advanced buyers also can make money through trading the lots of gadgets which are to be had at an cheap rate. The broker additionally provides a wholesome ground for institutional buyers and people who're inquisitive about partnering with the corporation. Rating: four.five/5Is Saxo Bank Safe? Saxo Bank A/S is integrated in Denmark as a certified bank and is regulated along side Saxo Bank A/S Italy, Saxo Bank AS the Czech Republic, Saxo Bank Netherlands via the Danish Financial Supervisory Authority (F.S.A.). As a member of the European Union, the E.U. Banking and Investment Directives were incorporated through Denmark into the Danish Law. Saxo financial institution A/C and its branches are also regulated in one of a kind jurisdictions. It is regulated and licensed in the U.K. by using the Financial Conduct Authority; BG SAXO Societal did. Intermediazione Mobiliaire S.p.A. is certified by way of the Italian Market Authority. It is licensed in the Czech Republic with the aid of Czech National Bank. Saxo Bank A/S Netherlands is registered by means of the Bank of Netherlands. Saxo Bank Pte. Ltd. Singapore is supervised through the Monetary Authority of Singapore. It is a capital markets offerings license holder and an exempt financial marketing consultant. Other rules and licenses include the Central Bank of U.A.E. as a consultant workplace, Japanese Financial Services Agency, Securities and Futures Commission in Hong Kong, Australia Securities and Investments Commission in Australia.[2] So a long way, what I will say is that the bank is duly certified and controlled by way of the top and trusted agencies and businesses. For more statistics approximately the licenses and guidelines, please click right here. Rating: 4.5/5Year founded:1992Publicly traded: NoLicenses: ASIC, FCA, FMS (Swiss), SFC, JFSA (Japanese), MAS (Singapore), and moreBacklist: NoOffering of InvestmentsStock Saxo financial institution provides get admission to to more than 19,000 stocks across several core and rising markets on extra than forty exchanges worldwide. I find this thoughts-blowing because it is not commonplace to look the range of shares furnished with the aid of the broker on many other brokerage systems. These exchanges encompass NASDAQ, NYS, Singapore Exchange, Hong Kong Exchange, Australian Securities Exchange, Tokyo Stock Exchange.ETFs It also has more than 3000 ETFs from extra than 30 exchanges across the worldBonds Mutual Funds there are extra than 250 top-rated mutual finances to be had on the platform. The mutual price range are from the sector’s largest investors.Futures They are also to be had of their thousand Listed Products Traders and traders have get admission to to extra than 1,two hundred listed options from 23 exchanges global. These listed alternatives are throughout equities, hobby rates, energy, metals, indices, and extra. Others Asides from all that have been listed above, you could additionally alternate cryptocurrency CFD and ETPs. The ETPs help to take a long-time period function without leverage. Forex trading and lots of extra. The dealer provides eighty two FX spot pairs and 140 forwards throughout fundamental, minor and distinguished pairs. Metals are also available. Rating: 4.5/5Forex: Spot TradingYesCurrency Pairs (Total the Forex market pairs)182Social Trading / Copy-TradingYesCFDs instrumentsforex, stocks, crypto, ETFs, Bonds, Mutual fund, futures, indexed products, and so on.Commissions & Fees The dealer gives enterprise-leading costs. Traders and traders get competitive spreads and commissions throughout all asset training. The rates additionally grow to be better as change volume will increase. The dealer offers commissions from $1 on US stocks and the USA-indexed ETFs. It also costs commissions as low as $1.25 futures and indexed options; there aren't any expenses for making an investment in mutual funds. Many of the options, bonds, and futures expenses are a little high as compared to some other agents. For more facts on the expenses Rating: 4/5Minimum Initial DepositUSD 10,00, 500(GBP) for UK, USD3000 for Australia and SGD three hundred for Singapore Average Spread EUR/USD – Standard0.8All-in Cost EUR/USD – Active0.6Minimum withdrawal Platforms & Tools SaxoTraderGO It has improved trade tickets, fundamental and technical evaluation equipment, an in depth charting package, performance analysis, and some other essential capabilities. It helps a one-screen setup even though the chart can be dragged to a 2nd display screen. I located that the platform is obtainable through mobile and exclusive variations of windows.SaxoTraderPRO it's miles completely customizable and is a expert-grade platform. It provides functions like algorithmic orders, one-click buying and selling, and different charting applications. I found that it's miles customizable throughout six screens, with superior workspace and more functions thru my check. This platform isn't reachable on mobile gadgets. It is restrained to PC and MAC. The two platforms are well constructed and are consumer-friendly. Connectivity and APIs: this device allows you hook up with Saxo’s capital markets infrastructure through your selected interface. Third-celebration equipment These tools assist to execute trades from one in all Saxo’s companion’s structures. This enables you join your Saxo account to a 3rd-birthday celebration platform to access custom tools that healthy your unique buying and selling requirement. These equipment, although useful, is probably too technical for beginners to understand how to use them. Such novices could need to undergo a getting to know procedure to master them. The broking also gives a demo account in which traders can alternate a selected marketplace earlier than trading it on a stay account. Rating: 4/5Virtual Trading (Demo)YesProprietary PlatformYesDesktop Platform (Windows)YesWeb PlatformYesMetaTrader four (MT4)YesMetaTrader 5 (MT5)NoCharting – Indicators / Studies (Total)58Charting – Drawing Tools (Total)19Charting – Trade From ChartYesOrder Type – Trailing StopYesResearch The studies tools cover all of the assets furnished. Saxo Bank affords day by day commentary and in-intensity analysis across its markets. There are also articles written through monetary experts from special fields that can be beneficial for buyers to get statistics from. The studies data helps you understand how investors view the markets and notice what the experts are seeing.

