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Anindya

@AnindyadeepS

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My learning curve is noisy than your life choices | ML @premai_io | RecSys x LLM ❤️ OSS | e/acc

West Bengal
Joined December 2020
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@AnindyadeepS
Anindya
27 days
Excited to share Prem-1B-SQL, a 1.3B parameter model built for Text-to-SQL! It hits 51.54% on the BirdBench private test—beating Claude-2 base and Qwen2.5-coder 7B, on par with GPT-4 baseline. Fully fine-tuned with the PremSQL library on DeepSeek 1.3B. Check out our Huggingface
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@AnindyadeepS
Anindya
1 year
I just published my new article on how we can integrate custom #LLMs using @LangChainAI . I took the example of @gpt4all and shared my learnings on different ways to extend it. Check this out
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@AnindyadeepS
Anindya
10 months
The AI community is predicting that 2024 is going to be the year of the rise of synthetic data. And this is really true. Interested to know more about how those are generated (especially for tabular and text)? checkout our latest blog: #GenAI #AI #LLM
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@AnindyadeepS
Anindya
7 months
🍀 Over the last week, we have researched multiple serverless providers like @modal_labs , @beam_cloud , and @runpod_io to accelerate serverless deployment of LLMs like Gemma 2B, @MistralAI Mistral 7B v0.1/v0.2. This post reflects our experiences trying each of them: ⭐ Before
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@AnindyadeepS
Anindya
30 days
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@AnindyadeepS
Anindya
7 months
@jay_modi6 Aaj se ... next 10 sal ke baad isi copies mein (or something digital copy mein) it would say "sorry my openai was down"
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@AnindyadeepS
Anindya
4 months
@Hamptonism bro you just shamelessly copied someones else's craft ... nice
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@AnindyadeepS
Anindya
1 month
And done… we do hand crafted AR tassel here
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@AnindyadeepS
Anindya
2 years
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@AnindyadeepS
Anindya
27 days
Gave a small lightning talk around PremSQL in @pyconindia 24, thanks for the opportunity and will share the full video soon 🚀🚀 Ps: my high school extempore skills kinda helping me ahhaha
@AnindyadeepS
Anindya
27 days
Excited to share Prem-1B-SQL, a 1.3B parameter model built for Text-to-SQL! It hits 51.54% on the BirdBench private test—beating Claude-2 base and Qwen2.5-coder 7B, on par with GPT-4 baseline. Fully fine-tuned with the PremSQL library on DeepSeek 1.3B. Check out our Huggingface
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@AnindyadeepS
Anindya
3 months
Happy Monday. I know I am late to this game, but today, I published the very first blog of my written series on MakeMore. For a while, I studied Andrej Karpathy's series and took some notes. I initially thought I would publish to publish all of it at
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@AnindyadeepS
Anindya
2 months
Well all you need is just some cool enthusiastic folks, a research paper to read and cup of chai thats it.. we read the paper GameGen by deepmind Cheers for more to come 🙌
@UdPrakash
Udaya Prakash | Nefer.ai
2 months
First ever B’Luru Research Enthusiasts Meetup (BREM) ✨ We sat and read a research paper individually and then came together to discuss it. It’s been ages since I had such fun 😍😍 I ve always wanted to create a space for like minded nerds 🥰 to connect, BREM is Born today 🔥
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@AnindyadeepS
Anindya
4 months
@karpathy @kyutai_labs so is this the classic example, where the language models goes under the rabbit hole of repeating itself ...
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@AnindyadeepS
Anindya
1 year
#opensource is the best way to learn about anything. Introduced Automatic Hyper-param search using @OptunaAutoML in Prompt2Model. Thanks to @vijaytarian and Prof. @gneubig ,guiding me in the process the whole time. learned a ton. Check out Prompt2model 👉
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@AnindyadeepS
Anindya
5 months
@ayushunleashed And this is the chance of this event ...
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@AnindyadeepS
Anindya
9 months
Today we launch Benchmarks. A fully reproducible oss repo that benchmarks Llama 2 on popular engines like @PyTorch @NVIDIAAI 's TensorRT, etc on various precisions. Coming versions will analyze generation quality w.r.t change of engines. So stay tuned. ⭐
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@AnindyadeepS
Anindya
1 year
Finally created the playlist of building end to end #serverless #LLMs powered applications (without Open AI) and with @LangChainAI , @nomic_ai GPT4All, @trychroma , and @huggingface Please do check out and I am open for discussions on improvements.
