(╯°□°）╯︵ ┻━┻
Vector Space
Joined October 2008
- Tweets2.5K
- Following926
- Followers3.1K
- Likes4.5K
𝒻 (x) 🇲🇾 retweeted
Japanese Prime Minister Sanae Takaichi’s government signs a 10-year labor agreement with Bangladesh.
Bangladesh is seeking to send 100,000 workers to Japan annually.
Follow: @AFpost
Readers added context they thought people might want to know
The Japan-Bangladesh summit joint statement references no labor agreement or quotas. A 10-year employment MoC was signed by officials October 17 (copies exchanged during the visit) with none specified; 100,000 figures refer to separate aspirational multi-year targets.
mofa.go.jp/s_sa/sw/bd/pag…
bdnews24.com/bangladesh/as7…
nutshelltoday.com/article/japan-…
ryoron.com/en/articles/ba…
𝒻 (x) 🇲🇾 retweeted
Nice reminder
Gaussian Mixture Models (GMMs) are a flexible method for modeling data that comes from multiple overlapping sources. They assume that the data is generated from a mixture of Gaussian distributions, making them well-suited for identifying clusters with different shapes, sizes, and orientations.
✔️ Works well when clusters overlap or are not clearly separated
✔️ Provides soft assignments, giving a probability for each point’s cluster membership
❌ Requires specifying the number of components ahead of time
❌ Can be sensitive to initialization and may settle on a suboptimal solution
❌ Assumes each component follows a Gaussian distribution, which may not reflect real-world data
Beyond clustering, GMMs are used for density estimation, anomaly detection, image segmentation, and modeling continuous data in tasks like speech recognition. They’re effective when a probabilistic view of the data structure is needed. In high-dimensional spaces or when data distributions deviate strongly from Gaussian, methods like Variational Inference, Dirichlet Process Mixtures, or kernel-based density estimators may offer better results.
The image shows how GMMs can model a complex distribution using multiple overlapping Gaussians. Each peak in the histogram corresponds to a component learned by the model, illustrating how the mixture adapts to fit the data. Credit for the visualization: en.wikipedia.org/wiki/Mixtur…
🔹 In R, the mclust package supports GMMs with built-in tools for model fitting, selection using BIC, and visualization.
🔹 In Python, use GaussianMixture from scikit-learn, customize covariance structure, and compare models with BIC or AIC.
Looking for clear, useful insights on data science with R and Python? Subscribe to my newsletter.
Further details: statisticsglobe.com/newslett…
#datascienceeducation #datastructure #RStats #DataAnalytics #Statistics #RStudio
𝒻 (x) 🇲🇾 retweeted
Day 40 fully autonomous AI paper trade
AI buat research sendiri
AI jual beli sendiri
currently kita test
Kucing (my own model): -15.93%
OpenAI Luna: -0.90%
S&P 500: +0.69%
NASDAQ: -1.95%
ALT KUCING / MY OWN MODEL. Completed NYSE session 2026-10-27. Completed-session daily trading PnL for the tracked window: -15.93%
ALT OPENAI LUNA + V8. Completed NYSE session 2026-10-27. Completed-session daily trading PnL for the tracked window: -0.90%
ALT S&P 500 (SPY). Completed NYSE session 2026-10-27. S&P 500 (SPY ETF) completed-session daily return for the tracked window: 0.69% (Frozen campaign history; Alpaca SIP daily returns after transition)
ALT NASDAQ COMPOSITE (ONEQ). Completed NYSE session 2026-10-27. NASDAQ (ONEQ ETF) completed-session daily return for the tracked window: -1.95% (Frozen campaign history; Alpaca SIP daily returns after transition)
𝒻 (x) 🇲🇾 retweeted
guys final call baju boxcompute, lepas maghrib saya tutup order
pay.chip-in.asia/hFBKx2WVEG9…
𝒻 (x) 🇲🇾 retweeted
I think Malaysian energy industry and water supply sector need to have strong cybersec specialist now.
Immediately.
This is not 2010 where we patch post-event era.
𝒻 (x) 🇲🇾 retweeted
BREAKING:
Japanese Minister Hosono issues emergency request urging all citizens to stockpile food, water, and toilet supplies ahead of potential disasters.
Readers added context they thought people might want to know
Minister Goshi Hosono will issue a nationwide emergency request on Nov. 2 for citizens to stockpile at least 3 days of food water and toilet supplies when Japans new Disaster Management Agency launches. The government has recommended this preparedness measure for years.
fnn.jp/articles/-/114…
www3.nhk.or.jp/nhkworld/en/mu…
𝒻 (x) 🇲🇾 retweeted
Day 39 fully autonomous AI paper trade
AI buat research sendiri
AI jual beli sendiri
currently kita test
Kucing (my own model): -20.44%
OpenAI Luna: -1.14%
S&P 500: +0.13%
NASDAQ: -3.07%
ALT KUCING / MY OWN MODEL. Completed NYSE session 2026-10-26. Completed-session daily trading PnL for the tracked window: -20.44%
ALT OPENAI LUNA + V8. Completed NYSE session 2026-10-26. Completed-session daily trading PnL for the tracked window: -1.14%
ALT S&P 500 (SPY). Completed NYSE session 2026-10-26. S&P 500 (SPY ETF) completed-session daily return for the tracked window: 0.13% (Frozen campaign history; Alpaca SIP daily returns after transition)
ALT NASDAQ COMPOSITE (ONEQ). Completed NYSE session 2026-10-26. NASDAQ (ONEQ ETF) completed-session daily return for the tracked window: -3.07% (Frozen campaign history; Alpaca SIP daily returns after transition)
𝒻 (x) 🇲🇾 retweeted
I regret to inform you that nobody cares about your potential. Potential is nothing without execution. When you're young, everyone cares about your potential. You get used to focusing on it. But as you get older, no one cares about your potential. Just your delivery against it.
