Nov 12, · 3Commas is a popular trading bot which works with a number of exchanges including Bittrex, BitFinex, Binance, Bitstamp, KuCoin, Poloniex, GDAX, Cryptopia, Huobi and YOBIT. The bot works 24 / 7 with any device as it is a web-based service so you can monitor your trading dashboard on mobile as well as desktop and laptop computers. Choose BTC Robot v Platinum Plan - 3 Licenses on ANY MT4 brokers of your choice! PLUS, you can trade on all THREE crypto pairs: Bitcoin, Ethereum AND Litecoin! One Year membership for $ one-time + Platinum Support (expedited ticket response & personal one-on-one support). World class automated crypto trading bot Copy traders, manage all your exchange accounts, use market-making and exchange/market arbitrage and simulate or backtest your trading. Fast automated trading, and portfolio management for Bitcoin, Ethereum, Litecoin, and + other cryptocurrencies on the world’s top crypto exchanges.
Trading btc botUltimate Guide to the Best Bitcoin Trading Bots - Do they Work ?
For example, if we only ever traversed the data frame in a serial fashion i. Our observation space could only even take on a discrete number of states at each time step. However, by randomly traversing slices of the data frame, we essentially manufacture more unique data points by creating more interesting combinations of account balance, trades taken, and previously seen price action for each time step in our initial data set. Let me explain with an example.
At time step 10 after resetting a serial environment, our agent will always be at the same time within the data frame, and would have had 3 choices to make at each time step: buy, sell, or hold. Now consider our randomly sliced environment. At time step 10, our agent could be at any of len df time steps within the data frame. While this may add quite a bit of noise to large data sets, I believe it should allow the agent to learn more from our limited amount of data.
For example, here is a visualization of our observation space rendered using OpenCV. The first 4 rows of frequency-like red lines represent the OHCL data, and the spurious orange and yellow dots directly below represent the volume.
If you squint, you can just make out a candlestick graph, with volume bars below it and a strange morse-code like interface below that shows trade history. Whenever self. Finally, in the same method, we will append the trade to self.
Our agents can now initiate a new environment, step through that environment, and take actions that affect the environment.
Our render method could be something as simple as calling print self. Instead we are going to plot a simple candlestick chart of the pricing data with volume bars and a separate plot for our net worth.
We are going to take the code in StockTradingGraph. You can grab the code from my GitHub. The first change we are going to make is to update self.
Next, in our render method we are going to update our date labels to print human-readable dates, instead of numbers. Finally, we change self.
Back in our BitcoinTradingEnv , we can now write our render method to display the graph. And voila! We can now watch our agents trade Bitcoin. The green ghosted tags represent buys of BTC and the red ghosted tags represent sells. Simple, yet elegant. One of the criticisms I received on my first article was the lack of cross-validation, or splitting the data into a training set and test set.
The purpose of doing this is to test the accuracy of your final model on fresh data it has never seen before. While this was not a concern of that article, it definitely is here. For example, one common form of cross validation is called k-fold validation, in which you split the data into k equal groups and one by one single out a group as the test group and use the rest of the data as the training group.
However time series data is highly time dependent, meaning later data is highly dependent on previous data. This same flaw applies to most other cross-validation strategies when applied to time series data. So we are left with simply taking a slice of the full data frame to use as the training set from the beginning of the frame up to some arbitrary index, and using the rest of the data as the test set.
Next, since our environment is only set up to handle a single data frame, we will create two environments, one for the training data and one for the test data.
Now, training our model is as simple as creating an agent with our environment and calling model. Here, we are using tensorboard so we can easily visualize our tensorflow graph and view some quantitative metrics about our agents. For example, here is a graph of the discounted rewards of many agents over , time steps:. Wow, it looks like our agents are extremely profitable! It was at this point that I realized there was a bug in the environment… Here is the new rewards graph, after fixing that bug:.
As you can see, a couple of our agents did well, and the rest traded themselves into bankruptcy. However, the agents that did well were able to 10x and even 60x their initial balance, at best. However, we can do much better. In order for us to improve these results, we are going to need to optimize our hyper-parameters and train our agents for much longer.