AI-powered waste classification system using deep learning, Combines a custom CNN and EfficientNet (transfer learning). Achieves 99% training and 95% validation accuracy. Classifies images into cardboard, glass, metal, paper, plastic, and trash. Includes prediction, evaluation, and visualization tools.

Production-quality Rust ML crate for Apple Silicon - LoRA training, inference, and text generation using Candle with Metal backend

Example of training NN based on Tensorflow Metal using ARM M chips from Apple

The following Python scripts aim to use a Random Forest machine learning algorithm to predict the water affinity of Metal-Organic Frameworks (MOFs). The training set is extracted from the Cambridge Structural Database and the CoREMOF 2019 dataset.

Utilized a local LLM training system on Apple Silicon with MLX and Metal API, overcoming the absence of CUDA support. Fine-tuned the Llama3 model on 16 GPUs for streamlined solution of verbose math word problems. Result: a powerful, privacy-preserving chatbot that runs smoothly on-device.

Basic Equinix Metal API Training with Terraform

Atmel Studio 7 bare metal code projects for the Getting Started with tinyAVR 2-family ADC Hands-On training manual

Simple, hackable transformer training & inference, in bare-metal JAX

Ununennium (Element 119, the next alkali metal) represents the cutting edge of satellite imagery machine learning. This library provides a unified, GPU-first framework for end-to-end Earth observation workflows, from cloud-native data access through model training to deployment.