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@AnindyadeepS
Anindya
1 year
Weekend cook up ........ when #recsys meets #Llama2 ... PS, @huggingface 's TRL library is soo cool ... it just boils down to the dataset format to get started with baseline fine-tuning ... blog coming soon 😁
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@AnindyadeepS
Anindya
1 month
Excited to announce our very first release of PremSQL. PremSQL is an open-source library designed to help developers create secure, fully local text-to-SQL solutions using small language models. It offers all the essential tools needed to build and deploy end-to-end text-to-SQL
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@AnindyadeepS
Anindya
2 months
@Hamptonism One is the raw material and other is the finished material… i like raw material more
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@AnindyadeepS
Anindya
3 months
Text-to-SQL has always been a very active research field. It has several use cases, most related to information extraction. Check out our latest blog post on the current state of text-to-SQL tasks with LLMs. We have covered the progress on models,
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@AnindyadeepS
Anindya
2 months
This looks better ig
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@AnindyadeepS
Anindya
2 months
Now you do not need to go to SF ..... when most of the creative cracked builders assemble here ...
@hsrhackerhouse
hsr hacker house
2 months
we've started building a house
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@AnindyadeepS
Anindya
3 months
Finally…when you get to meet your twitter tech homies in person… what a weekend
@kanpuriyanawab
Anshuman
3 months
Me & bois welcoming @AnindyadeepS to Bangalore.
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@AnindyadeepS
Anindya
9 months
2024 just got started and we can see quite a trend going on for SLMs like Phi, Model Merging, MoEs, Synthetic Data, and Attention-free #LLMs like Mamba. In this blog, we are covering all of the concepts to understand Mamba, so do check this out 👇 #AI
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@AnindyadeepS
Anindya
18 days
Small Milestone: 500 + downloads on PremSQL-1B on HuggingFace and 100 + stars on PremSQL GitHub. Check out now. Damn I love open source
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@AnindyadeepS
Anindya
2 months
@Naina_2728 @runclubbb yep running from my problems -,-
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@AnindyadeepS
Anindya
4 months
less goo, TensorRT x DsPY available now ... upnext Triton Inference Server ... #opensource #llm #tensorrt #nvidia
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@AnindyadeepS
Anindya
23 days
Lately, I was getting so many resources around LLMs / general AI, and it got super overwhelming. So I just cleaned all of them up and piled them. Now I gotta filter some of them out, so that I could cover some of the top-priority things by the end of
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@AnindyadeepS
Anindya
2 years
Saving this for later, coz this is special..., literally this blog post about the hiring process of @genintelligent just made my day... Check this out...
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@AnindyadeepS
Anindya
6 months
We just integrated Prem's SDK with @LangChainAI and @llama_index . Now you can access all the current best LLMs and embedding models from @OpenAI @MistralAI @DbrxMosaicAI @AnthropicAI @AIatMeta etc and integrate them seamlessly with your existing LangChain or llama-index
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@AnindyadeepS
Anindya
3 months
🧎‍♂️🙏🧎‍♂️🙏
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@AnindyadeepS
Anindya
1 year
Gonna give my first ever lightning ⚡ talk on the current scenario on LLM evaluation. Do join us on Nov 7th with @LightningAI . We also have other cool talks on Distributed training, understanding attention etc.. Check out more here 👇
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@AnindyadeepS
Anindya
8 months
I used to spent a lot of time around GraphML before LLMs... I started those once again for recsys and referred to my notes for a quick brush up, written a yr ago... Thought it would be good to share #learning #in #public #opensource #ml
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@AnindyadeepS
Anindya
2 months
Time to get locked in … ciao
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@AnindyadeepS
Anindya
2 months
Shippin hour still not complete… huh Ft. @hsrhackerhouse
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@AnindyadeepS
Anindya
1 year
Joining as an upcoming #DataScience #Engineering intern this June. #blr I am coming 🔥
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@AnindyadeepS
Anindya
2 months
All nighter Saturday hack… hybrid conversational search … ft Text to SQL (and embedding based) In this picture, the prompt was: show me some sneakers and pants which matches with the top (uploaded image)
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@AnindyadeepS
Anindya
8 months
Compared @MistralAI 's mistral-medium @OpenAI 's gpt-3.5 and @togethercompute 's Mistral-7B instruct to code the Attention Module from scratch and also to validate. And it seems like gpt-3.5's implementation is fully functional. Although Together is super fast, the quality 🤕
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@AnindyadeepS
Anindya
15 days
Ok, finally a personal website where I can write about my past works and current progress and also some detailed blogposts ... ps: did't know I had a Japanese name embedded in my actual name lol
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@AnindyadeepS
Anindya
21 days
how to start a startup? > step 1: choose an emoji > lemme start: 🧬🔧 Congratulations to me, I started a new company, its name is BuilDNA ... now watch me how I raise 1B $ seed in my dreams ....
