predicting price movements with machine learning

So, I wanna share this app with you guys that has already racked up over 35% profit this November, and today’s date is Nov 24, 2025. It looks at USDT pairs on the ByBit exchange. The best part? It’s totally free and doesn’t ask for any registration or personal info (no exchange API stuff or anything). This tool uses machine learning and statistics to crunch numbers on the order book, throwing in some technical analysis too. You might be curious about my background: I got a degree in economics and I’m currently pushing through another one that focuses on data analysis and machine learning. I’m just applying what I’ve learned at school mixed with my programming skills, which I’ve been into since I was 13. I just launched an update that lets us know when a pump is coming to a close. To start, the app will signal when an asset is kicking off a bullish trend or has just pumped. How can you cash in? Well, if it spots a pump in "ORDERUSDT", I hop onto TradingView and check if the MACD for the 1h or 4h timeframe is already negative. If it is, the price usually dips by around 3-8%. You can find examples by hitting the help button at the top of the pump signals window in the app. I’m open to any questions, comments, or suggestions, guys. Hope you dig my project! About the ads: the app is just a front end all the heavy lifting is done by Python scripts I’m running on Railway, and the ads help me keep the servers running. Take care and may the profits be with you.

As long as am concerned, this 35% result achievement for the month of November and considering only few days are left shows that it's almost impossible to achieve up to 50% and also, this shows that there will be times we can have more less, which makes it more advisable that we should learn to do everything by our own self, because there's no accuracy in what we can get from engaging any of these developed apps for better results in trading, than doing it by our own self.

What strategy does it use? I tried the app, and it is giving me a signal to go sell with an entry, target, and SL. The risk ratio is high, and it is targeting a small profit. So, I'd like to ask what strategy or how exactly it works. Is this based on moving average? I check the pump detector; it looks similar to the top gainer on the Coingecko and Coinmarketcap apps, and it crashes if you try to tap anything on the pump detector. Plus the interval of ads is pretty short; it keeps showing after a few uses. Honestly, I'm against any signal app; I am more confident in analyzing the market on my own.

Hello my friend, thanks for your comment and contribution. By the time you read this, I’ve already fixed the bug in the Pumps section — the app no longer closes. About “Ads,” thanks for your feedback; I took it into account and added a limit to the number of ads displayed, so they’re no longer annoying. I invite you to update the app. The version that includes these changes is 0.1.2. If it’s not available yet, you’ll need to wait for the Play Store to approve the update. “Pair Analyzer” — this tool is meant to support you when you are doing technical analysis of the pair. How does it analyze? It takes into account, in real time, executed trades + the order book (I won’t explain the Coca-Cola formula either). In the “How to use” section, usually when you run the analysis and the confidence value is >83%, it’s very likely that the price prediction will be accurate. IMPORTANT: you must keep an eye on the pair. It has happened to me that the trend later changes — a SHORT signal can switch to LONG and vice versa. Now, about the pump detector — for example, a Pump alert: “MELANIAUSDT” I use the MACD indicator. When the MACD indicator is already in a negative value and closes in a negative value, it tells me that the bullish trend is over, and the “Pump” is also over. https://github.com/bitcoinalexis/AngyApp/blob/main/Indicador%20MACD Screenshot explaining the example: https://github.com/bitcoinalexis/AngyApp/blob/main/HOW%20TO%20USE%20MACD%20WITH%20PUMP%20DETECTOR.png Regarding personal trading, I have two goals: to reach the audience that likes automated trading, and to reach conservative traders like you and me, offering tools that support us when performing technical analysis. Many tools are coming in future updates. If you have any comments, I’m keeping an eye on them.

Hello my friend, thanks for commenting. The performance percentage is variable. I was busy with university and couldn’t do much trading. If I had had more time, I have no doubt the percentage would be higher. The performance each user generates is variable since this tool is manual-use. In the future it will be automated, just like the existing tools I’ve already created and shared on my YouTube channel. Steps for the development of my tools: 1 - Create an alert system 2 - Review alerts and look for patterns in trends, and filter how to operate with the obtained data 3 - Create the tool 4 - Use the tool manually for 30 or 60 days in volatile markets 5 - If the results are good, create a script so the tool becomes automatic (trading bot) Greetings my friend, thank you very much for your comment, your contribution, and for testing the app. Your feedback helps me improve.

I don't know how to verify this because I have no expect knowledge of machine learning, but what I have to say is that this will not be different from the numerous trading bots we have out their. You claim you have made 35% this November, if this is consistent and sustainable, I'm confident you will hit major clients who will be willing to invest millions into your software after doing their due diligence. I will be monitoring this thread to see the progress you are making. Assuming you are reputable member of this forum, it would have been easier to download and try your app.

If you like, batch the highest degree in the world I don't believe in any inventory that claims to be reliable trading bot. Furthering your economy education as a professional economists is indeed a good one, maybe you can be employed in the economy sector so that you can contribute to revive the global crashing economy, but I bet you will have no way to handedly manipulate the volatility markets with whatever tool. There are also professors in the universities who has tried to analyse the market but fails and give up after realizing the market is unpredictable and no significant of strategies can be reliable when determining it future performances.

Hello, by commenting on this post you will find version 0.1.3 I have currently improved the ad system. I have also added a Pumps filter, increasing the probability of the pairs shown. Their probability percentage increases, indicating a higher chance that the pair will begin a bearish trend. Map with Short signal plus Red Neural system, now you can analyze any pair listed on Bybit. You will be able to see in real time if there is a short signal for the pair you are checking. SuperTrend Long and Short signals on the DOGEUSDT pair. My app is not one hundred percent accurate. It is not a magic sphere. I am aware that any important fundamental decision can change and break all technical analysis. The purpose of my app is to offer similar services and a suite comparable to 3commas and TradingView at a lower cost. It also helps find timely pairs that statistically have a high probability for opening a trade.

Funny enough is the fact that the app is region restricted and only available in a particular region. This may be because the app hasn't gotten full license rights or fully undergone testing. Am sure OP which is the developer in this case should have known that the machine learning model he applied must be tested using data from past and even near present, because it is new and the data you use must have been split into training, validation and test sets stages inorder to get a final unbiased evaluation of its authenticity. Using evaluation, simulation and over fitting check should have also been done to ensure this model works well, otherwise such restriction would not be granted rights to full operation even on the Bybit CEX where you integrated it into.

Hi! The app is now available in most countries on Google Play, except for a few with low CPM. Regarding the other points you mentioned, I’m not quite sure I understand what you’re trying to convey.

Hi friend, Merry Christmas and Happy New Year! The app is currently live in most countries on Google Play, but the servers are offline right now. I’m already working on an update that will allow you to connect directly to the trading bot and do automated trading, similar to 3commas. I’ll also be adding more indicators. I'll keep you posted on the progress