Falak

Quant Dev | ex Optiver |Seed round £5.5 Million | Building London Strategic Edge

[Falak @falakcode]

Most of my work is on Instagram.

[Falak @falakcode]

@ashkan01C Wow

[Falak @falakcode]

Prediction market arbitrage about to become a lot harder!

[Falak @falakcode]

@nicodhnr @minitap_ai Need to try this

[Falak @falakcode]

That is why models like this matter. Instead of assuming every feature carries signal all the time, a transformer can shift weight across returns, volatility and autocorrelation as the data changes. Sometimes that shift is meaningful. Sometimes it is just reacting to noise. The real work is testing whether the attention patterns hold up out of sample or whether the model is just fitting structure that disappears the moment regime changes.

#MachineLearning #QuantFinance
#Transformers #MarketData
#SystematicTrading

[Falak @falakcode]

most of the work in financial machine learning is getting the data into a usable state
if the timestamps are off or the series are inconsistent the research stops being reliable and the model output stops meaning much
#WalkForwardValidation #CleanData #MachineLearning #Quant #QuantFinance

[Falak @falakcode]

@astucefx It’s a demo account just close the position…

[Falak @falakcode]

@saylordocs Discretionary trading 😂; just another retail trader nothing special

[Falak @falakcode]

HFT economics are driven by scale. If the edge on each trade is small but the number of opportunities is large, lowering latency becomes worth an enormous amount of money. #HFT #QuantFinance #AlgorithmicTrading #MarketMicrostructure #Trading

[Falak @falakcode]

@Crtquinn ICT traders think they can beat the market with “fair value gaps” 😂😂😂😂

You lot are just gambling with extra steps

[Falak @falakcode]

@Sholly_Pee1 Now go tell Citadel your thesis 😂

[Falak @falakcode]

@lynk0x Use London Strategic Edge

[Falak @falakcode]

@CRT_femme Nice demo account

[Falak @falakcode]

@AtifHussainOG 100% does not work do not follow this guy

[Falak @falakcode]

@ZamcoCapital Account for inflation; it makes sense

[Falak @falakcode]

@WaveFx89 Please do not follow this

[Falak @falakcode]

@tradertheory Same for your ‘ICT’ concepts

[Falak @falakcode]

@WhizzTrades 311 Trades😂😂😂😂 what kind of sample is that (all in sample backtesting too) please deploy statistical rigour in your backtests. A 58% win rate (assuming 1:1RR) is better than renaissance/citadel

[Falak @falakcode]

@thegfergs We give it for free; London Strategic Edge

[Falak @falakcode]

No cloud credits, no rented minutes. We self host the training stack and wire it straight into the product: 30 live models with tunable parameters, built in feature engineering, and clean datasets ready to run. Open access for anyone who wants to train. #quant #machinelearning #nvidia #dataengineering #selfhosted

[Falak @falakcode]

@SirPickle_ Markets move in a stochastic process, drawing lines or ‘liquidity’ zones does not give you an edge.