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@AnindyadeepS
Anindya
4 months
Missing blr and its unfinished projects 🥲
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@AnindyadeepS
Anindya
1 month
ready to drop something, I have been working for a while
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@AnindyadeepS
Anindya
2 months
Me ….
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@1littlecoder
1LittleCoder💻
2 months
Who's building the Perplexity of Amazon ?
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@AnindyadeepS
Anindya
3 months
Tool calling is now available in @LangChainAI and @premai_io . You can now easily do function calling across your favourite models like Claude, Llama, GPT. Try it out now.
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@AnindyadeepS
Anindya
3 months
🚀 We are open-sourcing our first version of Prem text2sql. Code generation LLMs and LLM-assisted coding have almost reached convergence. However, LLM-assisted data analysis is a much more complex problem. Our previous blog discussed various datasets, models, evaluation methods,
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@AnindyadeepS
Anindya
6 months
@elonmusk Master pieces like this gives the depth (or the gravity) of significance of a technology .... Intertwined with one who makes those technology and one who spreads the significance of that through these musics / movies so that the coming gen can be influenced .... hats off to
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@AnindyadeepS
Anindya
5 months
🌄 We launched our very first Small Language Model Prem 1B and Prem 1B Chat. At our main focus is to make smaller models which can understand english construct properly to follow instruction and retrieve information when proper context given. ✨ When we
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@filopedraz
Filippo Pedrazzini
5 months
🚀 We are excited to introduce our first series of open-source Small Language Foundation Models, Prem 1B and Prem 1B chat. These models are available on @huggingface under APACHE LICENSE 2.0. Read our release blog here: 🎯 Our goal is to create models
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@AnindyadeepS
Anindya
11 months
Finally, wrapped our first Gen AI meetup by @LightningAI . It was truly an amazing experience sharing my learnings on LLM evaluation along with @aniketmaurya @ishandutta0098 and @ravithejads and their insightful talks. Can't wait to have more meetup like this again😄. resources 👇
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@AnindyadeepS
Anindya
8 months
Complement like this .... whoo bhii from sensei 🔥 makes the day ...
@lucifer_x007
Manish Sharma 📊 - e/acc 🤖
8 months
w/ 10x engineer @AnindyadeepS
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@AnindyadeepS
Anindya
2 months
Streamlits UI is actually looking cool… now gotta work on the re-ranking part… huh Open sourcing this project soon
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@AnindyadeepS
Anindya
2 months
All nighter Saturday hack… hybrid conversational search … ft Text to SQL (and embedding based) In this picture, the prompt was: show me some sneakers and pants which matches with the top (uploaded image)
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@AnindyadeepS
Anindya
4 months
Good Sunday everyone, Today we release the very first version of Sanskriti Bench app. Last week, we had great launch from @guneetsk99 and awesome round of shoutouts from @Analyticsindiam , and supporters like @huggingface 's initiative of Data-is-Better-Together
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@AnindyadeepS
Anindya
1 year
My first Open source PR just got merged in #litgpt by @LightningAI The journey has been awesome, all thanks to @aniketmaurya , @rasbt , and @carmocca . Looking forward to learning and contributing more 😁
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@AnindyadeepS
Anindya
27 days
Now i am convinced … anything can be self taught
@AnindyadeepS
Anindya
27 days
Day 21 of learning keyboard … Je te Laisserai Des Mots by Patrick Watson…
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@AnindyadeepS
Anindya
6 months
Well well, all my devops x LLM friends out there, I heard it is a pain to manage GPU resources, installations, dependencies issues while deploying your LLMs on K8s. With Prem Operator, all of those can be done with just few commands, check this out 👇
@jichiep
Richard Palethorpe
6 months
Let's say you have a K8s cluster with GPU, then deploying an LLM with chat UI is only 2-3 commands (YMMV)
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@AnindyadeepS
Anindya
2 years
You should take a notebook along when you read @chipro 's blog post. It is full of valuable information. I mean in just two days, I have learned some gigantic stuff (still need to ascimilate a lot) about the essence of resume and ML going real time. More about those in a 🧵(1/7)
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@AnindyadeepS
Anindya
4 months
Hey @arcinternet / @browsercompany why not to put a copy button on the side of each recommendation for the arc-spotlight? saves a lot of time ...
