[Article] Nakano, Masafumi and Takahashi, Akihiko and Takahashi, Soichiro, Bitcoin Technical Trading With Artificial Neural Network (May 19, 2018). Physica A: Statistical Mechanics and its Applications, Volume 510, 2018, Pages 587-609. Available at SSRN: https://ssrn.com/abstract=3128726
Bitcoin mentioned around Reddit: "As the neural network of #IoT devices builds over the next 10-yrs we will need a universal data exchange and a method to trade value for data" - Head of Design, Internet of Things @Amazon AWS on IOTA /r/Iota
Predicting Bitcoin Price with Machine Learning and K-Clustering Unsupervised Learning
I'm trying for some time now to develop a neural network that can predict bitcoin prices. Bitcoin is a great asset for such an experiment because it has fewer fundamentals than the other stocks or derivatives and it relies more on technical analysis than other assets. Nevertheless, it is impacted from time to time by the news and other events in the crypto-world. I am working with TF (tensorflow) + Keras and LSTM (Long-Short Term Memory) cells to try and predict future prices. If I let the network guess freely, from some point onwards, without feeding the price of the tick before, the predictions look like this: blue- real price / red-prediction (without feeding price at every tick) blue- real price / red-prediction (without feeding price at every tick) If i adjust it at every point in the dataset (feed the price of the tick before), it is needless to say that the graph of predictions is way more precise: blue- real price/red- prediction (with feeding the price of the tick before) There are few steps I would like to take to improve this
Factor in Technical indicator (BB, Ichimoku Cloud, SAR, etc...
Place a factor for fundamental analysis in the dataset (for example, a score for the positivity of the news at that specific tick (0=bad news for btc, 10=great news)[/li]
Collect data from the order books of the largest exchanged and factor in the order book states at every tick
Unsupervised learning and K-Clustering to find co-relations between bitcoin and other foreign currency (for example, it might be that there's an inverse relationship between bitcoin and the Yuan (generally when Yuan drops, Bitcoin rises). K-Clustering can find such relationships
Merging all of the above into a trading bot that aims for around 30%-40% return a year
Does anyone pursue such a goal? If yes, would you like to share the accumulated knowledge/ideas? :D This is a serious project and currently, only me and two of my partners are involved in it, but we could sure use some more man-power. I'd also like to know if someone would like to fund such a venture and get involved. Cheers to you all!
Quitting my job for 2-3 months to change my career
Hi All, Edit: Thank you everyone for sharing and advising me on this decision. Though tempting I think I'm going to hold off on quitting. If there's one thing that's clear across all of your responses, its that holding any job, even if it's unrelated, helps get me a new job so for now I'll suck it up and stick with it. ** I apologize for the life story in advanced but if this does gain traction I want to answer most of the questions upfront. TL;DR at bottom. Long time lurker here and I've seen a few posts that somewhat describe what I'm planning but I figured that I would share with you guys my plan to hopefully get some feedback from people in the field. My Background: I recently graduated from college (WIT, August 2018) with a degree in Computer Science and Mathematics and currently work help desk at a medium sized financial firm in Boston (300 Employees, ~$100 Billion in AUM). I do some quasi DevOps stuff here and there (heavy emphasis on quasi. Basically some Power-Shell scripting, expanding Production sever drives, pushing developers SQL code) but for the most part my day consists of taking help desk tickets and setting up new hires every week. This job is HELL to me... mostly because it's far from stimulating and in a field that I have no interest in and have been stuck in for too long IMO (Highschool = Local Computer store, First Co-op = Helpdesk, second Co-op = Systems engineer). I want to transition to data engineering and then eventually machine learning but I know that it's a long road, hence why I would start with data engineering/science and then transition. This presents the conundrum, how do I transition from help desk to data science/engineering? In collage I took two machine learning classes and worked on three projects that are geared towards Machine learning but they are rather far apart in complexity.
(Language - R, Rstudio) During my junior year in college I was taking a Machine learning class (Math focus, learned about Naive Bayes, Decision trees up to SVM, PCA) during that time I worked on a rather simple Reddit sentiment analysis bot. It's honestly nothing to write home about, I mostly leveraged functions from libraries and PRAW more than anything and its as vanilla as it gets.
(Language - Python 3.6) Second project was my Senior capstone project that I teamed up with a friend on. We decided that in 3 months we were going to try and write a Bitcoin trading bot based on Neural Networks, SVM's and Technical Analysis. Now there was a lot wrong with this project.....like a lot. In that my friend and I were ambitious but uninformed and thought that if we worked hard enough we could make anything happen having pretty much zero knowledge of the challenges that faced us.
Fast forward to the end of the semester I had created this SVM that did OK (~3% over market) on up-trends but epic failed it's way into double digit negatives during a down trend.
My friend worked on an LSTM Neural Network that he barely understood and after enough poking, he got it to trade decently during down trends (Lost about ~8-10% during a 50% loss) but did poorly on up-trends.
Nothing impressive for results but god dam did I learn a lot!
We had to find data sets, parse them, understand how time series worked and try our best to create something from the ground up. We had very little guidance but scored well in the end for our presentation and ambitious goals.
## To me this was my first serious machine learning project. ##
(Language - Python for testing, MATLAB for final) After that I joined my professor for an independent study and worked on a research paper for an IEEE Competition. It was on Evolutionary Algorithms and we ended up getting accepted into the competition and as a result our paper will be published sometime in August when they release the proceedings. This is easily my most impressive feat in the world of development and Machine learning/AI but it leads into my bigger problem.