Time to break out the GPU and get to work! In this article, we set out to create a profitable Bitcoin trading agent from scratch, using deep reinforcement learning. We were able to accomplish the following:.
Next time, we will improve on these algorithms through advanced feature engineering and Bayesian optimization to make sure our agents can consistently beat the market.
Stay tuned for my next article , and long live Bitcoin! It is important to understand that all of the research documented in this article is for educational purposes, and should not be taken as trading advice. You should not trade based on any algorithms or strategies defined in this article, as you are likely to lose your investment. Thanks for reading! As always, all of the code for this tutorial can be found on my GitHub.
Bank Wire is the most common withdrawal method offered by most brokers. FxChoice provides numerous options by which you can withdraw your profits that you earn with our BTC robot. You can also withdraw your profits either as Bitcoins or in USD. What is new about this latest BTC Robot 2. The great thing about our very latest BTC Robot v2. Ethereum is the latest upcoming contender amongst the Crypto-currency world, while Litecoin has always been considered to the Silver version to Bitcoin's Gold.
This is a perfect choice to diversify your Bitcoin trading portfolio by adding another powerful instrument. That gives us a unique opportunity to triple the profits from crypto-currency trading by expanding into the new untapped market of alternative crypto-currencies. The future is one step away from you.
We will assist you with installing the robot on the Metatrader4 of our preferred broker, FxChoice! But you are not limited to this broker alone, you may run BTC Robot v2. You already missed the early founding Bitcoin days with mining opportunities. It's still not too late to jump in on the train that is about to leave. Pioneer this kind of currency trading with an unlimited potential of future growth.
To be a successful moneymaker, you need to stray off the beaten paths Who knows what will happen in a year from now? What if everyone owns Bitcoins by then and the market volatility sinks? Thousands of people are buying Bitcoin everyday The Bitcoin robot is backed by our 60 day money back guarantee You can try it out for a full 60 days, all the risk is on us.
Make sure you secure your financial freedom and don't miss it. It's up to you now to take action and secure your own passive money earning Bitcoin robot Right Place. Right Time. Right Idea. Watch The Video Below! Currency 2. Here is why! According to the latest research, Bitcoin and crypto-currencies are not just another stock or investment bubble but should rather be compared to Email, Websites, MP3 and early tech stocks instead. It's a technological innovation that, to a large extent, may replace previous payment methods in 5 stages:.
We are already in the midst of the stage called Exponential Growth. The more people use this new Bitcoin technology, the more useful it gets for everyone involved. This effect accelerates the adoption. With crypto-currencies, we're at the beginning of this stage.
The benefits of cryptos increase as more people have wallets and more merchants accept it! You could be among the first pioneers who take advantage and reap all the benefits and profits! Embrace the new e-currency, free of any government and bank limitations. It was created in as an online currency that isn't controlled by the U.
This may seem high until you realize its value today! That's a x times value increase! While you may think Bitcoin is solely a digital currency, it is already taking over the world with thousands of real-world ATM machines that let you exchange Bitcoin for traditional cash!
Nowadays, you can use Bitcoin for almost everything: purchase music, software, hosting, video games, betting, auctions like eBay You can even rent apartments and buy houses using Bitcoin!
This is a crucial to start your own BTC trading right now before the price will skyrocket and you might miss all the profits! Just a few years ago, the only way to profit was through so-called "Mining". Real-time proof: Bitcoin Robot vs. Holding Bitcoin. Forex is DEAD! And now with the very latest BTC Robot v2. It can be yours right now and it's a piece of cake to install! Setup your robot now! Choose BTC Robot v2.
Choose this option if you prefer to trade the robot from your own computer! Join our best-saving GOLD plan! Best Value for Money! Bitcoin is a young growing market. A relatively small number of Bitcoin exchange marketplaces ensure huge price fluctuations during the trading day, which our robot takes advantage of. The higher the market volatility, the higher the profit. Leverage trading: Grab the opportunity of making profits from Bitcoin with HUGE leverages, such as to , provided to you by MT4 brokers, meaning that you won't have to risk much to gain lots.