The Effective Soul-Winner by Charles C. Cook (1861-19??) When Paul was writing the second letter to Timothy, he summed up the practical purpose of Scripture in the words, "All Scripture ... is profitable ... that the man of God may be perfect, throughly furnished unto all good works" (2 Tim. 3:16, 17). The greatest vocation under the sun is that of the soul-winner, and we ought to give serious consideration to the preparation for it. In Great Britain, in every department of life, there is an increasing demand for efficiency. The slacker is in for a hard time, and a man or woman in business or in a profession must be completely furnished for his or her life purpose. Ought we to be content with a lower standard in the service of Christ? I believe that the Lord Jesus Christ has a right to demand the very best that we can offer Him, and I am perfectly sure that we shall never be truly yielded in His sight unless we offer to Him all the potentialities of our ransomed personality-body, mind and spirit. You remember what Paul says: "Study to shew thyself approved unto God, a workman that needeth not to be ashamed, rightly dividing the Word of truth" (2 Tim. 2:15). That was Charles Alexander's watchword, and it is engraved on his tombstone in Birmingham, England: "Study to shew thyself approved unto God." Be Sure of Your Conversion Let me remind you of a few essentials if you are to be an effective winner of souls. First of all, and needless to say, we must be very sure of our own conversion. And yet, I wonder, is it needless to say it? Two hundred and fifty years ago, Richard Baxter declared, "Many a preacher is now in hell that hath an hundred times called upon his hearers to use every care and diligence to escape it." When I first read that I was inclined to think it was an exaggeration, but in the light of further and wider experience, I am inclined to think that Richard Baxter was right. Yes, it is possible to warn men to flee from the wrath to come and yet not to have fled from it oneself. And then I suggest that we try to keep the freshness and the wonder of our conversion experience. God forbid that we should ever come to regard it as one of the commonplaces of life. A friend of mine years ago whimsically said to me, "I was converted to God forty years ago, and I never got over it!" It is a great thing to live with a constant sense of wonder that the grace of God has reached us and saved us. In the second place, if we are to be effective soul-winners we must have a pure and unselfish motive. We must be "approved unto God." That is one of the picturesque expressions of the New Testament. It means being subjected to drastic tests. I found an illustration of that in Saturday's Daily News. Here is a picture of a worker in a foundry taking molten steel from the furnace. From there it goes to the laboratory where it is subjected to the close scrutiny of metallurgical experts. The fire will try every man's work. Study give diligence-says Paul, to be approved unto God—to be bright metal cleansed from every bit of dross, effective for its purpose. Oh, let us beware lest there is any alloy mixed with our motive! Beware of trying to gain a reputation for ourselves as a soul-winner instead of seeking the glory of Christ. I think the most outrageous example I ever came across was when a man actually advertised himself after this fashion: "I will gain for you fifteen church members in a week, or I will give you twenty pounds." Fancy a man making a bet as to how many souls he was going to win for Christ in a week! All reputations of that character are bubbles that will soon burst and disappear. When D. L. Moody was asked upon one occasion how many converts he had made, he answered, "I don't keep the Lamb's book of life." We can leave the results to God! Make Large Use of the Bible Then, in the third place, we must be men and women of the Book. In the story of the Ethiopian eunuch (Acts 8), three essential things are mentioned: (1) There is an anxious inquirer; (2) there is a copy of the Scriptures; (3) there is a man on the lookout to win a soul for Christ. Philip could have done very little with the eunuch if he had not had a copy of the Scriptures before him. From the Scriptures, Philip "preached unto him Jesus." Have you noticed what a large place the Scriptures occupied in our Lord's ministry? His whole personal life was nourished and built up upon the Word of God. And in all His public work it was to the Word of God that He turned again and again. When He met the tempter in the wilderness, He vanquished him by quotations from the Word of God. It was the same with the apostles and in the experience of the early Church. What a wonderful regard Peter, Paul, John and the rest of the apostles had for the Scriptures! We might follow on through the whole history of the Church of Christ and find the same thing repeating itself. Some of the mightiest soul-winners were the Puritans. What was the secret of their success? It was because they were men who from morning to night steeped themselves in the Word of God. I remember reading somewhere that Dr. R. A. Torrey said, "There are four reasons why every Christian worker should know his Bible: First, to show men their need of a Savior; second, to show them that Jesus is the Savior they need; third, to show them how to make this Savior their Savior; and finally, to deal with specific difficulties that stand in the way of their accepting Christ." I suppose you know everything about D. L. Moody in the Institute, but may I remind you how Henry Moorhouse