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I'm Sebastian Dobrincuand I'm a software engineer currently working as a freelancer. I'm also an avid product maker who loves building side businesses and crazy projects. I initially built Stock Trading Bot as a personal research project. I was testing the waters to see if modern machine learning approaches can be used to predict and automate selling and buying of assets in today's stock market, at a much more efficient rate.

Currently I am the sole user. I'm planning to continue working on it with the goal of scaling the bot as much as possible. The idea popped up pretty randomly. I was getting ready to board a flight to SFO and decided to download some podcasts. I felt like trying something new, so I picked a few of the most popular ones from the Finance category.

The host brought up the topic of liquidity, which boils down to 3 measures: Essentially when liquidity is high, investors can successfully trade a larger order close to the current price and within a short time span.

Once they began debating whether or handel bitcoin problem high frequency trading high frequency trading was improving the market by providing liquidity, I switched to the Notes app on my phone and started furiously typing some of the main ideas.

Prior to this project, my experience with finance in general was pretty limited. I had a solid understanding of the fundamentals of trading but not much beyond that. The first one is probably the best piece on finance I've ever read.

It literally answers all those questions any curious person who has ever made a trade might ask. On the other hand, John Hull's book gave me a fantastic introduction on mathematical finance from an applied point of view.

I highly recommend both if you are just getting started with trading. I believe we've reached a peak in the field of AI. We now have both powerful machines and handel bitcoin problem high frequency trading data to process. With this in mind, my inner engineer got excited at the possibilities of tackling the market with today's advancement in technology. Besides that, I have an addiction for creating fascinating projects handel bitcoin problem high frequency trading this was no exception.

The huge advantage is that you are not necessarily starting with a handicap against the big trading firms. That's because when it comes to stock handel bitcoin problem high frequency trading, even microseconds could make trades go wrong — such as your bot falling victim of a faster bot's bait offer. And guess who owns the faster servers and bots? With cryptocurrencies however, these small time increments are not nearly as important. Although I believe it's the golden handel bitcoin problem high frequency trading to be in the Bitcoin market because it's imperfectI quickly abandoned the idea maybe too quickly?

Without boring you with technical details any longer, the solid trading APIs were mostly based on REST, which is not fast enough for what I was aiming for.

For proprietary reasons I will abstain from publicly discussing a lot of details about the technical implementation. Although I get many requests to open-source the project, I believe that disclosing deep details of the models or prediction approach would hurt the advantages that this solutions has over the other handel bitcoin problem high frequency trading bots.

However, for anyone willing to learn more about that, I would be more than happy to discuss in private, to some extent. Long story short, I ultimately ended up going for the stock market, but handel bitcoin problem high frequency trading into high frequency trading in its real meaning. My bot handel bitcoin problem high frequency trading a single position from seconds to minutes sometimes even hourswhich makes it more of an automated trader than a high frequency trader.

The reason behind this is that being an individual trader makes it extremely hard to compete with the big guys, as you're lacking perks such as very powerful hardware, advance trained software, and great locations for your servers. The closer to the stock exchange you are, the faster you receive the information. Large investment servers are literally paying millions to get their servers a few miles closer to the handel bitcoin problem high frequency trading.

Their limitation is 3 requests per second, and this was more than enough for my new strategy. Getting solid historical financial data isn't cheap, and with so many people hitting the providers to scrape and download data, I don't blame them for limiting the offered information. Intrinio is a good provider for real-time stock quotes at very inexpensive prices. However, getting access to more in-depth data would always yield better results. I built the first prototype in a little under a month.

I was working late hours, trying to find time around my daily job as a freelancer. At this point the bot wasn't very smart. It took me about 2 more weeks to feed it with data until my error rate was satisfactory, and another 2 weeks to test it before putting it in production. Summed up, the technical implementation of the current version took about 4 months, with some more improvements along the way.

