Data Scientist @ Lloyds Banking Group | PhD Researcher @ Stirling | Exploring Agentic AI, Evaluation, Assurance & Enterprise AI Systems
Edinburgh, Scotland
Joined February 2010
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To double your income + impact, triple your investment in personal development + mastering your talent.
I just published From Idea to Publication: A Practical Starter Guide for New AI Researchers medium.com/@smilingashutosh/…
I just published From Prompts to Playbooks: Why Agent Skills Matter ai.gopubby.com/from-prompts-…
Perhaps the most important concepts to know for ML are norms, vectors, matrices and probability and optimization. What is norm?
Norms are abstract concept of distance in high dimensional vector space of data. Important norms are L0,L1,L2,Linf, L-inf though other form of norms also exists.
Ashutosh Singh retweeted
Nine tools I wish I mastered before my PhD in Machine Learning bit.ly/3pN66r9
#AI #DataScience #MachineLearning #DeepLearning
Ashutosh Singh retweeted
Pattern Recognition and Machine Learning (Information Science and Statistics) zpy.io/e8580f75 #Python #ad
Ashutosh Singh retweeted
If you are thinking of doing a PhD, don't take advice from someone who doesn't know you, whether it's me or anyone else on Twitter.
It can be great and can be terrible, and anything in between. And yes, mental health is a key concern.
(If you still want my advice, see below..)
Ashutosh Singh retweeted
What's new in txtai? David Mezzetti shares an update on the new features in the latest release of the open source, AI-powered semantic search tool. buff.ly/3u8rLvQ
Ashutosh Singh retweeted
Today marks 5 years since the public release of PyTorch! We didn't expect to come this far, but here we're🙂- 2K Contributors, 90K Projects, 3.9M lines of "import torch" on GitHub. More importantly, we're still receiving lots of love and having a great ride. Here's to the future!
Ashutosh Singh retweeted
A Survey of Pretrained Language Models Based Text Generation
Nice survey paper on recent advances in pretrained language models for text generation. arxiv.org/abs/2201.05273
Ashutosh Singh retweeted
1/ It pays to be paranoid. Bugs can take so long to find that it’s best to be really careful as you go. Add breakpoints to sanity check numpy tensors while you're coding; add visualizations just before your forward pass (it must be right before! otherwise errors will slip in).
Ashutosh Singh retweeted
I pay 30% to Govt on my income & another 15-20% I pay to Govt on my monthly purchases.
Its a small % in India who pays nearly 50% of their earnings to Govt.
Can we get support from Govt to prioritise our legal cases, school seat, avail passport at ease etc??
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Mathematics requires a small dose, not of genius, but of an imaginative freedom which, in a larger dose, would be insanity.
-Angus K. Rodgers
Ashutosh Singh retweeted
"Parallelizing Python Code" Nice post outlining diff strategies. As someone who primarily uses the stdlib's multiprocessing lib manually, or joblib for the extra convenience, there are some nice tidbits in here. E.g., I didn't know about IPython Parallel! anyscale.com/blog/paralleliz…