taught Moody this secret? Moorhouse said to him, "You are making a mistake in giving people your own words. Give them the Word of God, and you will learn the secret of power. " And about thirty years earlier Robert Murray McCheyne, of Dundee, had said a similar thing: "It is not our comments upon the Word that bring life; it is the Word itself." Our comments are like the feathers of an arrow which guide the arrow of the Word to its mark, but it is the Word itself that gets home. A Personal Testimony It is a great delight to see so many young faces before me, and it is for their sake in particular that I mention these things. Some of you may say, "How can I gain this facility in the Word of God? How can I know instantly where to turn for an appropriate passage?" I suppose there are various methods. I will give you a little bit of my own experience. In my early Christian life I was greatly helped by reading everything I could lay my hands on that D. L. Moody wrote. Later on, Dr. Torrey came on the scene, and I began to read his books. I remember that he brought out what was called The Vest Pocket Companion. It was a very simple arrangement of Scripture verses under various topics so that one could very readily find an appropriate text on a given topic. That book was very useful to me as an inexperienced beginner. There are others who have adopted the method of underlining specified passages of Scripture with different colored inks: underlining in black references to sin and condemnation; underlining in red references to the death of Christ and the efficacy of the shed blood, and so on. I have not followed that method, but I know others who have found it useful. But let me say this: Such methods are all right to begin with, but you have not developed much if after ten years of Christian work in soul-winning you are still as dependent upon such aids as you were at the beginning. I am quite sure Dr. Torrey never meant his book to be more than an introduction, a method of guidance in the use of Scripture for the beginner. You ought to become so expert in the Word of God that without even the need of colored inks you can turn to the passage that you know is appropriate to the point under discussion. Dr. Handley Moule, late Bishop of Durham, used to say that every Christian should know his Bible as much as a Londoner knows his London. London is a huge city, spread out much more than Chicago or New York. I do not know every street, but I know whether a particular district is north or west or south or east. I know the main thoroughfares and many of the side streets, and that is how we ought to be able to know our way about the Scriptures. We ought to know the large areas of the Word of God. We ought to know the theme of every book and the main lines of the history or the argument of an epistle. Whatever method you begin with, aim at least at that, and use all the aids that will enable you to become proficient in the knowledge of the Word of God. Make much use of concordances, as Moody used to urge us to do, and the other helps that in these days are so abundant. Value of Hard Work Perhaps you say, "If I am going to do this, it is going to involve much time and labor. " Well, my friends, what else do you expect? If you are going to enter trade or industry-if you are going to be a lawyer, a medical man, an army officer or a nurse-in order to become proficient, you have to study hard. You have to live laborious days and pass the most severe examinations and gain a diploma before you even begin your career. As I said at the beginning, there is no higher or more important vocation upon earth than to be a soul-winner. Do you imagine that to save a soul from eternal death is one of the unskilled occupations? Thank God, He can and He does use the humblest and the least instructed believer. The Lord will make you a soul-winner from the beginning if all your heart goes out in desire for the salvation of men and women. But the more you understand the significance of your work, the more you will come to realize that a man who is going to become skilled in the winning of souls is the man who must give diligence to the task and attention to methods by which the Lord can make him more helpful to those in need. Beware of the man who comes to you and says, "Never mind about such things. After all, the apostles were untrained men. " I do not believe that a greater untruth has ever been uttered than that. The apostles attended the finest theological college the world has ever known. For three years they had personal tuition in the things of God by none other than the infallible Son of God Himself. There never was such a college as that in Galilee, when Peter, James and John and the others followed the Lord. In the New Testament we have recorded for us the lessons that those men were taught, so that as we read the Gospels and ponder the things our Lord said to His disciples and the object lessons He gave them in the miracles, we, too, are attending the Bible school of Christ. And when we read Paul's thirteen epistles, we join the apostle Paul's correspondence school. Yes, we have the same curriculum as the men our Lord commissioned at the first to go into all the world and preach the Gospel to every creature. Value of Bible Training Though some here may not have opportunity to attend a Bible school, you have the Word of God in your hand, and you have the Spirit, who gave the Word, as the interpreter. Even though you have no other help, yet with the Word itself and prayer and dependence upon the Holy Spirit, you