Since I publicly announced itI've been receiving dozens of offers from trading companies. At the moment the system gives me an edge over other traders. If I sold it, I'd be giving this advantage to other traders and, subsequently, losing my lead. Although I do not exclude a future buyout, I am presently focusing on improving the product and trying to scale it.

One of the things that I plan on doing soon is increasing handel bitcoin problem high frequency trading capital and therefore putting the bot through more trading volume. There are tons of improvements I have in mind, especially on adjusting the position-holding time span, as well as solutions to make it more lightweight, facilitating larger volumes.

I wasted way too much time trying to apply high frequency trading in Bitcoin. At first the idea sounded great, but I was soon facing a lot of technical issues trying to scale the amount of requests. However, I am not yet convinced that it's impossible to achieve true HFT with cryptocurrencies, so it might be something I come back to in the future.

After drifting away from the idea of HFT due to the technical limitations, I looked into a more analytical approach in handel bitcoin problem high frequency trading trading. Most of those concepts couldn't be applied in the Bitcoin market, as it's highly unpredictable, making it hard to shape the models around it.

That's when I decided to stick to the stock market. Another big mistake in the beginning was relying too heavily on models. Instead of trying different approaches in analyzing the data I had, I relied solely on the models for identifying profitable patterns without investing time into other more direct solutions. Models are only simple real world abstractions, and my common sense has saved me more than once.

Now this is not by any means a reliable metric, and there are many factors that affect it. The bot has not been tested enough to guarantee that this isn't just a fluke it might as well be. Large investment management companies would do anything to achieve those statistics, and I'm sure I won't keep up that amount of success in upcoming trades.

The success so far was also greatly impacted by the favorable market conditions, chosen stocks, and the fact that the bot was running intermittently.

I learned this the painful way. Not too long ago the market went pretty crazy, and I'd be lying if I said that I wasn't expecting some major crashes of the stocks I was trading. Although my stop-loss saved me from some brutal losses, had I handel bitcoin problem high frequency trading stepped in at the right time, the bot would've ruined all the profit from the past months. That event really got handel bitcoin problem high frequency trading thinking, and I decided to stop it running for a few days until I fixed that loophole.

This was also a great learning experience for me, and I believe that without going through those ups and downs, I would've never managed to get the algorithm to where it is today. I have no regrets losing time on Bitcoin, as it gave handel bitcoin problem high frequency trading a deeper understanding of how cryptocurrency trading works, which might prove useful some day. Probably my biggest single advantage is being a starry-eyed young dreamer.

To some extent, this allows me to believe enough to put effort into ideas in that others wouldn't. That's what motivated me to persevere in finding those "backdoors" in the market. While many people believe individual traders don't stand much of a chance against the well-equipped companies, I am here to prove that with the right implementation there still is plenty of space in the market. Another immensely helpful resource were the public research papers available online.

In fact, I got tremendous help from papers published back handel bitcoin problem high frequency trading I often found that most of them are easily overlooked, although they contain super useful analyses. Being a workaholic has also contributed a fair amount to this success. I have no issue whatsoever working hours per day.

With time, I developed a very productive and consistent lifestyle, managing to get rid of most distractions. This allowed me time to invest in polishing and researching the different strategies for this project. If you've worked your butt off to build something and give up on launching it, no one will care about it.

We live in a very capitalist society where people will judge you based on real results. No one cares about your initiative and the reasons why you didn't launch. As Sam Altman says, nothing will excuse you for not having a great product. However, not having anything is certainly worse than that. Don't make it perfect from the first version. Test the market first, gather tons of feedback and constantly iterate over your idea.

Although this is not necessarily a customer-focused product yet? Side projects allow you to experiment on crazy ideas without being labeled as crazy. And definitely go for the craziest idea you have in mind. That's how most of the successful companies started talk Facebook, Uber, AirBnb. Every problem has a solution. You just have to be creative enough to find it. I am currently available for freelance work.

