Vishwas Lele retweeted
Responding to government RFPs is complex and time-consuming - could large language models simplify the process?
@vlele talks on .NET Rocks at dotnetrocks.com/details/1908 about his new startup company building a copilot for this challenging task - and the potential it represents!
Vishwas Lele retweeted
How do we put large language models to work?
#dotNETRocks and @vlele give us cautionary tales and ideas on using LLMs focusing on specific data sets for building LLMs and how size matters. 🦻 msft.it/6019iuJIX
Vishwas Lele retweeted
The challenge of building apps utilizing large language models is the size of the data set.
@vlele talks on DotNetRocks at dotnetrocks.com/details/1874 about how complexity grows exponentially as your data gets bigger!
Vishwas Lele retweeted
New LinkedIn Learning Course on Managing and Governing Hybrid Environments with Azure Arc.
In this course, @vlele covers the fundamentals of hybrid computing, Azure Arc, and resource types hosted outside of Azure that can be managed with Azure Arc: okt.to/PH1Ksy
Vishwas Lele retweeted
Repatriation refers to shifting workloads from the cloud back to on-premises operations; however, there's no substantive evidence to suggest that repatriation is happening on a large scale. Read the full article from @vlele: okt.to/tObP14
Vishwas Lele retweeted
We’ve been waiting for this moment and now we can share it with you: Today, we received our paid driverless permit from the CPUC! In the coming weeks, we’ll begin charging fares for rider-only trips and welcoming new riders into Waymo One in San Francisco. waymo.com/blog/2023/08/waymo…
Vishwas Lele retweeted
I've been waiting for this 🤯
Open Source LLM Models Surpass GPT-3.5 🎉
In a groundbreaking development, a remarkable set of open-source LLM models has outperformed the capabilities of GPT-3.5.
What truly amazed me is not only the exceptional performance of these models but also the astonishing dataset they were trained on. Surprisingly, this dataset consisted of just 6,000 GPT4 conversations. 🤯
It's clear that high-quality data is working wonders. ✨
A few more details:
- OpenChat: Built upon LLAMA-13B, with a context length of 2048.
- Achieves an impressive 105.7% of the ChatGPT score on the Vicuna GPT-4 evaluation. 🏆
- Achieves a remarkable 80.9% win-rate on AlpacaEval. 🥇
- OpenChat-8192: Based on LLaMA-13B, with an extended context length of 8192.
- Achieves an outstanding 106.6% of the ChatGPT score on the Vicuna GPT-4 evaluation. 🌟
- Achieves an impressive 79.5% win-rate on AlpacaEval. 🥇
📚Links:
OpenChat on HF: huggingface.co/openchat/open…
OpenChat 8192 on HF: huggingface.co/openchat/open…
OpenCoderPlus: huggingface.co/openchat/open…
Dataset: huggingface.co/datasets/open…
Code: github.com/imoneoi/openchat
Vishwas Lele retweeted
Astounding progress in AI has led to speculation AI will cause explosive economic growth. @arjun_ramani3 and @zhengdongwang argue that such “transformative economic impact” from AI is much harder than at first glance.
thegradient.pub/why-transfor…
Vishwas Lele retweeted
Not only have they mapped out the fruit fly brain, but they actually boot it up in a computer and made it “eat” and “groom” 🤯
We are releasing a whole-brain connectome of the fruit fly, including ~130k annotated neurons and tens of millions of typed synapses!
Explore the connectome: codex.flywire.ai/
Reconstruction paper: biorxiv.org/content/10.1101/…
Annotation paper: biorxiv.org/content/10.1101/…
1/6
Vishwas Lele retweeted
Code generated from LLMs is going to need more testing than code written by developers.
This seems self-evident to me, but I suspect a lot of people are going to learn it (or ignore it) the hard way.
@alfcnz In the lecture " 09L – Differentiable associative memories, attention, and transformers" [1:35:50], Yann suggested that state of art chatbots cannot answer a question like this, "if you ask a question like what is the country that has a common border with Germany with...
the largest commercial exchanges with China." See below – ChatGPT seems to have no trouble with this question.
To celebrate #30DaysOfServerless
Here are a few videos on Serverless First on #Azure
youtube.com/playlist?list=PL…
cc @nitya & @devanshidiaries @aisteam
"Seems "AI" has become a synonym for "software"...." — @DanPatterson openweb.com/share/2E6Km4kC8M…
#Software 2.0
karpathy.medium.com/software…
Please take a moment to read this article
How to stay safe in a mass shooting, and overcome the fear they create
wapo.st/3PaBE3G
I find it useful to revisit classic software eng papers periodically - here in one
No Silver Bullet
Essence and Accident in Software Engineering
#cloud has certainly helped us abstract a lot of underlying details but the accidental complexity...
worrydream.com/refs/Brooks-N…
#SQL the Eternal Golden Data Language
Which software languages from the 70’s and 80’s are still in widespread use – even gaining in popularity? blogs.gartner.com/henry-cook…
