Ｌｉｎａ

☆ 𝑫𝒐𝒄𝒖𝒎𝒆𝒏𝒕𝒊𝒏𝒈 𝑴𝒚 𝑩𝒆𝒄𝒐𝒎𝒊𝒏𝒈 ||
#MachineLearning #Health #Languages #Research #NeuroTech #BCI
Educational content to strengthen my long-term memory ¤

[Ｌｉｎａ @Lina_LinLin00]

I'm starting something I've wanted to do for a while.
I'm going to document the process of becoming the person I want to become.

I'm an electronics engineering student, and over the coming months I'll be exploring:
ML → Deep Learning → TinyML → Edge AI

1/3

[SciTech Girl @scitechgirl]

🚨 SCIENTISTS FOUND LIGHT INSIDE HUMAN CELLS

Researchers discovered that tiny parts inside our cells may communicate using microscopic flashes of light called biophotons. These signals are invisible to the human eye, but scientists believe they could help cells coordinate, repair damage, and respond to stress.

The discovery is changing how experts understand the human body — suggesting that deep inside us, cells may be “talking” through light itself.

Source:
Kučera, O., et al. *Biophotons and mitochondrial communication in living cells*. Photochemical & Photobiological Sciences.

[••urie•• @Aurielle007s]

My future depends on me

[Ｌｉｎａ @Lina_LinLin00]

@sachinskyte Matter of fact , we kind of have the same pfp

[Ｌｉｎａ @Lina_LinLin00]

EdgeML is the narrow version of EdgeAI that runs solely Machine learning , meanwhile EdgeAI includes Machine learning AND other AI tech like LLMs

In conclusion:
Edge AI >> Edge ML >> TinyML ( or Embedded Machine learning )

[Ｌｉｎａ @Lina_LinLin00]

#day1ofAutodidact
TinyML VS EdgeAI VS EdgeML

TinyML is a sub-fielf of Machine learning that is run on embedded devices, specifically on MCUs , using less power of 1milliWatts on a coin battery that can lasts years .
#TinyML

[Ｌｉｎａ @Lina_LinLin00]

On the other hand, EdgeAI and EdgeML are the umbrella term for this technology.
While TinyML has a part that can run on MPUs such as " Jetson.." , EdgeAI/ML can run on any Local Device .

#EdgeAI #EdgeML

[alexei @alexeixbt]

neuroscientists discovered your brain believes whatever you think on repeat, and it doesn't care if it's true.

[Muhammad Smiry 🇵🇸 @MuhammadSmiry]

Gaza before the genocide

[Nicholas Fabiano, MD @NTFabiano]

The curse of discipline is that every day looks the same.

The curse of indiscipline is that every year does.

Neuroplasticity wires whichever one you repeat.

[GBC @GBC_Press]

🚨 BREAKING:

Famous actor Jason Statham hung a Palestinian flag on his car.

[𝑚𝑎𝑖❀ @veryfinemelanin]

Nobody is more stressed than a 19-25yr old thinking they're running out of time

[Islamic Scientific Heritage @IslamicSH_]

Nearly five centuries before Johannes Werner, the Egyptian astronomer Ibn Yunus used a trigonometric identity equivalent to {𝟮𝗰𝗼𝘀(𝗮)𝗰𝗼𝘀(𝗯)=𝗰𝗼𝘀(𝗮+𝗯)+𝗰𝗼𝘀(𝗮-𝗯)} in astronomical calculations for determining time from the altitude of the Sun and stars.

Ibn Yunus (1009 CE) was an Egyptian Muslim mathematician. His great-grandfather was a hadith scholar and an associate of Imam Shafi'i.

His methods for determining the time from stellar altitude were equivalent to:

{𝟮𝗰𝗼𝘀(𝗮)𝗰𝗼𝘀(𝗯)=𝗰𝗼𝘀(𝗮+𝗯)+𝗰𝗼𝘀(𝗮-𝗯)}.

That same formula, {𝟮𝗰𝗼𝘀(𝗮)𝗰𝗼𝘀(𝗯)=𝗰𝗼𝘀(𝗮+𝗯)+𝗰𝗼𝘀(𝗮-𝗯)}, was later named Werner's formula, so the credit went to someone else, even though Ibn Yunus had already worked with it centuries earlier.

🧵[THREAD]

[alexei @alexeixbt]

bro i just learned that quantum physics is crazy as f*ck…because WDYM every possible outcome of every choice you make ACTUALLY does happen, it just splits into a parallel timeline. does that mean the one youre observing NOW is the one you already EXPECTED to land in?? so quantum leaping isn’t forcing an outcome, it’s simply changing what we expect in the moment??

[Pundalik Bade 🌱 @PundalikBade]

Day 30 of learning AI/ML

Total study time: 3 hours

I’m going to focus on Machine Learning for the next 8–9 days. After that, I’ll move on to Deep Learning and follow this roadmap, covering Neural Networks, Attention, Hugging Face, RAG, Agents, Memory, Fine-tuning, and Evals.

Following the roadmap shared by @Ashutosh_7x7 🙌

[mashiro👒 @mashirodiamond]

🍉🕊️

[GBC @GBC_Press]

🚨 BREAKING:

After recognizing Palestine as a state, the UK opened its embassy in London.

[Deliriumm @0xDeliriumm]

The reason you breathe oxygen has nothing to do with your lungs. It's because your cells need somewhere to dump electrons — and without a final acceptor at the end of the chain, ATP synthesis stops within seconds and you die.

Your mitochondria run a biological transformer: four protein complexes pass high-energy electrons through redox centers like GPU layers in a forward pass, each releasing a small voltage drop to pump protons across a membrane. That gradient spins a molecular turbine — ATP synthase — producing the energy currency that every cell, LLM server included, ultimately traces back to.

7 minutes. Bookmark & watch today.

[Abhishek @abhishekcode42]

This is why I am on Twitter, to see posts like this

[The Math Flow @TheMathFlow]

Solving a Rubik's Cube with graph theory.

[Spike 1% @SpikeCalls]

166,700 fruit fly neurons are flying a drone around my bedroom.

1 camera watches my open hand and that's the whole input.

The panel in the middle is the brain running live 166,700 neurons, 25 million connections, the full reconstructed map of a fruit fly's head.

Camera reads the hand, the brain fires, the output becomes throttle.

Open palm and it climbs, fist and it holds, drop the hand and it comes down.

4 propellers the size of a coin hanging off a nervous system that belonged to an insect.

The honest part this is a computational model, not a resurrected fly, the wiring is biological, the drone is mine, I built the bridge between them.

I never wrote flight logic, no PID tuning, no gesture presets, I gave the neurons somewhere to send the signal and they found the ceiling.

11 seconds in, it holds altitude on its own.

The fly is dead and it's still flying.