Aside from the previous projects I have very little development experience outside of the classroom. I have no professional development experience and it's been impossible to gain any traction in that field as all of my professional experience is in IT. My strongest programming language is Python but because I don't use it at all at my job, I feel myself loosing touch. My Goal:
I want to quit my job and give myself 2-3 months runway to take advantage of every online resource I can get my hands on to beef up my resume / practice coding and prove to employers that I can be a data scientist.
So far I want to master the following:
Andrew NG's Machine learning courses (all of them)
Kaggle courses/competitions
HackerRank, etc.
Take any projects that I end up doing for these courses and post them on my github.
I am aiming for at least 6 hours a day for ~60-90 days or 360-540 hours working towards this goal. I have the background so I'm not starting from nothing and expect that I will blast through a lot of those courses within the first month giving me time to come up with a substantial project to use as my major achievement for this time off. My angle to employers is that I was frustrated with my lack of growth and took things into my own hands to further my career, but worry this can be misinterpreted many different ways. As for Expenses: I have close to 15K in savings and have budgeted out ~2.3K a month for all my expenses (Rent, car insurance, food, utilities and BS expenses like coffee or lunch out). If I take 3 months off of work given my burn rate that leaves me with ~8K left in savings. I also have about 5K in my 401K so if need be I could pull on that if it were an emergency but I am aware of the tax repercussions and know that it's only an option in a true emergency. My Backup Plan: If for some reason I can't find a job after 3 months of building my resume and web portfolio I will give in and apply for yet another IT job. My question to you kind redditors:
IS THIS A VIABLE ROUTE?
If you were hiring and saw a resume that described what I am planning to do would you be interested? My main goal here is to get my foot in the door, where ever that is.
TL;DR: Recent College undergrad with degree in CS and Math looking to drop current job as a Desktop Engineer to work for myself for 2-3 months and build my resume with online resources into a qualified data engineer / scientist. Have a minimal background in ML/Data scientist but have enough experience to understand the concepts and Math behind it. Thank you for reading my long post and I really appreciate any and all feedback.
Crypto Trading Bots: The Servants That Make You Rich
The classical stock market has its phases, since it sleeps and awakens to resume trading. Unlike the traditional financial market, the crypto market never sleeps and trades nonstop. Such an approach can be quite profitable for those who resort to modern means of replacing themselves at the screen to go to sleep and let trading continue in automatic mode. The advent of trading bots allowed not only traditional market participants, but also crypto market enthusiasts to make profit nonstop at speeds and functional capabilities that humans will never be able to achieve.
Trading Bots
In essence, trading bots are software programs that are installed as add-ons on financial software interfaces. Acting as automated trading operations facilitators, the trading bots execute strategies and actions that they are programmed to perform by the traders. Trading bots can place buy and sell orders based on parameters and algorithms, while more advanced models of bots are capable of conducting in-depth analysis of financial markets to reveal profitable avenues and approaches to strategies. The bots themselves rarely take action on their own, as traders program them to analyze market volumes, cups, dynamics and other parameters to act based on a pre-determined strategy. Though highly popular on traditional markets over the last decade, trading bots are quite restrictive in both their price, which can start from $10,000 on a Bloomberg trading terminal, and their limited functionality. However, the advent of blockchain and cryptocurrencies together with AI and neural networks has allowed trading bots to evolve into more advanced constructs capable of relatively independent “thinking” that allows them to take action based on a variety of aggregated datasets.
Cryptocurrency Trading Bots
Cryptocurrency trading bots have arisen together with the advent of crypto exchanges. It did not take programmers long to develop bots capable of monitoring the crypto market and executing strategies. The similarities between the crypto and traditional markets have made the transition even easier. Like their traditional counterparts, cryptocurrency trading bots act on the basis of data they aggregate from a variety of sources, namely the crypto exchanges. They analyze market parameters and execute the strategies that the traders program them to perform. Cryptocurrency day trading bots are the most popular type, since day trading still provides the biggest scope of opportunities for making profits on heightened market volatility. Bitcoin buy and sell bots are some of the most popular constructs tailored for the market. The logical arising question of how to make a cryptocurrency trading bot is a fairy popular one on the web, and the answer is not as simple as it would seem. Making a crypto trading bot is the job of traders/programmers who are qualified enough to make a piece of software capable of coping with vast amounts of financial data. In fact, cryptocurrency trading bots are available from open sources on the web and there are dozens of template software samples available to tailor any need. The internet is also awash with crypto trading bot reviews, which include Bitcoin arbitrage bots, day trading bots, specialized crypto coin trading bots and many others. Apart from expensive and highly advanced crypto trading bots, there are also free models that are available to average users. The constructs available range from beginner to advanced trader level in their complexity and user interface friendliness. Apart from average trading bots, there are also arbitrage bots, which are also software programs that have features allowing traders to set up a variety of parameters that will directly affect the bot's behavior. With such an approach to trading, the bots can enter various exchanges that support them and trade in autonomous fashion on the trader’s behalf. The main advantage of arbitrage bots is that they can make instantaneous decisions depending on asset price movements to make profits for the trader.
The Main Types Of Strategies Used By Bots
Since trading bots largely act as avatars for traders, they mimic the strategies that the traders program them to execute. Some of the most popular strategies that bots are used for are the following: Trading on the exchange is the classic norm under which a bot is programmed to buy or sell some assets at predetermined prices by placing buy and sell orders. Arbitrage is the simultaneous purchase and sale of an asset for the purpose of making a profit from an imbalance in its price. Identical or similar financial instruments on different markets or in different forms have different prices, and by exploiting those differences, the bots make profits for the traders. Market making is the third most popular strategy employed by trading bots. Namely, market making is the execution of strategies or sell-side methods designed to capture spreads, otherwise known as the difference in price between buys and sells. In essence, the bots act as market makers, essentially acting as a guaranteed counterparty for other traders that are single directional in the market.
