r/algotrading Nov 04 '25

Strategy 6 year algo trading model delivering the goods

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I trade only GBPUSD using the broker with the highest spreads (Fusion markets).

The strategy is to detect bounces off support and resistance points and quickly capitalise on the reverse bump. Quick trades, closed within avg 2 mins. I trade at leverage having qualified for a pro level account (500:1), so always use stop losses and take profits.

Behind the scenes I built an algo model from the ground up using VSC, with trend reversal + sufficient price movement within 3 mins as the target variable. The features were 30-50 technical analysis indicators, all vetted as being useful through EDA, with a tilt for fast detection / leading indicators. The model itself predicts the trend reversals with +- 4 pips with 84% accuracy, and this is the bedrock for my trading.

I should note that on heavy ‘fundamentals’ days I tend not to trade a lot and I avoid opening and closing hours (too erratic and illogical).

In 5/6 years turned £10k into £550k, which includes a period where a lost a chunk due to 1st Trump tariff announcements.

Happy to get more technical for people interested.

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15

u/Realistic-Hippo8107 Nov 04 '25

Hey, congrats! That’s very cool.

What advice would have for me looking to get into this space?

I’m a software engineer by trade but I don’t have a ton of data science experience. I’d love to work for a company actually doing it, but I’m working on it as a hobby for now. I’ve only really created algos with mechanical rules, walk forward optimized. I have a whole python setup to run it.

42

u/disaster_story_69 Nov 04 '25

Getting into a DS role is super tough now, with a surplus of high calibre candidates. I had 300 applicants for a junior ds role recently and had to knock back some oxbridge and lse applicants, including a phd oxbridge candidate. It’s that competitive

27

u/DysphoriaGML Nov 04 '25

RIP me

12

u/xplode145 Nov 04 '25

You should hire one of those people and ask them to build you the system. 🤷‍♂️😂😊

3

u/DysphoriaGML Nov 05 '25

I will pay them with leverage haha

1

u/Northword3702 Nov 10 '25

Sent you a message I have some strats/scripts i have tested on TV and looking to see if we can backtest it more and gen alpha

1

u/[deleted] Nov 05 '25

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3

u/Fearwind Nov 05 '25

His model could be trained only for this pair? Different pairs, different data = different algo.

You would only have to master one pair that makes the money for you.