Data Science, Machine Learning, AI & IOT

06 Jan 2025 18:40

Building LLMs - Stanford Course
#ai #generativeai #llm

https://www.youtube.com/watch?v=9vM4p9NN0Ts

@kdnuggets @datasciencechats

00:10 Building Large Language Models overview
02:21 Focus on data evaluation and systems in industry over architecture
06:25 Auto regressive language models predict the next word in a sentence.
08:26 Tokenizing text is crucial for language models
12:38 Training a large language model involves using a large corpus of text.
14:49 Tokenization process considerations
18:40 Tokenization improvement in GPT 4 for code understanding
20:31 Perplexity measures model hesitation between tokens
24:18 Comparing outputs and model prompting
26:15 Evaluation of language models can yield different results
30:15 Challenges in training large language models
32:06 Challenges in building large language models
35:57 Collecting real-world data is crucial for large language models
37:53 Challenges in building large language models
41:38 Scaling laws predict performance improvement with more data and larger models
43:33 Relationship between data, parameters, and compute
47:21 Importance of scaling laws in model performance
49:12 Quality of data matters more than architecture and losses in scaling laws
52:54 Inference for large language models is very expensive
54:54 Training large language models is costly
59:12 Post training aligns language models for AI assistant use
1:01:05 Supervised fine-tuning for large language models
1:04:50 Leveraging large language models for data generation and synthesis
1:06:49 Balancing data generation and human input for effective learning
1:10:23 Limitations of human abilities in generating large language models
1:12:12 Training language models to maximize human preference instead of cloning human behaviors.
1:16:06 Training reward model using softmax logits for human preferences.
1:18:02 Modeling optimization and challenges in large language models (LLMs)
1:21:49 Reinforcement learning models and potential benefits
1:23:44 Challenges with using humans for data annotation
1:27:21 LLMs are cost-effective and have better agreement with humans than humans themselves
1:29:12 Perplexity is not calibrated for large language models
1:33:00 Variance in performance of GPT-4 based on prompt specificity
1:34:51 Pre-training data plays a vital role in model initialization
1:38:32 Utilize GPUs efficiently with matrix multiplication
1:40:21 Utilizing 16 bits for faster training in deep learning
1:44:08 Building Large Language Models from scratch

Data Science, Machine Learning, AI & IOT

26 Dec 2024 10:27

https://blog.google/products/google-cloud/ai-trends-business-2025/
@kdnuggets @datasciencechats
#AINews #Google

Data Science, Machine Learning, AI & IOT

18 Nov 2024 14:29

Differences between RAG, Agents and Agentic RAG
@kdnuggets @datasciencechats

Subscribe to WhatsApp channel for the post
https://whatsapp.com/channel/0029Vaw8loEIXnlogBO5ma1H/105

Data Science, Machine Learning, AI & IOT

14 Nov 2024 16:05

Who all are participating here? If you havent there is still time to participate and get trained for free. Highly recommend if you want to learn genai in short span of time. Are you doing? Comment below.

Data Science, Machine Learning, AI & IOT

06 Nov 2024 14:34

The AI for Impact Hackathon, presented by Google Cloud and powered by Hack2skill, is a unique opportunity to leverage the transformative power of AI to address pressing social challenges across the APAC region.
You can participate in the hackathon for free with below link.

Deadline: 17th Nov

Register : https://bit.ly/4hEcMQI

Data Science, Machine Learning, AI & IOT

13 Oct 2024 16:15

AI Python for beginners Free course for limited period by Andrew Ng
#ai #python
Join @coursenuggets for more
@kdnuggets @datasciencechats

https://www.deeplearning.ai/short-courses/ai-python-for-beginners/

Data Science, Machine Learning, AI & IOT

30 Jul 2024 08:19

Did you know we have a linkedin community where useful datascience related posts are shared frequently?

