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Jimmy Xu

@webdata.bsky.social

๐Ÿ“นyoutube.com/@webdatax; ๐Ÿ”ฎhttps://github.com/utjimmyx #Trading #StockTrading #DataCrawling #SEO, certified R (#rstats) professional, ๐Ÿ#Python enthusiast // Help You Explain Data Analytics to Your Grandma

28 Followers  |  103 Following  |  40 Posts  |  Joined: 20.10.2024  |  2.1428

Latest posts by webdata.bsky.social on Bluesky

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Arvind Narayanan's new book opening. The analogy of "Vehicle" to "Artificial Intelligence" (#AI) truly captures what we are going through right now.

01.08.2025 16:36 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

#caret really makes beginner's life way much easier. You can run a random forest model with only one line of syntax.
library(caret)
model <- train(Species ~ ., data = iris, method = "rf")

27.07.2025 15:33 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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PyCaret 3.0 | Docs An open-source, low-code machine learning library in Python

#PyCrat is very close to the #caret package in R. There is a very good documentation of the #PyCrat package for free at pycaret.gitbook.io/docs. #PyCrat is designed to simplify and automate workflows for building, training, and deploying machine learning models.

27.07.2025 15:32 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1

#AI can be our best companionโ€”if we know the fundamentalsโ€”allowing us to stand on the shoulders of #AI and the vast knowledge base built by previous programmers on #GitHub, #StackOverflow, and #StackExchange. #Copilot #GoogleColab

20.07.2025 17:41 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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I was analyzing the 50-day vs. 200-day moving average using #Python when I encountered some errors. I turned to #AI for quick solutions. I could not be more excited about all what is available at my fingertips in mini-seconds. #Copilot #GoogleColab

20.07.2025 17:41 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1

#SEO - "Outside the industry, nobody knows what we doโ€ - SchultheiรŸ & Lewandowski (2021).

14.07.2025 19:35 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Can @bsky.app verify this? I kept hearing we're entering the ๐Ÿ’ฐ #GoldenAgeofAmerica - am I on an #AlternateReality?

Iโ€™m just a humble two-legged mammal trying๐Ÿฅต to feed a family โ€” with #ZeroInterestInPolitics, no red or blue wines. Just wondering: is there a magic way for surviving this๐Ÿ’ฐ #GoldenAge?

14.07.2025 00:06 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Can @bsky.app or anyone credible check the story being pushed for publication? Does this happen randomly or regularly?

Iโ€™m a #DataNerd who started worrying about food๐Ÿ• supplies for my kids this fall. Will my kids have anything to eat when these farmers take an unpaid vacation๐Ÿ–๏ธ? #GoldenAgeofAmerica๐Ÿ’ฐ

14.07.2025 00:04 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

I was told weโ€™re entering the๐Ÿ’ฐ #GoldenAgeofAmerica -so I assume imported groceries (funded by #tariffs magically paid by foreigners, of course) will be falling from the sky any minute now?
Should I even bother #shopping? Or just wait outside with a basket and hope for a #sandwich๐Ÿฅช and #pizza๐Ÿ• storm?

14.07.2025 00:01 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

I was told weโ€™re entering the๐Ÿ’ฐ #GoldenAgeofAmerica -so I assume imported groceries (funded by #tariffs magically paid by foreigners, of course) will be falling from the sky any minute now?
Should I even bother #shopping? Or just wait outside with a basket and hope for a #sandwich๐Ÿฅช and #pizza๐Ÿ• storm?

13.07.2025 23:56 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Can @bsky.app verify the story? I kept hearing we're entering the ๐Ÿ’ฐ #GoldenAgeofAmerica - am I on an #AlternateReality?

Iโ€™m just a humble two-legged mammal trying to feed a family โ€” with #ZeroInterestInPolitics, no red or blue wines. Just wondering: is there a way for surviving this๐Ÿ’ฐ #GoldenAge?

13.07.2025 23:46 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Can @bsky.app or anyone credible check the story being pushed for publication? Is this happening randomly or regularly?

Iโ€™m a #DataNerd who started worrying about food supplies for my family this fall. Will my kids have anything to eat when these farmers take an unpaid vacation? #GoldenAgeofAmerica

13.07.2025 23:36 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Your struggle isnโ€™t weakness. Itโ€™s proof youโ€™re still in the fight. Donโ€™t give up. The climb is brutal, but the view is worth it. #PositiveEnergy

10.07.2025 06:09 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Really enjoy reading these well-made trade-off charts!

08.07.2025 06:22 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

This is awesome! More insights๐Ÿ“Š = More wisdom๐Ÿง . #FiveThirtyEight was probably a pioneer in this field. There is a dedicated R package for much of the #DataViz work they used in their stories:
cran.r-project.org/web/packages...

