Manoj Parmar Profile picture
Jul 23, 2019 7 tweets 10 min read Read on X
[1/7] #AutoML (Automated Machine learning) is a new buzzword in the evolution of AI and ML. AutoML is the process of automating the end-to-end process of applying #machinelearning to real-world problems.
#AI #likeabosch #innovation #algorithms #machinelearning
[2/7] I recently read an interesting paper on the topic of #AutoML. form it, I created a taxonomy of automl parameters as a quick summary of papers, and at the top level it has three parts. #AI #likeabosch #innovation #algorithms #machinelearning
[3/7] Metalearning: Process of learning from previous experience gained during applying various learning algorithms on different kinds of data, & hence reducing the needed time to learn new tasks for a model. #AI #likeabosch #algorithms #machinelearning #innovation #AutoML
[4/7] Neural Architecture Search( #NAS): It is an automated process to design the architecture of #ANN (Artificial neural networks) for #DeepLearning models. #AI #likeabosch #innovation #algorithms #machinelearning #AutoML
[5/7] HyperParameter Optimisation: It is a process of tuning the hyper-parameters of the model to further optimize the model performance #AI #likeabosch #innovation #algorithms #machinelearning #innovation #AutoML
[6/7] If you are further interested to know in detail about #AUtoML, refer the original paper "Automated Machine Learning: State-of-The-Art and Open Challenges" arxiv.org/abs/1906.02287
[7/7] The picture depicts a detailed breakdown of taxonomy of #AutoML parameters
#AI #likeabosch #innovation #algorithms #machinelearning #innovation Image

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More from @mparmar47

Oct 4, 2020
34 Hard Truths You Should Know Before Becoming “Successful” @BenjaminPHardy #Thread
1. It’s Never As Good As You Think It Will Be.

Until you appreciate what you currently have, more won’t make your life better.
2. It’s Never As Bad As You Think It Will Be
The problem with dread & fear is that it holds people back from taking on big challenges. What you will find — no matter how big or small the challenge — is that u will adapt to it.When u consciously adapt to enormous stress, u evolve.
Read 37 tweets
Sep 23, 2020
What #AI lacks, humans can fill in.
What humans lack, who will fill in.

Dual standards of our society and human thinking. #Ethics, #fairness and other values are regulated for AI but same values for humans are not regulated.

Time to do introspection.
If humans are unable to grasp the ethics, morale and fairness values due to deep diversity of humanity, how can we ensure ethical frameworks created for #AI will be universal.
Humans have failed to uphold the values of #ethic across history and geography. Humans have used the technology to gain control and become superior. The weaponisation of #ai is inevitable. We have seen parallel cases from field of #biotech and specific case of #crispr
Read 4 tweets
Aug 22, 2020
In God we trust,
In #machine we believe,
In #data we live,

We are the next-generation human being.

Sadly we don't trust humans, we don't believe in them and we have almost stopped living.
Religion, folklore, mythology and history agrees on one interesting statement.

Humans were created in image of God.

Aren't we repeating the same thing with #AI? Aren't we creating AI in image of ourself?
Don't believe, look around see with what it is compared.
Sufficiently advanced science is indistinguishable from magic.

Same way, sufficiently advanced #AI is indistinguishable from #god.
Read 7 tweets
Jul 29, 2020
#antitrusthearing
Another set of questions are related to algorithms bias, fairness, and responsibilities.
#AI #Algorithms #bias #fair
#antitrusthearing
Security and safety of consumer, product, partners and Algorithm is next set of questions. Again no satisfactory answers.
#Algorithms #AI #security
#antitrusthearing very interesting question, how will you ensure that biases of your employees are getting in to the algorithm?
In fact research has proven that algorithms are learning not from the data but the way data was labelled and annotated. #ai #bias
Read 6 tweets
Jul 28, 2020
#100daysoflearning #psychology
Day 18 update
Completed reading from Robert Cialdini
Started another reading from chapter 2 of Mayer’s book on Social Psychology, completed 5 pages
#100daysoflearning #psychology
Day 18 update
Key Learning
- spotlight effect is experienced when we think people are paying more attention to us then needed.
- we also suffer from illusion of transparency that our emotions are easily detectable.
#100daysoflearning #psychology
Day 19-20 update
Completed up to page 12/chapter 2 from Social psychology book by Mayers
Key Learning
- We overestimate the visibility of our social blunders and public mental slipups
- At center of our world is our sense of self
Read 13 tweets
Jul 23, 2020
Please feel free to join the #paneldiscussion on exciting topic of #QuantumComputing #technology development in #india.

Date and Time: 24th July; 5-6 PM
Free Registeration at bit.ly/qcpanel

@rbeiindia Image
#QuantumComputing #quantum #technology #India We will be discussing on Prospects of Quantum Technology Development in India.
#QuantumComputing #quantum #technology #India Panel is packed with eminent and leading members from Science and Academia.
Apoorva Patel (IISc, Bangalore)
R. P. Singh (PRL, Ahmedabad)
Umakant Rapol (IISER, Pune)
Anil Prabhakar (IIT Madras)
Read 5 tweets

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