can become wise in the things of Christ. I have known men who have acquired a liberal education simply because they have steeped themselves in the Bible. Sometimes I have listened to an eloquent message from a simple, unlettered, working man, made eloquent because he has given years to the reading of the Word of God so that it is stored in his memory and has transformed his whole vocabulary. Such is the power of the Word of God to edify and to build up. Remember also that though we may acquire technical efficiency, yet if we lack a passion for souls, our labor will be in vain. We must see to it that our intellectual training does not outpace our growth in the Spirit. As we seek to know how to find the appropriate Scripture to fit every case, so also we must keep flaming in our hearts the fire of a great love and compassion for those who are perishing. I should like to add: A Word of Encouragement We are apt to associate soul-winning with those engaged in pulpit ministry. It may be that I am speaking to some Sunday School teacher, and the thought uppermost in that teacher's mind may be, "If I could be like some of these world-famed evangelists and preachers; if only I could be used of God and see scores coming out for Christ in the public assembly-then, indeed, I feel that my life would be lived for some purpose. But I cannot speak on the public platform. I can only teach a few children." Now, my brother, my sister, remember that you can be as effective a soul-winner where God has placed you as the man who is used by Him to bring about hundreds and thousands of public decisions. Whatever our gifts and whatever our opportunities, we can all have an equal measure, if we will, of the passion for souls. And our special God-given work can be as truly directed to a soul-winning end as that of any other. Among the books that have been of great inspiration to me in past years is The Life of William Carey. Now I venture to say that when year after year William Carey was toiling at translating the Scriptures into Sanskrit and other languages of the East, his literary labor was as truly directed to a soul-winning purpose and was inspired by as true a passion for souls as was the evangelistic work of D. L. Moody on the public platform. Moody would have been the first to acknowledge that. At the end of his forty years in India, how many souls could Carey reckon he had won directly to Christ through his instrumentality? Nothing like the number Spurgeon or Moody saved from their preaching. But Carey placed the Scriptures in the hands of missionaries and native workers, an how many souls have been won since because of the labor of William Carey to give the Scriptures to the East? How Christian Businessmen Help Those splendid businessmen who rallied around D. L. Moody and gave him money to establish his institutions were men who labored in business for the glory of Christ and with a soul-winning purpose. I emphasize this fact for the encouragement of anyone who may imagine that because his own gifts a inconspicuous, therefore, his life is less effective than the lives of others. What value do we attach to a human soul? That is the test by which to examine our lives. If we can move among men who are careless and indifferent, perhaps openly skeptical and unbelieving, and yet not be stirred to the depths of our being, there is something wrong with us. It is so easy to become professional in our work. May God save us from being professional preachers or professional pastors, or professional editors! May God give us fire and passion! Do we value souls? Oh, that men and women may become impressed with the fact that we are in dead earnest! Bishop Phillips Brooks quoted a man who said to a preacher, "I am not really convinced by what you say. I am not sure but what I could answer every argument you have presented, but one thing puzzles me and makes me feel that there is power in your message. I cannot understand why you go to so much trouble and why you labor with me in this way, as if you cared for my soul! " That is it! Many a skeptic has been won to Christ, not so much by argument as by realizing that the preacher believed what he said. A Jewish millionaire went to the Royal Opera House, London, to hear D. L. Moody. One of his friends said to him, "You don't believe what he preaches, do you?" And the reply was to the point, "No, I don't; but he does. And that is why I go to hear that man." Alexander Duff said, "I would stand on a street comer in India, and I would clap two shoes together if thereby I could claim the attention of the people to the things of Christ." When, after 25 years in India, Dr. Duff's health broke down and he had to come home, he was so enfeebled that when he addressed the General Assembly, half way through his address he sank down fainting on the platform. As soon as he revived, he said, "I haven't finished my speech. Take me back again!" Once more he faced that assembly. This is what he said: "Mr. Moderator, if it is true that Scotland has no more sons to give to the service of the Lord in India, then old man that I am, having lost my health in that land and having come home to die, I will be off tomorrow to let them know that there is one old Scotsman who is prepared to die for them. Gladly will I lay down my life on the shores of the Ganges, if only I can plead once more with India to come to Christ. " That is the passion for souls. May God give it to us! An Address Delivered at the 1937 Moody Founder's Week Conference.

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