Other Useful Features
Trading bots are not only about trading, as there are some constructs which were designed as assistants to traders rather than as direct replacements or avatars. There are bots that are designed as market dynamics analysts, others act as aggregators of information that provide detailed market charts, while some are deigned to filter out useful information in news backgrounds that can affect asset prices. The variety of bots on the market is immense and they have been around for far longer than the crypto market itself. In fact, many bank tellers, online shop assistants, even surveillance systems are actually bots, which have been designed to perform specialized features. The same applies to the crypto market, where the merger or AI and neural networks has given birth to invaluable constructs that help traders and enthusiasts make sense of the market.
Indian scientist applied deep learning technology to predict crypto asset prices
https://preview.redd.it/oktnod9e6e241.jpg?width=900&format=pjpg&auto=webp&s=ee6deeef9cc06dcb25bbd76ac0dd14baaaa1913f A researcher at the Vellore Institute of Technology in India has proposed a method for predicting crypto asset prices using a long short-term memory (LSTM) neural network. Data processing and analysis specialist Abinhav Sagar demonstrated in his blog a four-step process of using machine learning technology to predict the prices of crypto assets in real time, which are "relatively unpredictable" compared to traditional markets. According to Sagar, although machine learning has achieved some success in predicting stock market prices, its application in the cryptocurrency industry has been limited. In confirmation, he stated that the prices of crypto assets fluctuate due to the rapid development of technology, as well as economic and political factors and security issues. Sagar's proposed four-step method includes: 1.the collection of data about bitcoin in real time; 2.data preparation for neural network training; 3.prediction testing using lstm neural network; 4.the visualization of the prediction results. To train the network, Sagar used a dataset from CryptoCompare, taking into account price, trading volume, highest and lowest price value. He posted information about the project on GitHub and described the features he used to normalize data values in preparation for machine learning. Before charting and visualizing the results of the network forecasts, Sagar noted that he used the absolute error of the mean as an estimation measure, which measures the average of errors in a set of forecasts without regard to their direction. #AI #forecasting #India #rate #altcoins #bitcoin #Analytics
http://www.btcpredictions.com Hey guys, I posted a link to this project I've been working on a couple of weeks ago but I just recently made a notable and interesting (in my opinion) addition. This website shows predictions for bitcoin prices made by software that uses artificial neural networks. The 24 hour and 5 day predictions are performing pretty well, and I just added a 20 day prediction chart. The software making these predictions is still very much in a beta stage and the predictions are still far from reliable, but it is interesting to see where trends seem to be heading!
BetBox, found online at Betbox.ai, aims to turn sports betting into an alternative asset class. To do that, BetBox has created a hedge fund that uses machine learning and deep neural networks to make intelligent predictions. The hedge fund’s strategy is implemented by a large team of BetBox researchers. The fund ingests 1.6 million pieces of information daily, then runs that information through proprietary technology and algorithms. The ultimate goal of the hedge fund is to provide capital growth by investing in sports betting markets through algorithm-based trading. To help achieve that goal, BetBox is conducting an ICO over November and December. Ultimately, BetBox aims to introduce AI-driven trading to a market that many people believe is unpredictable: “Betting has always been pointed out as an unclear, obscure and unsecure market. That is correct if you perceive it from an emotional point of view: you bet on your dream team and you lose, but you will still continue to bet on your dream team. That is not rational, that’s emotional. What if we changed your perspective and looked at this market in a functional way, as an investment opportunity, a chance to diversify your income portfolio?” Basically, BetBox believes there’s an opportunity to use data to beat bookmakers in multiple sports worldwide.
How Does BetBox Work?
BetBox combines fully automated and scalable AI technology with deep neural networks, machine learning, and a “performing infrastructure architecture.” BetBox’s data-driven approach was built with the goal of developing sophisticated trading models for the sports betting market. That hedge fund analyzes 1.6 million pieces of information daily using algorithms and proprietary technology. These algorithms are designed to make predictions in sports betting markets. The fund will not invest more than 10% of its assets under management (AUM) into each BetBox algo-trading model. The fund also has an annual management fee of 3%, plus a performance fee of 30%. Performance fees are uncapped, so there’s no maximum fee. The BetBox whitepaper outlines the optimal betting strategy that will be used by the platform. That strategy will be used to conduct automated betting across multiple sports worldwide. The end result is a hedge fund built to achieve maximum profitability from a market that many had previously believed was unpredictable.
The BetBox ICO
The BetBox pre-ICO begins on November 9. All BetBox tokens (BETX) give you the right to receive 20% of the BetBox hedge fund’s net transaction revenue. 31.1% of the crowdsale tokens are being distributed during the pre-ICO. There’s a hard cap of 7.8 million BETX for the pre-ICO, with a soft cap of 746,093 BETX. The price of the token will be 0.0034 ETH during he pre-ICO, with no minimum purchase amount required. The pre-ICO is scheduled for November 9, 2017 to January 18, 2018. Anyone who purchases BETX tokens during the pre-sale will receive one “GiftCoin” for each BETX they purchase. Each GiftCoin allows investors to enter the BetBox platform any time for one entire day (24 hours) and see how they invest on European Top Players. More Information https://betbox.app/ Bount0x ID : hllelek33
Tierion (TNT) is about to explode! Upcoming Mainnet Launch!