You should join the Indie Hackers community! We're a few thousand founders handel bitcoin problem high frequency trading each other build profitable businesses and side projects. Come share what you're working on and get feedback from your peers. Not ready to get started on your product yet?

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Cryptonator exchange

Throughout history, centralized exchanges have repeatedly proven unreliable and untrustworthy. Whether it is MF Global , Mt. Gox , or BitStamp , many people have been cheated because they allowed a 3rd party to hold their funds.

In the modern financial system, these transgressions happen all too frequently within centralized banks and exchanges operating across the world. It is time for a change. Decentralization gives BitShares robustness against failure.

When a centralized exchange is compromised, millions of dollars and thousands of users are impacted all at once. In a decentralized system, any attack or failure impacts only a single user and their funds. Users are in control of their own security, which can be much better than any centralized entity.

There is a fixed cost associated with attempting to hack an exchange or an individual user. The difference is the size of the reward. If you place a multi-million dollar bounty on attacking a specific exchange, then you can expect a lot more effort to be put into compromising that exchange than would be put into attacking your individual account.

Within a given company, multiple people usually have access to customer funds. Currently, all centralized exchanges end up depending upon multiple people who share the responsibility of guarding the secret key that controls the funds. Because of this, being individually responsible for maintaining your own secrets is the only safe option.

With BitShares your trades execute in seconds, just like any centralized website interface. Unlike centralized exchanges, there can be no high-frequency trading, front running, or hidden orders. This puts all traders on a level playing field. On Wall Street, traders go to great lengths to get as physically close to the exchange systems as possible, because their trading bots make decisions so quickly that the speed of light is a considerable factor.

A decentralized exchange is location-neutral, and gives everyone equal opportunity. Every Dollar, Euro, bitcoin and ounce of gold held as a SmartCoin on the BitShares exchange is backed by up to twice the reserves of traditional centralized exchanges. The traditional banking system has long practiced what I like to call fictional reserve banking, more commonly known as fractional reserve banking.

Without any reserves, it is unlikely that an exchange can give you the funds it owes you. By always maintaining reserves, you can rest assured that BitShares is solvent in almost any market.

All of the reserves are kept as BTS held on the blockchain, and they cannot be stolen, because there are no private keys that can be compromised to steal the reserves. You can trade any amount, at any time, from anywhere, without withdrawal limits.

All other legally compliant exchanges have daily withdrawal limits. Those who wish to exceed standard limits must provide increasingly invasive levels of documentation. Some exchanges, such as Coinbase , even limit what you can do with your money after you have withdrawn it. Other exchanges demand documentation of how you earned your cryptocurrency. Other exchanges charge a percentage of your transaction volume. Trade in Gold, Silver, Gas, and Oil in addition to your national currency and cryptocurrencies.

Few limits exists on what can be traded on the BitShares exchange, given enough interest. The BitShares exchange can support assets that can track stocks, bonds, indexes, or inflation. Companies can issue their own stock on the BitShares network and allow easy, low-cost trading with complete protection against naked shorting.

What other cryptocurrency exchange allows you to trade in gold and silver? Learn more about how BitShares creates trust-free digital assets pegged to almost anything. Each of these stages requires a high degree of trust and direct counterparty risk, because they involve an IOU from the exchange. To get the best liquidity and lowest spreads requires a large and active order book, and this means that most people gravitate toward a few core exchanges, leaving everyone exposed to the same counterparty risk.

Moving money into or out of an exchange often incurs a significant time delay, which means that active traders must keep their funds on the exchange.

This magnifies the amount of risk to users of the exchange. It also magnifies the risk to all users in the cryptocurrency ecosystem. Each large security breach results in significant sell pressure, from both the thief looking to cash in their loot, and from regular users hoping to sell before the thief. Cryptocurrencies depend upon a public ledger ,which makes privacy challenging, because everyone can see every transaction. Bitcoin gives every user one or more account numbers, and that gives many people a false sense of security.

