Anupam Datta
@datta_cs
Followers
1,311
Following
363
Media
5
Statuses
222
AI @SnowflakeDB , Ex- Co-Founder/President/Chief Scientist @truera_ai , Ex-Prof @CarnegieMellon , Visiting Prof & PhD CS @Stanford , BTech @IITKgp
Joined December 2014
Don't wanna be here?
Send us removal request.
Explore trending content on Musk Viewer
Leyen
• 281762 Tweets
梅雨明け
• 216960 Tweets
#BKPPยอม_MV
• 197379 Tweets
norawit x bv in emporium
• 115084 Tweets
INTRO
• 78744 Tweets
Papa Dali
• 54762 Tweets
Ali Koç
• 52834 Tweets
Kamari
• 51663 Tweets
パワプロ
• 48970 Tweets
MEW IN FRED SEIBU
• 48881 Tweets
岸田総理
• 36067 Tweets
VLOG 5 WITH BUILD
• 33358 Tweets
#素のまんま
• 33238 Tweets
डिब्रूगढ़ एक्सप्रेस
• 29433 Tweets
Mehmet Büyükekşi
• 26357 Tweets
रेल मंत्री
• 23634 Tweets
#TrainAccident
• 23164 Tweets
AMIA
• 21621 Tweets
国立公園
• 17187 Tweets
マンション爆発
• 16897 Tweets
高級ホテル誘致
• 14427 Tweets
What's your color
• 13521 Tweets
#THE夜会
• 13277 Tweets
高級リゾートホテル誘致
• 13143 Tweets
#ミュージックジェネレーション
• 11945 Tweets
西川口の爆発
• 11804 Tweets
Kimiko
• 10799 Tweets
Pinned Tweet
Building LLM apps that chain LLMs with vector databases, agents and more? Playing with
@LangChainAI
@gpt_index
+
@OpenAI
@huggingface
LLMs +
@pinecone
DB? Try TruLens for LLMs -- the first open source library to evaluate and track your LLM experiments.
2
1
8
Stanford CS 329T: Trustworthy Machine Learning: Large Language Models and Applications -- a course I am teaching with John Mitchell (Stanford) and Ankur Taly (Google) started today!
We will be putting a lot of content online. Check out the course page and stay tuned for more
4
50
229
Differential privacy as a causal property -- with Michael Tschantz, Shayak Sen -- resolves a controversy about what differential privacy means
3
14
25
Launching NSF project on accountable decision systems +Fredrikson
@OleMengshoel
@TomRistenpart
@HNissenbaum
Tschantz
1
6
13
Join 3000+ participants in the TruEra Challenge -- build, evaluate, improve your LLM apps with
@Google
Vertex AI,
@truera_ai
/
@TruLensML
, as well as tools from partners
@llama_index
and
@zilliz_universe
. Hosted by
@lablabai
Join us for 3 hands-on workshops, learn, build,
0
3
9
Google Will No Longer Scan Gmail for Ad Targeting
0
8
8
@llama_index
@truera_ai
Excited to kick off this partnership
@llama_index
@jerryjliu0
Couple building of LLM apps with evaluation to discover failure modes and iterate faster with
@llama_index
+
@TruLensML
0
1
8
CMU colleagues
@Mmffmmffdd
@zicokolter
and my former PhD student Zifan Wang have created automated safety attacks on open source LLM chatbots that surprisingly transfer also to closed source chatbots -- ChatGPT, Bard, Claude.
0
0
7
AGI House Build/Break/Test LLM Apps Hackathon with TruEra/TruLens and partners
@llama_index
&
@pinecone
on Oct 7, 12-10pm.
@jerryjliu0
@shayaksen
@_jreini
@Yuvnesh
Join us for this exciting and unconventional hackathon with key players in the emerging LLMOps tech stack!
0
4
5
Exciting day starts with our panel on the promise and perils of AI
@EconomistEvents
#EconInnov
0
1
5
Timely event on Responsible and Open Foundation Models. Looking forward to it!
@random_walker
@percyliang
@sayashk
@RishiBommasani
Open foundation models are playing a key role in the AI ecosystem. On September 21,
@RishiBommasani
@percyliang
@random_walker
and I are organizing an online workshop on their responsible development. Hear from experts in CS, tech policy, and OSS.
RSVP:
3
28
71
0
1
5
7/27: Live at the Midway, SF -- join
@jerryjliu0
,
@shayaksen
and me for a hands-on workshop on building and evaluating LLM apps -- RAGs, Data Agents and more -- with open source tools
@llamaindex
+
@TruLensML
! Let's build the future responsibly.
#LLMs
0
2
5
Live now! Our
#aaai2021
tutorial:
From Explainability to Model Quality and Back on the deep connections between AI Explainability & Model Quality attributes -- fairness, privacy, accuracy, and more
#aiexplained
#responsibleai
#trustworthyai
#machinelearning
#ai
0
1
5
0
0
2
Excited to chair the National Academies workshop today on Trustworthy AI. Expect an insightful, actionable discussion with distinguished panelists and organizing committee.
@DMulliganUCB
@aleks_madry
@benbendc
@susan_dumais
J Wing, DJ Dvijotham
Don't miss our workshop starting tomorrow on how we can design trustworthy
#AI
systems for use in finance, transportation, and health! Hear from experts including Facebook’s
@jquinonero
, FDA’s
@_bakulpatel
and UPenn’s
@mkearnsupenn
. Register here:
0
1
5
0
1
4
Tremendous energy at the
@agihouse_org
hackathon last weekend organized by
@truera_ai
,
@TruLensML
!
30+ teams built, broke, & tested
#LLMapps
in a whole new hackathon format! Thanks to
@pinecone
,
@llama_index
&
@anyscalecompute
for co-sponsoring!