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@AnindyadeepS
Anindya
1 month
@doesdatmaksense I used to maintain mine... and now I get feel more guilty that I am not... ughhhh also for iPad somehow I landed to "FreeNotes" which is surprisingly free .. lol
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@AnindyadeepS
Anindya
8 months
My friendly cool neighbours 🔥
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@lucifer_x007
Manish Sharma 📊 - e/acc 🤖
8 months
wasup w/ sam in my circle ? 😂 @untitled01ipynb , @chiefaioffice and @lateinteraction getting closer to you xd
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@AnindyadeepS
Anindya
2 years
Just going through @nishparadox 's profile... And i must say... The work he has done at @docsumoai is incredible and something I day dream about (like literally doing things single handedly .. Robust ML +Software + design and leaving a legacy)... Real inspiration 😃
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@AnindyadeepS
Anindya
6 months
It was awesome contributing a chapter for this course. Community NLP Course when? ps. I contributed the chapter: Finetuning ViT for Object Detection. Do give it a read: Also shout out to amazing folks who have contributed the chapters.
@mervenoyann
merve
6 months
community-led computer vision course just dropped to @huggingface Hub 📖🤍
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@AnindyadeepS
Anindya
2 years
@AssemblyAI 's YouTube channel is so amazing. Super crisp and informative videos. Do check those out if you guys are into ML. They have numerous series related to Deep learning and #ML and ML deployments. Huge shoutout to @python_engineer and @misraturp for such amazing content.
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@AnindyadeepS
Anindya
1 year
Less go ⚡️ Exited to talk about Evaluation scenario of LLMs and how to easily get started with lit-gpt. Its goanna be fun meeting all the AI enthusiasts in #Bangalore
@LightningAI
Lightning AI ⚡️
1 year
Join us for a series of lightning talks on LLMs at our first-ever Bangalore meetup! We'll deep dive into evaluation and connecting to custom data sources with LlamaIndex on November 7. Register now ⚡  #MachineLearning #DeepLearning #LLMs
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@AnindyadeepS
Anindya
10 months
Well, it's small, but my first contribution to @huggingface was fun ...
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@AnindyadeepS
Anindya
3 months
Research paper code base -> robust and maintainable code ... Sharing some personal learnings: suppose you are using a research paper code repository and want to restructure it to extend it well. Well, well, well, it will never be in the first place because most of the
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@AnindyadeepS
Anindya
4 months
@mrsiipa yess ... straight uppp
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@AnindyadeepS
Anindya
4 months
@mrsiipa cuz it was implemented in c / c-laude
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@AnindyadeepS
Anindya
6 months
🚀 Presenting Benchmarks v2. We believe in giving back to the open-source community. Benchmarks v2 acts as a single source of reproducible and transparent truth to understand nuances associated with different inference engines and choose the right one for your use case and
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@AnindyadeepS
Anindya
4 months
@1littlecoder "Settings > Notifications > Network catch-up updates > Off, Off, Off, Off, Off, Off 🙃" -- really saved my day from a linkedin comment
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@AnindyadeepS
Anindya
5 months
To all the web developers and engineers feeling overwhelmed by the constant stream of new developments in Generative AI, check out Prem AI. It saves a lot of time, and things just works, without much hassle.
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@AnindyadeepS
Anindya
5 months
dspy came and langchain became tensorflow
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@AnindyadeepS
Anindya
8 months
Whoou @perplexity_ai 's pplx-70b-online does give awesome results when questions asked beyond standard knowledge cutoffs ps. what does this mean? seems interesting 🤠 - "ChatGPT (Perplexity.js Foundation)" - "ChatGPT (Perplexity.js Foundation)" is it some sort of leak?
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@AnindyadeepS
Anindya
9 months
#Mamba , a potential replacement for transformer-based #LLMs . But the paper is a mathematical jugglery and hard to understand. This overview delves into essential tools for understanding the paper's complexity. Dive in for a concise grasp! #Mathematics #AI
@premai_io
Prem
9 months
🐍 You might probably have heard by now about the alternative of transformers-based LLMs: Mamba by @tri_dao , @_albertgu , and the team. For a beginner, it would be hard to understand in the first place. But don't worry, we got you:
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@AnindyadeepS
Anindya
5 months
is now integrated / compatible with @stanfordnlp DsPY, @LangChainAI @llama_index and @qdrant_engine If your projects are made on top of these libraries but you are falling short of quality choices of LLMs, or confused with observability or implementing
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@AnindyadeepS
Anindya
1 month
I need more motivation to write documentation…
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@AnindyadeepS
Anindya
1 month
Gotta keep my word.. when i have gave my word
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@AnindyadeepS
Anindya
10 months
It was always there, both engineering and AI as well ... Divine truth indeed
@c0mputerist
sheesh
10 months
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@AnindyadeepS
Anindya
9 months
Well well, you have a groundbreaking idea around Generative AI, but struggling to have paid API versions, compute, or even seek mentorship, we got you all covered 😄 checkout @premai_io 's latest Startup Grant Program #AI #LLM #Startup #GenAI
@premai_io
Prem
9 months
👋 Calling all AI enthusiasts, tech wizards, and forward-thinkers! We are announcing our Startup Grants Program: Unlock Your AI Startup's Potential With Prem! Learn more about the Grant Program here: 🧵 Thread
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@AnindyadeepS
Anindya
2 years
Well, I guess the best #2022WrapUp is here... It's really inspiring not for the aspiring #MachineLearning community but for any aspiring techy out there...