Tierion (TNT), most comparable to Factom (FCT), is about to launch their mainnet in just a few hours which is huge, migrating their customers over to the new blockchain, along with announcing a masternode style setup for holders. Announcing new partnerships this month, as well as being listed on bigger exchanges very soon. Here's a quick rundown: Factom Marketcap: Currently $148,072,067 / ATH $324,450,316 Tierion Marketcap: Currently $48,395,983 / ATH $86,083,902 They've been previously anchoring data to the Bitcoin and Ethereum blockchains using their Chainpoint tech, which has unlimited scalability and is easy to deploy for companies. They intend to build out a broad and wide network that will require utilization of the TNT tokens, which will be used as a method of settlement between parties to access network resources, as well as an incentive for network participants to operate and secure the network. Use Cases Since launching in June 2015, Tierion has been used by many organizations in a wide variety of industries. Several open source projects have adopted the Chainpoint protocol. Here are some examples that demonstrate how the technology is being used. MICROSOFT: Attestations & Data Integrity. Microsoft and Tierion are collaborating to build a service to generate, manage, and validate attestations e.g. credentials associated with your work history. PHILIPS: IoT Data Provenance. Collect data from MRI machines to create an audit trail of its maintenance, usage, and calibration history. Prove compliance with regulations and safety inspections. BLOCKCERTS: Blockchain Verifiable Credentials. Blockcerts is an open source project that emerged from the MIT Media Lab that uses the Chainpoint protocol to issue blockchain verifiable education credentials. VERIFAI: Machine Learning Auditability. Verifai creates a cryptographically verifiable audit trail to prove how a neural network has been trained. Verifai marks the first practical use of blockchain technology in artificial intelligence. Extras
An established company before starting their ICO, already has customers and clients.
Strong business partnerships with Microsoft and Phillips.
Only on small exchanges, it's just a matter of time before it's on Binance/Bittrex/Poloniex.
35% of the coins are locked up for rewarding those who run a node, slowly across 8 years.
A large portion of the circulating supply will be running nodes, reducing available supply on exchanges.
Also, you'd might want to know that a massive investor in the Tierion ICO was Vitalik Buterin's investment company - Fenbushi Capital. Highly recommend you do your own research and you'll understand how undervalued this gem is. Happy researching! Useful Links Website Token Sale Website Whitepaper Sub-Reddit TNT Trading on Liqui
WARNING: BITMEX LIQUIDATION ENGINE. back to square 1 for me
I must start by saying this is my personal experience. It comes with a bit of a read but the warning is within the story. I share what I know from testing and past success. Feel free to read backstory or just jump to BITMEX AND LIQ. ENGINE QUICK BACKSTORY(read if you want main story below) So let me start by telling you that I had the opportunity to buy bitcoin back in 2012 when it was trading around $5 USD a coin. I was going to put a little bit of my money into it but due to me being in high school(in 2012) and finding the internet rather annoying at that time. When I came upon Bitcoin in 2012 I read into it but due to me not really understanding economics, passed it off as other internet fad and did not pay any more attention to Bitcoin or blockchain at all. Here we stand a few years later but its fine sometimes we miss opportunity. That said, I started getting more involved this space a bit before the big uptick we all experience in December. Here is where the story really begins. So I began trading some of my money and began to learn and understand what I was doing. Essentially doing my homework and putting in the studying hours to understand Technical Analysis, past market conditions, compared to current market conditions. Literally anything I could get my hands on to progress my knowledge in the field of trading. Equally I was putting money down and not always making the best decisions which by my experience has always been the best way to learn. Either way, I began to understand what I was doing and began trading some more of my money with a success rate I was rather happy with. I ended up leaving college because I told myself that this was time better spent. I left my job because I was making more money doing this. I even sold my vehicle because I was sure I could make it back. This is when I found out about Bitmex and equally found out that in the US we are not aloud to use it. Ok fine. I was trading my money and was satisfied with what I was making. Unfortunately sometimes life happens. I experienced a life emergency that required me to get my hands on any funds I could so I sold basically all my holdings to take care of what was immediately at hand. Life happens. BITMEX AND LIQ. ENGINE Recently I got the opportunity to leave US and come into a region where BITMEX is aloud. I got very excited and told myself it was time to try it. Let me start by telling you that trading on margin is nothing like trading with your own money....whole different ball game that I did not expect. But I embraced it and told myself I was up for the challenge. When I started I first started trading here the returns where almost unreal. If I was not convinced I could do it before. This sold me. Now ill share that before I had the chance to become profitable here I lost a significant amount of money on MEX close to 1000 US dollars before I really got into a trading strategy that worked for me. A lot of money a lot of man hours.($1000 a lot for a person building in life) Here is where it really begins and what I feel is actually going on within BITMEX. Once I became moderately successful in trading on BITMEX, almost immediately did that change. It all started with an 800% ROE I made. Right after this is where BITMEX literally began to liquidate my account. Ill think ill deem it appropriate to share with you that I am not just some person who wants to make money on the bitcoin trend....no, I began making a living out of this. and when I say I developed a working strategy this essentially means one or 2 trades a day where I wait for nice uptick or the inverse and close in profit. BUY & SELL orders in place. moderate stop loss but equally not taking risky trades or attempting to scalp. There is a reason people say dumb money and in my opinion, this is not who BITMEX is targeting, people who want to buy at the peaks and sell at rock bottom essentially liquidate themselves. They are not the issue. Nor are the big players or real market makers the targets because at the end of the day BITEMX makes out nicely from maker makes. Who BITMEX targets are individuals like myself who take time to read charts do appropriate TA and understand overall market conditions before taking any position. People who take time to learn and begin to make a moderate profit. Moderate profit takers are, at the end of the day, a problem for BITMEX and must mean that if we are being paid out at too high of a rate, essentially we are biting into their own profits. After that 800% ROE it was almost as if my trading strategy or myself was targeted because after I that, I have yet to make another successful move, even on this ginormous uptick. Even when my trading strategy began to not be the most efficient, I built on it. Like