Here's one winner - the
0
0
4
Easily build data agents with
@llama_index
+ evaluate with
@TruLensML
. Check out the notebook to get started.
@jerryjliu0
#LLMs
#testing
Properly evaluating agents is an under-explored problem - what are the key tests you should run on inputs/outputs? 🧪🤖
Check out this brand-new notebook that helps to explore that on our
@llama_index
Yelp agent! 🧑🍳
Huge s/o to the
@truera_ai
team:
1
9
47
0
1
4
@ylecun
Cool,
@ylecun
.
@CarnegieMellon
has had related Interdisciplinary efforts, including the Center for Automated Learning and Discovery from 1997 that became Machine Learning Department in 2006. Not identical in that it's a department within the School of CS but many affiliated
0
0
4
trulens is out! join the slack community, go play with it!
Today is the launch of TruLens, a new open source library providing explainability for neural network and deep learning machine learning models. Works with
#PyTorch
,
#TensorFlow
, and
#Keras
models. Check it out here:
#ML
#AI
#neuralnetworks
#deeplearning
0
2
2
0
0
4
Excellent
@bloomreach_tm
event in Napa Valley with
@nvidia
@bloomreach_tm
@truera_ai
participants on this GenAI panel.
0
1
4
0
0
3
Microsoft Research Head Jeannette Wing to Lead Columbia’s Data Science Institute | Columbia News
0
0
3
Exciting new paper on a "small" text completion model (~1.3B) from the "Textbooks are all you need" team at
@MSFTResearch
. Take a read!
A new LLM, called phi-1.5, released today by
@SebastienBubeck
and his team
@MSFTResearch
. Released as open source to support open research on AI foundations, transparency, and safety, this model does text completion with quality that compares favorably to much larger LLMs.
4
26
80
0
0
3
A couple of interesting recent papers are making progress toward significantly smaller LLMs for tasks like writing and coding. Perhaps the data gap between training LLMs and learning for children can be bridged over time
@mcxfrank
via:
@karpathy
,
@SebastienBubeck
,
@EldanRonen
"Textbooks Are All You Need" is making rounds:
reminding me of my earlier tweet :). TinyStories is also an inspiring read:
We'll probably see a lot more creative "scaling down" work: prioritizing data quality and diversity over
28
188
1K
0
0
3
HSCC 2017 (at Pittsburgh) calls for papers in security and privacy in cyberphysical systems
@Mitrasayn
#CPSWeek
0
4
2
Pleasure joining
@AzitaMartin
(VP and GM for AI in Retail & more, NVIDIA), Xun Wang (CTO, Bloomreach), and Christina Augustine (COO, Bloomreach) on a panel on Generative AI in Retail aptly named "No Limits".
Key takeaways:
1/n
1
0
3
Test and debug your ML models with the free
@truera_ai
SaaS Diagnostics product. Just launched.
Sign up:
1
1
2
FAQ on CMU-ICSI study on Discrimination and Opacity in Online Behavioral Advertising:
http://t.co/TGQQ5zeals
0
3
2
Great talk by
@chesharma87
on the important role of experimentation to inform Trustworthy decisions across product and marketing!
#DataCouncilAI
0
0
1
Interesting first day at Leadership in Science Policy Institute
0
0
2
0
0
2
0
0
2
Insightful keynote by
@pwang
at
@DataCouncilAI
! Key takeaway as data science adoption grows in Enterprise: enable exploration & innovation by data scientists with guardrails to mitigate risk and enable adoption by mlops at scale in production
#DataScience
#MLOps
#DataCouncilAI
1
2
2
Reflections on GenAI, operationalizing AI, and the role of education from a week in Europe:
I spent the last week speaking at and hanging out with a few thousand startups, SMBs, and enterprises at
@WorldSummitAI
in Amsterdam, having in-depth technical conversations with leaders
0
1
2
My blog post on AI Quality attributes that are critical for AI to generalize well, respect societal expectations of transparency and fairness, and sustainably deliver business value throughout its lifecycle. Important for every data science and MLOps team.
0
1
2
@geomblog
@ginasue
@mathbabedotorg
That said, going from basic research to impact on practice does present a number of hurdles -- access to high impact algorithmic systems is one; incentives for organizations to adopt accountability technologies is another. Some of those points in the article make sense. 2/2
1
0
1
Why did the computer reject your loan app? Carnegie Mellon method holds
#AI
algorithms accountable
0
1
0
0
0
1
Evaluate and track your LLM
@llama_index
apps with the open source TruLens for LLMs library.
Proper evals are important when setting up a complex retrieval-augmented system:
- Overall App I/O
- LLM I/O
- Retrieved context calls
- Latency
- Token counts
We show how you can eval all these RAG components when using LlamaIndex with
@truera_ai
! 🧪
2
13
60
0
0
1
4/n 3. There are significant concerns around hallucinations in generative use cases in retail and an ask for better LLM app evaluations. We are seeing some promising results on evaluations as we build on our open source
@TruLensML
library to work with a number of companies.
1
0
1
Tooling to enable systematic testing and monitoring of AI Quality (data quality, model performance, societal impact indicators such as fairness and privacy) is a key part of the solution.
0
1
1
The dearth of data markets raise questions about antitrust, privacy and social equality.
0
0
1
@geomblog
@ginasue
@mathbabedotorg
includes faculty from CMU, Cornell, ICSI. This area is growing in academia, including tenure-track and tenured faculty participation. So, difficult to accept the claim that academia is asleep. 1/2
0
0
1
Looking forward to the conversation on accountable decision systems and more...
International Conference
#Data
#Economy
with
@nc2y
@CarnegieMellon
@datta_cs
@EPOorg
@MP_Innovation
@EU_Commission
2
2
1
0
1
1