08.07.2025 00:47 โ€” ๐Ÿ‘ 4    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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$SPY MACD hitting elevated zones reminds me of previous cycles ๐Ÿ“Š When we see hits around 1.5 like July 3rd, it's worth noting the historical context - similar extreme readings often preceded significant corrections. Not a sell signal, but worth watching for divergence! #SPY #MACD #TechnicalAnalysis

07.07.2025 07:11 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Now a similar upward momentum to Mar 2025 is emerging, though that surge in March was followed by a sharp drop in April. #MACD is typically mean-revertingโ€”extreme values may signal reversals. How do you think this July trend will play out? Note: No Investment Advice #SPY #DataViz #Trading #RStats

05.07.2025 19:15 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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๐Ÿ“ˆ Just built an MACD chart for $SPY using #RStudio & #plotly. The divergence patterns and signal crossovers from Mar-May 2025 tell quite a story! Love how the histogram captures momentum shifts. Note: No Investment Advice #DataViz #Trading #RStats #plotly

05.07.2025 19:13 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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๐Ÿ“ŠJust plotted $SPY data with moving averages. The blue line (50-day) crossed above the red line - LONG bullish signal! From ~$380 to $620 since 2023. The chart doesn't predict the future though. What do you think will happen next?๐Ÿƒor ๐Ÿป
Note: No Investment Advice
#SPY #GoldenCross #Trading #RStats

05.07.2025 07:02 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

This is cool, @libbyheeren.bsky.social . Can't wait to try it out!

05.07.2025 02:12 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Console New Line starts with + instead of > how do you change that That usually means that it's waiting for you to finish the line of code, e.g. with a closing parenthesis or brace. To give up on a line, try Ctrl-C.

Sometimes, when a closing parenthesis or brace is missing in #Rstats code, a plus sign may appear in the R console. To convert this plus sign back to the > prompt, simply press Ctrl C. Reference: forum.posit.co/t/console-ne...

02.07.2025 21:56 โ€” ๐Ÿ‘ 4    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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loreabad6 - Overview Researcher - MSc. Geospatial Technologies - Environmental Engineer / Remote Sensing for the Environment - Spatial Analyses - R Programming - Statistics - loreabad6

What a talented, young scientist!!! Just found her #GitHub site: github.com/loreabad6. She will be remembered!

02.07.2025 21:44 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

This past week has been a strong one๐Ÿ“Š for all except #GOOG:
#SOFI leads with a mammoth 22% weekly surge, capped by today's 6% jump.
#HOOD soared 20%, continuing its rally with todayโ€™s 13% spike.
#NVDA and #AMZN had weekly gains of above 5%.
๐Ÿ“Š๐Ÿง Note: For learning purposes only. Not investment advice.

30.06.2025 23:08 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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๐Ÿ“ˆWrapping up today's stock analysis:
๐ŸŸข SoFi (#SOFI) and Robinhood (#HOOD)leading with highest sentiment despite moderate mention volumes - strong bullish signals
๐Ÿ”ด Big Techs: #AMZN & #GOOG showing weaker sentiment despite high mention volumes
#MarketSentiment #Trading

30.06.2025 23:06 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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I just ran a word frequency analysis on some Reddit posts scraped from #WallStreetBets using #Rstats. It looks like discussions about calls vs. puts have been hot. Any other types of analyses do you think might be useful? #TradingTips #Trading #OptionsTrading

30.06.2025 07:51 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

- #AI is the new electricity -- by Andrew Ng
- LLM is the new OS
- Prompt/Chat is the new intelligent terminal
- Cursor is the new app
- Decade of agents, not year of agents
- Code was easy part, web stack (auth, payments, domain) & deployment was the hard part

25.06.2025 07:11 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Andrej Karpathy: Software Is Changing (Again)
YouTube video by Y Combinator Andrej Karpathy: Software Is Changing (Again)

@karpathy.bsky.social's keynote at #AI Startup School in San Francisco that received 29k likes within three days.
youtube.com/watch?v=LCEm...
- Software 1.0 = computer code programs computer
- Software 2.0 = weights programs neural net
- Software 3.0 = prompts programs LLM
#ai #LLM #agent

25.06.2025 07:11 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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Wonder where the AI learned that from and how, eh?
2026 - My #LLM is replacing me! #AI #CoPilot

18.06.2025 22:06 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

๐Ÿง What #AI tools do you use regularly? Some of my favorite ones are:
โœ… Claude & Cursor (AI-paired programmingโ€”my coding speed is up significantly)
โœ… OpenAI (Idea Generation)
Itโ€™s beyond toolingโ€”it's about real value through deep skills:
๐Ÿง System thinking
๐Ÿ› ๏ธ Automation

04.06.2025 16:00 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

An AI agent is like a smart thermostat: it senses the room temp, decides if it's too hot or cold, and acts by adjusting the heat. ๐Ÿ”
In business, AI agents do the sameโ€”monitor data, make decisions, and take action.
#AIAgent is coming. Are you ready?๐Ÿง ๐Ÿ“Š
#AI #BusinessTech #LLM

29.05.2025 06:09 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

@webdata is following 20 prominent accounts