any good investor would....we must adapt to market conditions. Here is what I honestly think is happening. In our modern day of AI it is not to far fetched to think that a profitable company such as BITMEX has created an algorithm that essentially acts directly agains profitable individuals. . Having a large holding is one thing but having access to immediate information on trading information, where buy/sell are placed, above or below the market. Information on stop losses and Liq. price are all crucial pieces of information that they have access to. It is not to difficult to write up a neural network that takes all of the above information(BUY/SELL orders, Liq. price, stop losses ) and is told to work within certain perameters to either Liquidate or come fairly close to average liquidation price simply to scare off potential investors. This is what i suspect is happening. It would very much mean nice profits off of individuals closing unfavorable positions in current market conditions. I am not just suspecting this, I have tested it. I have put even more of my own money down just to prove myself right and time and time again my suspicions come true. Today I write to you all as a fair warning that I am almost definite BITMEX works agains individuals like myself and moderate profit takers like me. I am currently in a very unfavorable life situation because of this liquidation algorithm they have. Currently I have no BTC holding because what I was using to build up essentially was taken by BITMEX. Let me tell you that I am not over leveraging, Let me tell you I don't put down on a position unless I am comfortable and full in well knowing that there is a chance to lose my money and equally let me tell you that I am not just jumping into positions....my positions are calculated and thought out as are my exit points. But to experience what I have here really hurts and I am not an emotional individual but really, within this situation I feel physically sick and a real ache in my heart. This is followed full in well with knowing the current worth of BTC and knowing the overall direction we are going. I have given up my whole life, have been making money doing this, and was saving to move forward within my situation but to be reduced to not having any holding........... I'm sorry but this takes me back and makes me feel as if my last year has been wasted and have nothing to show for it. I am a good person and do good for those around me, especially my family. I do no harm or foul to anybody in this life and I mind my space and business. I follow the good man above faithfully and recently have even began to question that, simply because of some of the things I am Immediately being dealt in life. Please use this as a warning and know that if youre trading on a platform such as BINANCE, BITFINIX, HUOBi, KRAKEN or any another exchange that does not allow margin trading but where you trade with your own money... stick to that. At the end of the day its yours and nobody is attempting to swoop what is yours right from under you or keep it safely on a hardware wallet. Now, I joke with you not. I have to go back to getting a regular job and have no education behind me....not even transportation to get from point A to point B. Good old fashion walking. I can't even go trade my way out of this one because I have nothing to trade with ha. I came into this space hoping for a bit of financial freedom from my immediate situation. No lambo goals simply wanted to make extra money. When i got to reap some of those benefits it was the best. Now I sit here with 0.000000000BTC to my name and feel nothing but a feeling of hurt. I even feel a bit upset knowing that it was not even taken from me by a person...that would have been better because this one person would have used it. It was taken by the damn exchange. Be careful and know that even if you play it smart in this life....things happen **For demonstration purposes/ check back soon** Im going to post to you my BTC address here so you can see the 0 balance, those transactions that you see to BMEX are the funds I used to run my testing on this suspected algorithm and its workings. Im going to tell you that, if you remember me and this story check back to that address next year and we will see how far we have gotten after this mishap. A reddit experiment if you will. 3NKSRiLW7iiSq695Vf8hN4uVkmhvCPtnVw
CEDEX is the First Certified Blockchain Based Diamond Exchange Website | Linkedin | Facebook | Twitter | Youtube | Bitcointalk | Whitepaper | Lightpaper Visit the website and click the telegr*m link and join too~ CEDEX.com is a global exchange that focuses on bridging the gap between the traditional diamond industry and the innovative financial markets. With its extensive industry knowledge, CEDEX wants to engineer a ground-breaking change – enabling people to liquidate and invest in diamonds like any other financial asset, in a transparent and secure way. The CEDEX exchange enables anyone to invest in individual diamonds, shares of a high- value stone or shares in a basket of diamonds (ETF). Investors, buyers and sellers have full confidense because the diamond value is transparent, using the DEX, our machine learning algorithm and blockchain technology that rates a diamond’s asking price; liquid because it creates a two- sided market by enhancing both the supply and demand, and fungible because CEDEX creates a unique benchmark value, rate and contract for every stone. The TechnologyDEX – The Intelligence Behind CEDEX DEX, our proprietary machine-learning algorithm has been created to bring transparency and coherency to the diamond financial market. The DEX comprises three main elements: gemological composition of individual diamonds listed on CEDEX, diamond market financial indices and global inventory analysis. Diamonds are onboarded to CEDEX and classified by categories. The DEX has been designed to incorporate artificial neural network technology using all available diamond data. Try DEX for yourself! See how easy, open and transparent it is to invest or trade in diamonds through CEDEX. Our DEX Beta version will give you a theoretical price for your diamond and rate it by its relative market value on the spot! (for round carat stones 0.3, 0.5 and 1.0 carats. Once the DEX is fully developed it will be able to provide all type/size diamonds) CEDEX Coin – Powering CEDEX Exchange The CEDEX Coin is an ERC-20-compatible token traded over the public Ethereum blockchain. It will enable our participants to purchase diamonds on the CEDEX, transforming their assets into diamonds. Use of the CEDEX Coin will be driven by trading volumes generated on the CEDEX.com exchange and the demand of the diamond ecosystem. The CEDEX Coin will be listed on all major exchanges and will be transferable to other cryptocurrencies and fiat currencies. The CEDEX Coin will be the only means of payment used on the CEDEX exchange. The CEDEX Coin amount is limited and coins offered on the sale that will not be bought will be burned. The Team Saar Levi | Ronen Priewer | Boaz Hillel | Yael Eckstein | Gadi Hayat | Evgeni Kif | Avner Lewnstein | Aviv Balassiano | Itay Regev | Kateryna Gordieieva | Calvin Hau | Aleksandr Rebenok Advisory Board Alex Norta | Asaf Lahav | Christopher Bell | Eyal Rosenblum CEDEX COIN TOKEN OFFERING The CEDEX Coin offering is organized and executed by the Token Sale Company. The Token sale event will last up to 40 days, starting on January 12th, 2018 (19:00 GMT) and ending either on February 26th, 2018 (at 19:00 GMT) or when the maximum cap is reached.
The maximum number of Tokens the Token Sale Company will issue is set at 100,000,000.
In the public sale offering, up to 50,000,000 Tokens will be offered for sale.
All of the Token supply will be created during the Token Sale and distributed once it is completed. Any Tokens offered for sale to the public and not sold will be destroyed.
The CEDEX Coins will be sold at a rate of 1ETH = 500 CEDEX Coins. ___
Users will be able to purchase CEDEX Coin in Ether, Bitcoin and fiat currencies according to the available rates in the market. A portion of the supply will be pre-allocated to the CEDEX founders and team members in the vesting schedule listed below. The company will hold 20%-25% of the CEDEX Coin supply for future development and marketing expansion. This holding will also be used for purchasing additional diamonds in order to expand the financial offering of the CEDEX project. Participants in the pre-sale and sale will receive special bonus as indicated below: - Pre-sale up to 10% of total CEDEX Coin – 0.3 CEDEX Coin for each CEDEX Coin purchased. - First day of sale up to 40% of total CEDEX Coin – 0.15 CEDEX Coin for each CEDEX Coin purchased (ending at 24:00 GMT). - Further information and updates will be posted ahead of time on cedex.com. USE OF FUNDSThe net proceeds collected in the token sale will be used as follows: - Up to 20% for finalizing the development of the DEX, Diamond-Token smart contracts and the exchange as described in the milestone section in Appendix C below. - Up to 45% for marketing, business development and sales purposes. Most of the funds will be used for marketing the exchange in different jurisdictions. This will include online and offline marketing activities, signing partnership relations with various business partners and signing agreements with potential partners from the diamond industry. - Up to 20% for regulation, licenses, legal and operational purposes. - Up to 15% for working capital. The expected breakdown may be altered based on the Token Sale outcome and project progresses.
CEDEX is the First Certified Blockchain Based Diamond Exchange Website | Linkedin | Facebook | Twitter | Youtube | Bitcointalk | Whitepaper | Lightpaper Visit the website and click the telegr*m link and join too~ CEDEX.com is a global exchange that focuses on bridging the gap between the traditional diamond industry and the innovative financial markets. With its extensive industry knowledge, CEDEX wants to engineer a ground-breaking change – enabling people to liquidate and invest in diamonds like any other financial asset, in a transparent and secure way. The CEDEX exchange enables anyone to invest in individual diamonds, shares of a high- value stone or shares in a basket of diamonds (ETF). Investors, buyers and sellers have full confidense because the diamond value is transparent, using the DEX, our machine learning algorithm and blockchain technology that rates a diamond’s asking price; liquid because it creates a two- sided market by enhancing both the supply and demand, and fungible because CEDEX creates a unique benchmark value, rate and contract for every stone. The TechnologyDEX – The Intelligence Behind CEDEX DEX, our proprietary machine-learning algorithm has been created to bring transparency and coherency to the diamond financial market. The DEX comprises three main elements: gemological composition of individual diamonds listed on CEDEX, diamond market financial indices and global inventory analysis. Diamonds are onboarded to CEDEX and classified by categories. The DEX has been designed to incorporate artificial neural network technology using all available diamond data. Try DEX for yourself! See how easy, open and transparent it is to invest or trade in diamonds through CEDEX. Our DEX Beta version will give you a theoretical price for your diamond and rate it by its relative market value on the spot! (for round carat stones 0.3, 0.5 and 1.0 carats. Once the DEX is fully developed it will be able to provide all type/size diamonds) CEDEX Coin – Powering CEDEX Exchange The CEDEX Coin is an ERC-20-compatible token traded over the public Ethereum blockchain. It will enable our participants to purchase diamonds on the CEDEX, transforming their assets into diamonds. Use of the CEDEX Coin will be driven by trading volumes generated on the CEDEX.com exchange and the demand of the diamond ecosystem. The CEDEX Coin will be listed on all major exchanges and will be transferable to other cryptocurrencies and fiat currencies. The CEDEX Coin will be the only means of payment used on the CEDEX exchange. The CEDEX Coin amount is limited and coins offered on the sale that will not be bought will be burned. The Team Saar Levi | Ronen Priewer | Boaz Hillel | Yael Eckstein | Gadi Hayat | Evgeni Kif | Avner Lewnstein | Aviv Balassiano | Itay Regev | Kateryna Gordieieva | Calvin Hau | Aleksandr Rebenok Advisory Board Alex Norta | Asaf Lahav | Christopher Bell | Eyal Rosenblum CEDEX COIN TOKEN OFFERING The CEDEX Coin offering is organized and executed by the Token Sale Company. The Token sale event will last up to 40 days, starting on January 12th, 2018 (19:00 GMT) and ending either on February 26th, 2018 (at 19:00 GMT) or when the maximum cap is reached.
The maximum number of Tokens the Token Sale Company will issue is set at 100,000,000.
In the public sale offering, up to 50,000,000 Tokens will be offered for sale.