If you havent joined yet please join
https://www.linkedin.com/groups/13661437/

Data Science, Machine Learning, AI & IOT

04 Apr 2024 08:11

https://www.youtube.com/watch?v=wjZofJX0v4M
@kdnuggets @datasciencechats

Data Science, Machine Learning, AI & IOT

13 Feb 2024 07:00

Marketing strategy and AI-Free Webinar from Google

In this session you will learn:

How is AI changing the marketing landscape and what are the opportunities for marketers

AI-powered marketing tools you can try

Supercharging your digital marketing strategy

https://bit.ly/googleaimarketing

#ai #freecourse #marketing
@kdnuggets @datasciencechats @coursenuggets

Data Science, Machine Learning, AI & IOT

07 Jan 2024 15:25

500 AI Machine Learning Projects list with code
@coursenuggets @kdnuggets @datasciencechats
#github #projects
https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

Data Science, Machine Learning, AI & IOT

16 Sep 2023 15:24

Sponsored Post

Yachay.ai (https://www.yachay.ai/) has launched a machine learning hackathon focused on advancing the development of text-to-location models. Participants have the chance to win a prize of $500! If you're up for the challenge, here are instructions to participate: https://github.com/Yachay-AI/confident-predictions-challenge. The submission deadline is November 25, 2023.

Yachay.ai team has built and open-sourced a architecture for geotagging models that take textual inputs and produce coordinates as outputs. Codebase here: https://github.com/Yachay-AI/byt5-geotagging. Currently, they are actively seeking ways to enhance validation metrics.

If you are looking for ideas on leveraging geotagging models in your projects, join the discussion on potential use cases: https://discord.com/invite/PaqpppYTxs

Yachay.ai plans to release a downloadable model for Spanish texts and provide more free text/coordinates datasets in the near future. Stay tuned for updates!

Data Science, Machine Learning, AI & IOT

24 Aug 2023 15:41

Virtual Medicine has created the most advanced, multi-award winning medical anatomy platform crossing Virtual Reality (VR), Mixed Reality (MR), and Augmented Reality (AR) for medical education.
@kdnuggets @datasciencechats
#VR #AR

https://www.instagram.com/reel/CwUbqbZqTuI/?igshid=MzRlODBiNWFlZA==

Join our instagram channel for more:
https://www.instagram.com/kdnuggets/

Data Science, Machine Learning, AI & IOT

23 Aug 2023 11:16

Language translation + speech recognition + speech synthesis in a single model: speech-to-speech, text-to-text, speech-to-text and text-to-speech.

Works for 100 languages.
Code available under CC-BY-NC license.
From Meta - Fundamental AI Research.
#meta #speech #language #text

Blog post: https://bit.ly/45z0e6s
Details ➡️ https://bit.ly/47In6m0
Demo ➡️ https://bit.ly/45jjYLz
Code ➡️ https://bit.ly/3KRne8W

@kdnuggets @datasciencechats

Data Science, Machine Learning, AI & IOT

19 Jul 2023 12:29

Microsoft announcements #generativeai
@kdnuggets @datasciencechats
https://www.instagram.com/reel/Cu4AbqAM444/?igshid=Y2I2MzMwZWM3ZA==

Data Science, Machine Learning, AI & IOT

08 Apr 2023 14:32

1 hour mini course for Chatgpt with Python
Exclusively Free for limited period
@kdnuggets @datasciencechats
https://www.udemy.com/course/chatgpt-api-python-masterclass-with-google-apps-integration/?couponCode=NEWDAY

Data Science, Machine Learning, AI & IOT

27 Dec 2024 08:55

Did you know we have some unique learning posts on our WhatsApp channel that doesnt get shared here? Follow our whatsapp channel to keep up with those updates. (Your contact numbers stay anonymous on whatsapp channels)
https://bit.ly/dsnwhatsapp

Data Science, Machine Learning, AI & IOT

19 Dec 2024 17:40

Google announced Gemini 2.0, a more advanced AI model capable of native image and audio output and tool use. This new model powers several projects, including Project Astra (a universal AI assistant) and Project Mariner (browser-based task completion). Gemini 2.0 Flash, an experimental version, is available to developers, with wider release planned. Google emphasizes responsible AI development, prioritizing safety and security in its applications. The announcement highlights Gemini 2.0's integration into Google products and its potential to revolutionize user experience
https://blog.google/technology/google-deepmind/google-gemini-ai-update-december-2024/
#gemini
@kdnuggets @datasciencechats

Data Science, Machine Learning, AI & IOT

14 Nov 2024 17:02

Those who missed to register the course. You can find all the content of course:
@kdnuggets @coursenuggets
https://www.youtube.com/playlist?list=PLqFaTIg4myu-b1PlxitQdY0UYIbys-2es

Data Science, Machine Learning, AI & IOT

09 Nov 2024 05:32

Our channel is now on whatsapp too.