People assume that as long as no one knows your account number and you use a new account number with every transaction that no one can tie all of your bitcoins to your real life identity. This is where the large centralized exchanges become a problem. In order to comply with government regulations, exchanges must know everyone they do business with. Since many bitcoin transactions flow through an exchange, the exchange learns who everyone is and can start to track who is doing business with whom.

Coinbase is already closing accounts based upon who you do business with after withdrawing your bitcoins. In order to have even the slightest bit of privacy, the exchange functionality needs to be divided among hundreds of parties who are unlikely to collude to compromise identity.

This is not economically practical today, because the exchange order book creates market incentives that naturally tend toward centralization in just a few exchanges with the vast majority of market share.

There is no reason why the same entity needs to be responsible for issuing IOUs and for processing the order book. It is only because these two roles are combined that we have a tendency toward centralization in the Bitcoin exchange space. If we want to create a decentralized exchange then the first step is to move the order book on to the blockchain where everyone can see it. Later, they receive GatewayUSD and then execute a wire transfer.

They will make their money entirely on transaction fees and not from a percentage of market fees. Unfortunately, simply moving the order book to the blockchain is not enough, because the market will naturally centralize around a few gateway IOUs and the markets for them.

What we need to do is move the trust from individual issuers to the blockchain itself. If at any time the value of the collateral falls below a certain point the blockchain will automatically buy back the BitUSD with a dollars worth of BTS. When you hold BitUSD the value of your holdings will remain pegged to the dollar so long as BitShares itself has reasonable volatility.

Reasonable volatility in this case means that it can handle greater volatility than Bitcoin has ever seen in its lifetime. No legitimate, widely adopted cryptocurrency has ever seen that kind of price movement.

This means that BitUSD is secure against just about everything but an unfixable software bug in the BitShares protocol itself. By the time BitShares matures to the level Bitcoin is at today, we expect the probability of that kind of bug to be similar to that of Bitcoin having such an event.

The impact of a global unified order book is to end all arbitrage opportunities, minimize spreads, and maximize liquidity. By having the trades executed on the BitShares network, we also eliminate high-frequency trading and front running. High frequency trading and front running depend upon centralized exchanges with high volume and deep markets. When the vast majority of trading activity moves to a decentralized, trust-free exchange, the remaining centralized exchanges become much less appealing to high-frequency traders.

Many gateways prefer the low-risk approach of one-for-one redemption and will simply allow the GatewayUSD to float against BitUSD with a small but variable spread in the market. In this mode of operation, the gateway takes care of providing all of the liquidity within a fixed percentage transaction fee. The gateways then compete on offering the lowest possible spread.

This fee will likely be no more than the withdraw and deposit fees that current exchanges charge. At that point, BitShares will be a fully operational exchange with many banking partners and no limits. At no point in time will user deposits ever be subject to default or confiscation by an exchange or gateway. A truly decentralized exchange will have been realized, and the original vision of BitShares completed.

Decentralized Asset Exchange A fast and fluid trading platform. BitShares provides a high-performance decentralized exchange, with all the features you would expect in a trading platform. With this kind of performance on a decentralized exchange, who needs risky centralized exchanges? Decentralized Decentralization gives BitShares robustness against failure. Fast, but not too fast With BitShares your trades execute in seconds, just like any centralized website interface.

Secure Every Dollar, Euro, bitcoin and ounce of gold held as a SmartCoin on the BitShares exchange is backed by up to twice the reserves of traditional centralized exchanges. No Limits You can trade any amount, at any time, from anywhere, without withdrawal limits. With BitShares, no one must approve your account. You have complete financial freedom.

Roles of an Exchange The roles that traditional exchanges perform today encompass: Receiving cryptocurrency and issuing IOUs. Receiving fiat and issuing IOUs. Processing an order book. Centralization Compromises Privacy Cryptocurrencies depend upon a public ledger ,which makes privacy challenging, because everyone can see every transaction. Separation of Powers There is no reason why the same entity needs to be responsible for issuing IOUs and for processing the order book.