Its definitely finding them opportunities. Time to look into semantic data to further refine it . VERA05 will focus on twitter data $SOL #Pumpfun#TradingSignals
2/2 Explanation: The band circled in black are the coins that go 10x and above, the band circled in green are my 1-10x coins .. this tells us that we need to use different strategies for these 2 groups, and that its definitely possible with a Neural Net - Vera 3 AI
1/2 Have some promising results , added some metrics, and found a clustering of 10-100xers, and a clustering of 1-5xers.. a neural net should definitely be able to filter these out $SOL #pumpfuncoins#DataAnalytics
2/2 There are definitely patterns in these 2200 coins! VERA-03 Should converge in predicting moons. for example avg_trader_sells_before_sig is dark at the end; if the average sells are high, token is not gonna moon. excited to see VERA 03 results. #Solana#pumpfuncoins
1/2 Got data, how to read: each row is a metric, like average sell amount at 100 secs after launch, each vertical line in the row is a token. the row is sorted based on the metric. the color, is how much it mooned. so yellow means it went 10x or something. #Solana#pumpfuncoins
Vera 02 Converged at 30% precision ... good enough to put a trading bot on, but i think we can do better, I've started collecting data for VERA-03 AI, which will take the trader data and see patterns in there, heat-map coming up! #VeraAi#MachineLearning#Solana
Trained some word-embeddings on about 100000 tokens in a 30 dimensional space. Then projected it with TSNE . the color of the dot is how much it went up. interesting is that we can see the current narratives of the market. #PumpFunLaunch#Solana#ML#AI
I'm going to start passing the #PumpFunLaunch data to a neural net . Ill call this VERA-1 . the neural net will then classify if the token will migrate or not. i don't expect it to converge , but transforming the data will help us see whats significant. #VERA#NeuralNetworks
hmm , comparing 2 different time frames, to see if the patterns are consistent, and no not really. will really need to use fundamental analysis. so much for TA... $SOL #PumpFunLaunch
Collected some data on 200 tokens launched. this is a top down view of the first 1200 seconds (20 mins) . each row is a token , if it goes red it means price increase, as expected most tokens are duds. lets see if we can find some patterns. and then do some fundamental analysis.
I'm back ! I've been away from crypto for a while, but i thought id get back into it. I've always wanted to build a smart trader, so ill do some data analysis and see what i can come up with on SOL. Ill send updates here !
The reason why im in crypto, its like entrepreneurship but on steroids. Everything moves faster here, we do memes and silly stuff, but the skills & underlying principles do have very real and corporate applications.. its just a matter of time until we see a behemoth like amazon.
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