All of the Token supply will be created during the Token Sale and distributed once it is completed. Any Tokens offered for sale to the public and not sold will be destroyed.
The CEDEX Coins will be sold at a rate of 1ETH = 500 CEDEX Coins. ___
Users will be able to purchase CEDEX Coin in Ether, Bitcoin and fiat currencies according to the available rates in the market. A portion of the supply will be pre-allocated to the CEDEX founders and team members in the vesting schedule listed below. The company will hold 20%-25% of the CEDEX Coin supply for future development and marketing expansion. This holding will also be used for purchasing additional diamonds in order to expand the financial offering of the CEDEX project. Participants in the pre-sale and sale will receive special bonus as indicated below: - Pre-sale up to 10% of total CEDEX Coin – 0.3 CEDEX Coin for each CEDEX Coin purchased. - First day of sale up to 40% of total CEDEX Coin – 0.15 CEDEX Coin for each CEDEX Coin purchased (ending at 24:00 GMT). - Further information and updates will be posted ahead of time on cedex.com. USE OF FUNDSThe net proceeds collected in the token sale will be used as follows: - Up to 20% for finalizing the development of the DEX, Diamond-Token smart contracts and the exchange as described in the milestone section in Appendix C below. - Up to 45% for marketing, business development and sales purposes. Most of the funds will be used for marketing the exchange in different jurisdictions. This will include online and offline marketing activities, signing partnership relations with various business partners and signing agreements with potential partners from the diamond industry. - Up to 20% for regulation, licenses, legal and operational purposes. - Up to 15% for working capital. The expected breakdown may be altered based on the Token Sale outcome and project progresses.
Ahrvo is a $0 commission social trading platform that provides daily rankings for over 8000 stocks and ETFs. Ahrvo’s proprietary ranking system exploits and capitalizes on patterns found in the historical and projected stock market and company-specific data in order to consistency find the best stocks. Ahrvo’s patent-protected software integrates quantitative and social investing. Fostering an environment where users can make profitable trades and engage other participants within the Ahrvo community to discuss trading strategies. Ahrvo Fantasy Investing League (AFIL) awards cash prizes monthly to the top finisher in its investing competition. Participants can create public or private investing leagues to compete against family and friends. Features include real-time prices and stock alerts, Wall Street consensus data, quantitative company profiles, proprietary buy and sell signals, 300 ranked investment themes, among others. The platform is currently available on iOS and Android. About AhrvoDEEX Company Overview Ahrvo is a financial technology company created in March 2017. Ahrvo’s proprietary multi-factor ranking system and resulting AhrvoScoresTM help investors and traders of all backgrounds discover stock market winners and make timely and profitable investment decisions among more than 8000 stocks and ETFs. Ahrvo’s proprietary equity scoring model uses predictive analytics and data mining techniques to uncover and exploit patterns found in historical and projected stock market data in order to find the best stocks. AhrvoScores are derived using the four main drivers of stock price performance -- Quality, Value, Growth, and Momentum. Each factor adjusts to stock market conditions creating consistently robust AhrvoScores. It is simple: stocks with high AhrvoScores consistently outperform the market; stocks with low scores underperform. This streamlines the stock discovery process as a group of top rated investment ideas is curated for users daily. Problem Clearinghouses and other intermediaries cost the brokerage industry billions of dollars a year, creating bottlenecks that limit order-matching transparency and settlement speed. Wall Street lacks objectivity and often produces inaccurate equity ratings and price targets. For example, in 2017 only 5% of the 500 S&P companies were rated ‘sell’. This leaves investors and traders without a roadmap to find stocks that are suitable for investment. A study conducted in 2016 found that from 1981 to 2016 the top 10 percent of stocks analysts were most bullish (optimistic) about generally performed worse than the 10 percent of stocks analyst were bearish (pessimistic) about. In fact, an investor who bought stocks analysts were bearish on over that time period would have gained 15% in excess return over the following year relative to the stocks analysts were bullish on. Solution AhrvoDEEX is a peer-to-peer decentralized equity exchange that enables profitable trading by using multifactor ranking systems and deep learning algorithms to create smart equity scores and price targets that streamline the decision-making process. AhrvoDEEX transaction speed is comparable to centralized exchanges and much faster than Bitcoin and Ethereum. Centralized exchanges settle in 1 to 3 seconds. Ethereum DEX transactions take ~3 minutes. Bitcoin transactions take 10 minutes to settle but can often take longer. Transactions on AhrvoDEEX settle in ~3 to 5 seconds. Ahrvo’s proprietary equity scoring model looks at over 4 dozen subfactors that are highly correlated with price performance, subsequently grouping them into four main factors. For the past ten years, our system has consistently outperformed the stock market (benchmark Russell 3000 w/dividends). The model's performance results were created by a 3rd party firm, EQM Capital LLC. Competitive Advantage Patent Protection Ahrvo is building the first blockchain-based decentralized equity exchanged powered by artificial intelligence. Over the past two years, Ahrvo’s management team has garnered the necessary protection for its growing suite of investing and trading solutions. Ahrvo has filed two provisional patents (March 2017/November 2018) and one utility patent (March 2018). Pending patents cover existing and upcoming products and features that are under-development or slated for release. In addition, native aspects of the network's protocol and integration of multifactor ranking systems and neural networks into a peer-to-peer equity exchange are covered. Traditional Broker Experience An advantage of being a traditional broker instead of a tokenized exchange is the ability to custody and onboard traditional equities. Tokenized platforms frequently state, “we are only a software firm and do not participate in regulated activities such as custodial or clearing services, order execution, investment advice, asset management, and other such financial services.” We believe this is to their detriment. Ahrvo’s custodian platform will offer front and back office services