Discover and read the best of Twitter Threads about #NN
Most recents (6)
👾🧵 AI 101🧵 👾
Dzisiaj podstawy, czyli CO JEST CZYM w świecie #AI? 🤔
Czy sztuczna inteligencja i uczenie maszynowe to synonimy? Czy uczenie głębokie to sieć neuronowa? Gdzie na mapie umiejscowić #ChatGPT?
1/7 👇
Dzisiaj podstawy, czyli CO JEST CZYM w świecie #AI? 🤔
Czy sztuczna inteligencja i uczenie maszynowe to synonimy? Czy uczenie głębokie to sieć neuronowa? Gdzie na mapie umiejscowić #ChatGPT?
1/7 👇
SZTUCZNA INTELIGENCJA (AI, SI)
Nauka, która symuluje wykonywanie przez maszyny czynności zarezerwowanych dla ludzi i wymagających inteligencji.
To pojęcie jest najbardziej ogólne. Jak bardzo i jakie ma to konsekwencje? Zapraszam do lektury wczorajszej, przydługiej🧵 😉
3/7 👇
Nauka, która symuluje wykonywanie przez maszyny czynności zarezerwowanych dla ludzi i wymagających inteligencji.
To pojęcie jest najbardziej ogólne. Jak bardzo i jakie ma to konsekwencje? Zapraszam do lektury wczorajszej, przydługiej🧵 😉
3/7 👇
Let's talk about NEURAL NETWORKS. 🧠
Most of you are probably familiar with them. 🧑💻
But not many know HOW they actually work and—even more importantly—WHY they work. 🔧
So, let's take a journey to understand what makes Neural Networks so effective... 📊
#ML #AI #NN
🧵👇
Most of you are probably familiar with them. 🧑💻
But not many know HOW they actually work and—even more importantly—WHY they work. 🔧
So, let's take a journey to understand what makes Neural Networks so effective... 📊
#ML #AI #NN
🧵👇
Let's start with a simple question...
❓ What problem are NNs trying to solve? 🤔
Generally speaking, NNs are trained on examples, to produce predictions based on some input values.
The example data (input + desired output) draws a curve that the NN is trying to fit.
❓ What problem are NNs trying to solve? 🤔
Generally speaking, NNs are trained on examples, to produce predictions based on some input values.
The example data (input + desired output) draws a curve that the NN is trying to fit.
In a nutshell, NNs are—like most ML tools—a fancy way to fit the curves inherently generated by the examples used to train it.
The more inputs it needs, and the more outputs it produces, the higher the dimension of the curve.
The simplest curve we can fit is ...a line! 😅
The more inputs it needs, and the more outputs it produces, the higher the dimension of the curve.
The simplest curve we can fit is ...a line! 😅
If you are using matplotlib in your day to day coding activity and didn't no the crux of it, I want to you take a look at this below thread. I'm sure you will learn and apply it.
So, here is what all we need to know about matplotlib, an excellent visualization library in python
So, here is what all we need to know about matplotlib, an excellent visualization library in python
1. In this thread we will go through some basic patterns and practises to help you get started with the library
It will basically help us plot the data into the figures and can contain axes, i.e. an area where points can be specified in x/y/z co-ordinates
First let's import it
It will basically help us plot the data into the figures and can contain axes, i.e. an area where points can be specified in x/y/z co-ordinates
First let's import it
2. The simple way of creating axes is using pyplot.subplots and we can Axes.plot to draw some data on the axes.
Below is how we can do it.
Below is how we can do it.
Throwback to that time some dude said Arogya Setu will prevent Corona and now we're at 1million+ cases and someone tell me how good did Arogya Setu do for you!!!
#NN
#NN
Also... all that blood of reporting spent on reporting on this bogus-ness!!!
Someone/NITI Aayog, send me a report on the "effectiveness of Arogya Setu", wontcha?!???
A "worrying analysis":
"18 [#deeplearning] algorithms ... presented at top-level research conferences ... Only 7 of them could be reproduced w/ reasonable effort ... 6 of them can often be outperformed w/ comparably simple heuristic methods."
Paper:
lnkd.in/dTaGCTv
#AI
"18 [#deeplearning] algorithms ... presented at top-level research conferences ... Only 7 of them could be reproduced w/ reasonable effort ... 6 of them can often be outperformed w/ comparably simple heuristic methods."
Paper:
lnkd.in/dTaGCTv
#AI
[Updates worth tweeting]
2/
There is much concern about #reproducibility issues and flawed scientific practices in the #ML community in particular & #academia in general.
Both the issues and the concerns are not new.
Isn't it time to put an end to them?
2/
There is much concern about #reproducibility issues and flawed scientific practices in the #ML community in particular & #academia in general.
Both the issues and the concerns are not new.
Isn't it time to put an end to them?
3/
There are several works that have exposed these and similar problems along the years.
👏👏 again to @Maurizio_fd et al. for sharing their paper and addressing #DL algorithms for recommended systems (1st tweet from this thread).
But there is more, unfortunately:
There are several works that have exposed these and similar problems along the years.
👏👏 again to @Maurizio_fd et al. for sharing their paper and addressing #DL algorithms for recommended systems (1st tweet from this thread).
But there is more, unfortunately:
§3.331
Any solution to the Kantian matrixial dialectic needs to not only enumerate or materialize possible solutions, but the halting condition for the problem rests on the liquidity (deparametrization) of the problem space.
#cryptocurrent #cryptocene #nickland
Any solution to the Kantian matrixial dialectic needs to not only enumerate or materialize possible solutions, but the halting condition for the problem rests on the liquidity (deparametrization) of the problem space.
#cryptocurrent #cryptocene #nickland
§3.332
Modernity provides a natural acceleration toward the solution, and we highlight only a horizon marking the entrance and exit boundary condition that would qualify as a true escape from it. This natural historical progression can be considered thermodynamic.
#cryptocurrent
Modernity provides a natural acceleration toward the solution, and we highlight only a horizon marking the entrance and exit boundary condition that would qualify as a true escape from it. This natural historical progression can be considered thermodynamic.
#cryptocurrent