The robot is analyzing the prices in all Bitcoin exchange marketplaces in real time, exploiting the gaps and using two different trading strategies to take advantage of almost bulletproof profit opportunities.
Also, easy-to-use installer for other brokers. Nothing more to setup or configure. Once the robot is activated, it will trade for YOU. Withdraw profits. No backtests, NO what-ifs! This is not a scam bot or other cheap B. We united our efforts with a team of the brightest Bitcoin traders and programmers from Russia.
Yes, it was not easy. Over 2 years in development, plenty of trial and error. The bottom line:. We did it! It works and you can see the proof. This account could be yours! Do I need a brokerage account? When you sign up for our BTC Robot 2. But you are not limited to this broker alone, you can trade with BTC Robot 2. What are the benefits I will get for signing up with your preferred broker?
If you sign up with our preferred broker, FxChoice , then you merely have to install their Metatrader4 platform and we will provide you with an easy-to-run installer for BTC Robot 2. BTC Robot v2. Do I have to fund my live account with Bitcoins only? It's harsh but money is not produced from thin air. It comes from losers that don't have advanced tools like our Bitcoin robot and keep trying their luck with old outdated manual systems.
How much money do I need to start? Thousands of dollars?? You are trading only with your own funds while employing large leverages from MT4 brokers, meaning the risk of losing all your money is small to non-existent, as long as you use reasonable lot sizes and do not overtrade your account. Obviously, our robot is not a crystal ball and you will have some losing as well as winning trades. The goal is to make a solid NET profit monthly. What if my internet connection gets interrupted during trading?
No problem. The robot will resume trading from the point it left and catch up on the trades. However, if you experience constant internet connection issues in your area, it's safer and more profitable to sign up for a VPS for uninterrupted trading!
What if many people trade it, will it become less effective? The beauty of our Bitcoin trading robot algorithm is that it uses a special trade stealth technology which allows to separate different traders and avoid all of them taking the same trade at the same time and overloading the market liquidity. This way robot stays effective even if many people trade it independently. Is it better than trading on regular Forex pairs? Less risky. More profit.
No bank regulations and fees. You get all the profit. No bank holidays. You get profit around the clock. No need to install Metatraders and other complicated software. No need to sit and watch charts. No need to buy expensive VPS servers. Do you trade it yourself? If it is so good, why would you sell it? The world has changed. And so have the tools! Is it safe to give my account to robot to trade? Get in on the Ground Floor of this Breakthrough Technology!
You are on Mac? You keep what you make! We make only small money on license fees and there are no hidden costs or recurring payments! It's time for you to take action and secure your spot.
Remember, the early bird catches the worm. Be a Pioneer! What People make! Sincerely, the Bitcoin Development Team. I am real excited about bitcoin, my friend told me after snowden situation it is the only way to stay anonymouse with money!!!! Yes, our BTC Robot 2. First day already profit! But you can run BTC Robot 2. Yes, you have two options: Our robot comes pre-installed with FxChoice and Tallinex metatraders, which are Windows based software which trades from your own computer So yes, it must be on at all times while trading.
If you'd rather not keep your system on all week, then we suggest you sign up for a VPS at either FxChoice or Tallinex. Nothing to setup. We don't have any trial versions. However we have 60 day money back guarantee. So there is no risk. You can easily sign up for a demo MT4 account at any of our preferred brokers. Trading Bitcoin with our robot is easier than anything you have done up until now If you're capable of clicking a mouse and downloading a file then this will work for you - guaranteed.
I don't believe in backtests. Always run on forward testing. I buy my robots, forward test them for 2 to 4 weeks and see how they do. Then I decide if I should run them on a live account. I believe Btcbot can be a winner. You are trading only on your own money without taking huge leverage from the brokers, meaning the risk of losing all your money is small to non-existent.
I just bought btcbot! Member area is awesome!