@radekosmulski
Radek Osmulski 🇺🇦
2 years
Today is my first day at @NVIDIAAI ! 🥳 -From learning to code at 29 -through learning ML @fastdotai -winning a @kaggle competition -jobs at 🔥 startups -moving continents thx to AI -to joining the illustrious Merlin team ❤️ I am beyond grateful 🙏 Will make this one count!
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@AnindyadeepS
Anindya
29 days
Pov: you get some results, you achieved what you expected but now you are happy but not happy because you know you can achieve higher ... lesson learned: aim for unreasonably high ... then you will get the result which you can be happy (for a longer time)
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@AnindyadeepS
Anindya
13 days
More than enough
@egbokavictory_
thatcanvapro
14 days
For many men, this is enough.
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@AnindyadeepS
Anindya
11 months
How's my new #setup 😁
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@AnindyadeepS
Anindya
2 months
Damnn i am convinced …. Weekends reserved for @hsrhackerhouse when ever they host something… what a day
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@AnindyadeepS
Anindya
6 months
hmmm.... thats new
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@AnindyadeepS
Anindya
3 months
If you miss out on the blog, read it more here—lots more things are coming soon.
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@AnindyadeepS
Anindya
3 months
🚀 We are open-sourcing our first version of Prem text2sql. Code generation LLMs and LLM-assisted coding have almost reached convergence. However, LLM-assisted data analysis is a much more complex problem. Our previous blog discussed various datasets, models, evaluation methods,
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@AnindyadeepS
Anindya
1 year
I just published how we can build a Knowledge Base for our Custom LLMs using @LangChainAI , @trychroma , and @nomic_ai 's GPT4All. This is the 4th blog of my mini-series, building end-to-end LLM-powered apps without Open AI. Do Check out 👉
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@AnindyadeepS
Anindya
1 year
Domain specific LLM fine tuning always confused me. After several iterations I along with @MojoAnalytics published our first blog on best practices and insights on fine tuning LLMs using @huggingface and managing experiments using @weights_biases 👉 #LLM
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@AnindyadeepS
Anindya
5 months
Lot of curves …. Hmm
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@AnindyadeepS
Anindya
2 years
Chocolatey 😋... Day spent well with homies..
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@AnindyadeepS
Anindya
1 month
Guys, please tell me if I am missing something. Have we reached the saturation level when it comes to deep learning? Sure, transformers (or the multi-headed attention mechanism) have been the pioneering point for what we see now, but is that it? Fundamentally, it is a very simple
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@AnindyadeepS
Anindya
4 months
OH MY GOD ...
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@AnindyadeepS
Anindya
2 months
@darkyboy_ mine one is temporary hacku deployement mostly, like let's say I want to show someone for the next 24 hrs, I use @ngrokHQ from my local, colab etc etc .. works great and for long time solution use @modal_labs they have super nice and intuitive way to deploy models serverless
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@AnindyadeepS
Anindya
3 months
So, it seems like open-source contributions do get recognized ... ahaha nice
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@AnindyadeepS
Anindya
10 months
We have seen amazing oss models like #Mistral and #Llama2 , etc. However, technically those are not fully open-sourced. @llm360 takes things to the next level where they fully open-sourced their whole journey. LLM research now can happen with less crazy expenses. Curios? 👇
@premai_io
Prem
10 months
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@AnindyadeepS
Anindya
2 months
@doesdatmaksense I am literally missing my class 12 books right now for analytical geometry and revising some probability stuffs I used to do sn dey if you heard about it
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@AnindyadeepS
Anindya
4 months
@1littlecoder @saurabhyadavz I mean ... you should be more proud that you have quality audience rather than noise ...
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@AnindyadeepS
Anindya
9 months
Tweet media one
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