for firms. By focusing on a larger market (equities vs. cryptocurrency), AhrvoDEEX growth should exceed tokenized competitors. Competent Blockchain Developers Ahrvo is working with a seasoned team of blockchain developers. The development firm is CMMI Level 3 and ISO 9001: 2015 certified. In total, we have access to a team of 35 blockchain developers but will be working with a team of 4-5 developers initially. Their experience includes: launching public and private blockchain by forking, creating native coins, changing specifications like reward logic, inflation rate, etc., and configuring mining tools. Infrastructure Current market participants (mainly Ravencoin and Equibit) are forks of Bitcoin. We view this as a structural impediment given the nature of the industry (high transaction volume). The consensus protocol of their blockchains is Proof of Work (POW). In POW, miners require a lot of energy to validate transactions. The implicit and explicit cost associated with bitcoin-based platforms has become apparent when transaction volumes rise with the price of the underlying cryptocurrency. Ahrvo’s blockchain will be forked from Stellar, and use Proof of Stake (POS)- a more cost-efficient and environmentally friendly consensus protocol. EXCHANGE LIST Binance Kucoin Bibox Huobi SECURE WALLET Ledgerwallet Trezor Ellipal
At the end of 2018, everyone was talking about the “cold winter” and the blockchain industry was no exception. The token trading platform is one of the most powerful links in the current blockchain industry chain. The market competition is fierce and the evolution and innovation of its trading model has never stopped. The trading varieties, from the early days of bitcoin’s taking the lead to the current one thousand coins blossom; For the exchange pattern, from the early days of the few exchanges to today's thousands of exchanges to fight for supremacy. The development of the market has brought more tests to the participants. At a time when there is a lack of heat and motivation in the market, for the trading platform, more efforts are needed to seek more development opportunities to cope with the current severe market situation. . How does the Wafcoin Token Trading Platform, which was fearless for winter and broke out the ice, to survive and develop? Putting the interests of the users first and take the service of the users as a long-term business, the first thing wafcoin thought about was compliance and legality. Founded in 2018 and registered in the British Virgin Islands, Wafcoin is a legally token trading platform with dual licenses. It is headquartered in Australia, it has independent operation teams in Germany, Estonia, Hong Kong, Malaysia, Singapore, Philippines, India and other countries. Wafcoin's professional leading fourth-generation blockchain technology, all-round operation, to build a future public blockchain trading platform based on the community consensus mechanism, to enhance the user service experience, spread the value of the blockchain, ensure that people all over the world can participate in the fair investment in a fair and transparent manner, making the token a new asset allocation, and at the same time promoting the landing application of high-quality blockchain projects and making social contributions to the development of the blockchain industry. WAFCOIN adopts ODAT (Offline Dynamic Acceleration Technology) dynamic offline acceleration technology with proprietary intellectual property rights to develop a full cold wallet, which can provide efficient token circulation under the premise of protecting users' safety. The trading system can achieve a stable processing of 200 million-level matchmaking per second; Bank-level security encryption and multi-signature hot and cold wallet isolation to ensure the security of all user’s token. In addition, WAFCOIN has the world's leading token and blockchain active monitoring system, which can monitor global token changes in real time. Through its unique neural network algorithm, combined with daily massive transaction big data, it can discover the potential risks of the token world in time. It can achieve millisecond-level risk control early warning, stop trading, and ensure the financial security of platform investors. The reason why it can still be strong in the "winter", in addition to Wafcoin's own unique advantages, but also benefit from the platform's commitment to the practical service of the user. Wafcoin is about to usher in a new spring!
R/Bitcoin r/Ethereum r/Ripple r Neural Networks and the BTC-e Trading The Curve Fitting Function is the process of training a neural network on a set of Bitcoin technical trading with arti cial neural network Masafumi Nakano, Akihiko Takahashi, Soichiro Takahashi Graduate School of Economics, University of Tokyo, Neural Networks and Bitcoin. This is an implementation of an Artificial Neural Network (ANN) in pine. I made this as part of a bigger project and should be considered more as a proof of concept than a fully working indicator. It was trained by a different program, using 3 years of bitcoin history. Recurrent Neural Networks. Since we are using a time series dataset, it is not viable to use a feedforward-only neural network as tomorrow’s BTC price is most correlated with today’s, not a month ago’s. A recurrent neural network (RNN) is a class of artificial neural network where connections between nodes form a directed graph along a A recurrent neural network (RNN) is a class of artificial neural network where connections between nodes form a directed graph along a sequence. [2] An RNN shows temporal dynamic behavior for a time sequence and it can use its internal state to process sequences. This paper explores Bitcoin intraday technical trading based on artificial neural networks for the return prediction. In particular, our deep learning method successfully discovers trading signals through a seven layered neural network structure for given input data of technical indicators, which are calculated by the past time-series data over every 15 min.
How Predict Bitcoin Price In Under 10 Minutes With Machine Learning - Duration: 11:05. ... Neural Networks and Trading Rules - Duration: 5:50. NeuroShell Trader 4,185 views. Thank You For Watching! https://investcoin.biz/en/ - INVEST website https://yobit.net/en/?bonus=WYTBZ trade INVEST on YoBit https://yobit.net/en/investbox/?b... The neural nets was able to generalize and exploit certain property of the Bitcoin market. Strategy holds well on the unseen data. Avoids sharp drops in price and takes advantage of rallies. Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) - Duration: 26:14. Brandon Rohrer 521,118 views. 26:14. Learn and Understand how to use TradeMiner's Powerful Neural Network. ... Creating a trading strategy using a neural network. - Duration: 5:43. ... Bitcoin Trading Challenge 25,800 views. 9:38.