Feel free to join. We will be sharing some exclusive content posts on whatsapp and linkedin. So dont miss out.
Whatsapp:🔗
https://whatsapp.com/channel/0029Vaw8loEIXnlogBO5ma1H
Linkedin:🔗
https://www.linkedin.com/groups/13622969

Data Science, Machine Learning, AI & IOT

25 Oct 2024 04:41

Join the FREE 5-Day 🤖 Gen AI Intensive Course with Google

Join @coursenuggets for more
@kdnuggets @datasciencechats
https://bit.ly/genaifreecourse

Data Science, Machine Learning, AI & IOT

14 Aug 2024 08:42

📣Hurry Up 50% sitewide special discount lasting only few hours on one of the leading online learning platforms 📣

Unlimited Access - link

Trending Topics

Tech Interview Preparation/Mock Interviews - link

Learn To Code - link

Generative AI - link

DataScience
Skillpaths - link

All DataScience Courses
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WebDevelopment - link

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Others
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For more: @coursenuggets

Data Science, Machine Learning, AI & IOT

15 Jun 2024 16:55

If you are a fresher important to realise how important data structures and algorithms are in your preparation to get into software journey. Here is a well documented roadmap that you could use with any programming language. If you are looking to expand into datascience then via python 🐍
#beginner #datastructure #python #fresher

Feel free to discuss on practising this in our exclusive python chats channel
https://t.me/joinchat/BNEH6lWLXAYvblVPWbb_ag

@kdnuggets @datasciencechats

Data Science, Machine Learning, AI & IOT

29 Feb 2024 06:20

https://www.kdnuggets.com/collection-of-free-courses-to-learn-data-science-data-engineering-machine-learning-mlops-and-llmops
#freecourses
@kdnuggets @datasciencechats

Data Science, Machine Learning, AI & IOT

07 Jan 2024 15:30

Curated list of Artificial Intelligence courses, books 📚,video lectures and papers 📝

https://github.com/owainlewis/awesome-artificial-intelligence

@coursenuggets @kdnuggets @datasciencenuggets
#courses #ai

Data Science, Machine Learning, AI & IOT

08 Dec 2023 04:29

https://blog.google/technology/ai/google-gemini-ai/amp/
#artificialintelligence #gemini
@kdnuggets @datasciencechats

Data Science, Machine Learning, AI & IOT

28 Aug 2023 13:43

Python in Excel – making it possible to integrate Python and Excel analytics within the same Excel grid for uninterrupted workflow.
@kdnuggets @datasciencechats
#python #excel
Blog:
https://techcommunity.microsoft.com/t5/microsoft-365-blog/introducing-python-in-excel-the-best-of-both-worlds-for-data/ba-p/3905482
Video:
https://www.youtube.com/watch?v=H4XbvL8Mglc

Data Science, Machine Learning, AI & IOT

23 Aug 2023 11:41

Stanford online has released the course videos on "Natural Language Understanding" by Professor Christopher Potts.

The course covers topics including
⦿ Intro & evolution of NLU
⦿ Contextual word representations
⦿ Information retrieval
⦿ In-context learning
⦿ Behavioural evolution of NLU models
⦿ Analysis methods for NLU
⦿ NLP methods and metrics
⦿ Presenting your research
⦿ Language models and how to build them

@datasciencechats @kdnuggets
#stanford #nlp
Credit: Linkedin Sudalai Rajkumar

https://www.youtube.com/playlist?list=PLoROMvodv4rOwvldxftJTmoR3kRcWkJBp

Data Science, Machine Learning, AI & IOT

13 Aug 2023 20:23

MediSearch gives direct answers to medical questions based on trust worthy sources using llms
https://medisearch.io
#llm #machinelearning
@kdnuggets @datasciencechats

Data Science, Machine Learning, AI & IOT

03 May 2023 05:32

https://www.classcentral.com/report/openai-chatgpt-course/
#chatgpt
For more @coursenuggets

Data Science, Machine Learning, AI & IOT

07 Apr 2023 10:51

Join our LinkedIn group to access. Open for all for limited period.
#datascience #path
@kdnuggets @datasciencechats
https://www.linkedin.com/groups/13661437