𝒻 (x) 🇲🇾 retweeted
Elon just said that most neoclouds will eventually die.
And we might already be seeing it play out.
Even if AI is the biggest tech revolution of our lifetime, that doesn't mean every company building AI infrastructure will survive.
Some will thrive. Many will struggle. Most will be liquidated.
And we've seen this before during the internet boom.
The internet changed the world, but plenty of companies that built the infrastructure went bankrupt along the way.
This time won't be different.
Pretty much.
As of the past few weeks, debt markets have almost entirely shut off access to money for any company that doesn’t have substantial revenue independent of AI data centers.
SpaceX closed $40B of debt for GPUs, but we’re investment grade and have Starlink & launch revenue.
That means the 200+ neoclouds are going to see guppy-level death and consolidation. Some will make it through, but not many.
𝒻 (x) 🇲🇾 retweeted
Elon Musk just told the entire world that the AI bubble has popped... buckle up.
Pretty much.
As of the past few weeks, debt markets have almost entirely shut off access to money for any company that doesn’t have substantial revenue independent of AI data centers.
SpaceX closed $40B of debt for GPUs, but we’re investment grade and have Starlink & launch revenue.
That means the 200+ neoclouds are going to see guppy-level death and consolidation. Some will make it through, but not many.
𝒻 (x) 🇲🇾 retweeted
Looking for a TikTok Live Host:
1. Part-time
2. Malay-speaking. Male preferred
3. RM20/hour. 8-10pm, 3-5 days a week only
4. Can travel to Taman Semarang Intan, Dengkil
5. Have good personality
6. Interview, then 1 week paid trial
7. Health product
Ws 0111-7528917 now
𝒻 (x) 🇲🇾 retweeted
bukak konsortium open source. pump 10 juta setahun at least. do not discriminate any project. whichever product yang berjaya scale out dari experimental ecosystem, support dia sampai dapat global market. duk sembang IP apa, last 20 years punya kes mahkamah semua TM pakai nama sja
𝒻 (x) 🇲🇾 retweeted
This has been my prediction all along. Hardware companies are drowning in money, while the top two AI software companies are drowning in debt. They need more investor money every quater to stay afloat. Just let them crash. Market will recover itself in time.
𝒻 (x) 🇲🇾 retweeted
Claude can no longer “Reverse Engineer Anything.”
Anthropic just quietly killed REA.
But Interesting timing.
After a few viral cases of people using Claude to reverse-engineer Samsung TV firmware and identify data-collection services, Anthropic appears to have restricted those reverse-engineering abilities.
WTF, $3000 Samsung TV has an always-on mic, automatic content recognition, geo tracking, network mapping, and ships your data to Samsung + 400 partners.
Bro Rooted a brand-new 2025 Samsung TV after noticing absurdly targeted ads.
Firmware was locked down, so zero-days it was.
Got a root shell.
then found: always-on voice service, ACR, geo, full telemetry pipeline, and four separate DRM systems.
This isn’t a bug, It’s the product bro.
𝒻 (x) 🇲🇾 retweeted
Day 38 fully autonomous AI paper trade
AI buat research sendiri
AI jual beli sendiri
currently kita test
Kucing (my own model): -22.25%
OpenAI Luna: -1.65%
S&P 500: -0.57%
NASDAQ: -3.91%
ALT KUCING / MY OWN MODEL. Completed NYSE session 2026-10-23. Completed-session daily trading PnL for the tracked window: -22.25%
ALT OPENAI LUNA + V8. Completed NYSE session 2026-10-23. Completed-session daily trading PnL for the tracked window: -1.65%
ALT S&P 500 (SPY). Completed NYSE session 2026-10-23. S&P 500 (SPY ETF) completed-session daily return for the tracked window: -0.57% (Frozen campaign history; Alpaca SIP daily returns after transition)
ALT NASDAQ COMPOSITE (ONEQ). Completed NYSE session 2026-10-23. NASDAQ (ONEQ ETF) completed-session daily return for the tracked window: -3.91% (Frozen campaign history; Alpaca SIP daily returns after transition)
𝒻 (x) 🇲🇾 retweeted
又找到一个做游戏的开源项目
这个开源项目提供了 74 个游戏开发 Skills，角色移动、关卡设计、存档、打击感都有
而且支持 Godot、Unity、Unreal、Phaser、PixiJS、three.js、Bevy、pygame、LÖVE 和 Roblox 等多平台
武器到手，这下高低得做个游戏试试了
github.com/gamedev-skills/aw…
最近在折腾微信小游戏 用到了部分SKIll
整理了链接，也分享给同样在做小游戏的朋友
AI 游戏生成 /玩法逻辑：higgsfield-game-generation
github.com/higgsfield-ai/ski…
游戏引擎：game-engine
github.com/github/awesome-co…
多人联机：multiplayer-game
github.com/rivet-dev/skills/…
游戏开发：game-developer
github.com/Jeffallan/claude-…
界面设计：game-ui-design
github.com/omer-metin/skills…
玩法设计：game-design-theory
github.com/pluginagentmarket…
操作手感：game-feel
github.com/gamedev-skills/aw…
界面交互：game-ui-ux
github.com/gamedev-skills/aw…
3D 界面：threejs-game-ui-designer
github.com/majidmanzarpour/t…
网页游戏：develop-web-game
github.com/openai/skills/tre…
