Latest News in Machine Learning - Analytics Vidhya Edition
A roundup of exciting developments in the world of machine learning, curated by FOSAI's new semi-automated news report! Let me know if you'd like to see the format of these new reports changed. I'll be experimenting with a few templates to see which stick the most.
Table of Contents
- Variational Autoencoders for Anomaly Detection
- AI and Image Generation Aesthetics
- Text to Sound with Large Language Models
- RLHF for High-Performance Decision-Making
- Generative Models in Semi-Supervised Learning
- Serverless Large Language Models with RunPod
- ChatGPT Plugins for Educational Enhancement
- Python in Excel for Advanced Analytics
- Harnessing Zero-shot and Few-shot Prompting in LLMs
Variational Autoencoders for Anomaly Detection
Intro: Explore the practical applications of generative AI in anomaly detection using Variational Autoencoders (VAEs).
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AI and Image Generation Aesthetics
Intro: Dive into the creative and technical aspects of AI-powered artistic expression, including Neural Style Transfer and GANs.
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Text to Sound with Large Language Models
Intro: Discover how AI can transform a musician's voice command into melodious guitar sounds through ‘Musician's Intent Recognition’.
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RLHF for High-Performance Decision-Making
Intro: Learn about RLHF, an emerging field blending Reinforcement Learning and human feedback for optimizing complex system performance.
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Generative Models in Semi-Supervised Learning
Intro: Understand how leveraging generative models can maximize the utility of limited labeled data in semi-supervised learning scenarios.
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Serverless Large Language Models with RunPod
Intro: Explore how serverless computing and Generative AI can work in harmony, especially for developers lacking local high-GPU resources.
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ChatGPT Plugins for Educational Enhancement
Intro: ChatGPT Plugins are customizing the educational experience, allowing users to browse the web and access specialized knowledge.
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Python in Excel for Advanced Analytics
Intro: Microsoft integrates Python into Excel, enhancing its capabilities in data analysis, machine learning, and predictive analytics.
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Harnessing Zero-shot and Few-shot Prompting in LLMs
Intro: Uncover the potential of Large Language Models in tasks like question-answering, creative writing, and critical analysis.
Read More
That's the roundup for now. Stay tuned for more updates from this new semi-automated workflow.
Hey, I don't want to be rude or anything... But I don't think I like the new style.
This article sounds like the website analyticsvidhya.com/blog/ piped through ChatGPT. Without being curated or of any relevance to anyone. I hope I don't do you any injustice with this, but I can read a newssite myself. If it's just some not connected info summarized by AI, it's of no value. It just contributes to the web being spammed with AI generated stuff.
And for example: Berkeley AI Shares LMD - The Fusion of GPT-4 and Stable Diffusion I think you already posted exactly that 11 days ago here: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models And I think the title is wrong, too. They seem to deliberately try to avoid saying GPT-4. Because it would be misleading as it mislead me, because GPT4 is notably multimodal and doing pictures. But this has nothing to do with that. And they even explicitly talk about other models on their github. I think it should be "The Fusion of LLMs and Stable Diffusion".
You're mainly posting recent news, but then sometimes in the same breath dropping results from a year ago like the DeepMind - Building Interactive Agents in Video Game Worlds.
Please don't get this the wrong way. I just wanted to give you some constructive critizism... Albeit not being asked to... And it's just the opinion of one person. I just wanted to say, I value quality over quantity. And articles curated by an actual human. Done with love. There is enough AI generated noise out there and we don't need to contribute to that.
This is really great feedback, thank you for commenting. Don't worry, I am not at all offended. I'm glad you told me, I can absolutely go back to handwriting each post. I honestly prefer to do it that way, sometimes I can't tell what everyone wants to hear (until they tell me) so I try new things. Sometimes experimentations fail, and that's okay!
If there's anything at all you want to see in particular, let me know! I'd be more than happy shedding light on a particular subject. In the meantime, we'll go back to more curated content. It does take a lot of time to write those posts, but it seems its worth the effort. Thanks again for letting me know, I really do appreciate the feedback. Don't hesitate to call me out if you feel I've strayed the path. This community is as much yours (all of you subscribed) as it is mine.
Alright. I'm not sure if it's just me and I'm too sensitive. And if I only speak up to criticize and remain silent about positive things, that's not okay either. So I've been a bit cautious. Because I enjoy this community.
Automatically generated content (on Lemmy) is a bit of a pet peeve of mine. More often than not, it's low-effort and low quality. And often it inadvertently kills engagement. I think this is especially true for reddit re-post bots, but also for other means of 'dumping' content here as long as the main concern is quantity.
I'm okay if you continue however you want. If you want to know what I'd like in particular... I have 2 things: