The FTC Cracks Down on Fake AI-Generated Reviews, Midjourney Available on the Web, AI Used to Farm Fish, and More
Machine learning resources and updates 8/26/2024
Here are the most important machine learning resources and updates from the past week. Follow me on X and/or LinkedIn for more frequent posts and updates. You can find last week’s updates here:
This week includes a lot of AI tool announcements, cool use cases for AI, and more general updates in the world of AI.
Alphabet X’s latest spinout brings computer vision and AI to salmon farms
Federal Trade Commission Announces Final Rule Banning Fake Reviews and Testimonials
Explore document processing capabilities with the Gemini API
This AI model is helping researchers detect disease based on coughs
🥇Top ML Papers of the Week
This highlights recent papers in machine learning, including a meta agent system for designing agents, effective methods
for compressing language models, and a new Gaussian process bandit optimization algorithm. It also covers language modeling for tabular data, techniques for enhancing the robustness of language models, approaches for controllable text generation, and speculative decoding for long context generation.
These innovations are significant because they push the boundaries of what machine learning models can achieve, providing more efficient, robust, and versatile tools for various applications.
Alphabet X’s latest spinout brings computer vision and AI to salmon farms
Alphabet X's latest spinout, Tidal, aims to revolutionize salmon farming using advanced technologies like sensors, robotics, data science, and AI. Based in Norway, Tidal's systems help farmers monitor fish health, estimate yields, and detect issues like sea lice early to enhance sustainability and efficiency. With 230 systems already deployed, Tidal plans significant growth and has begun seeking external funding.
Tidal's innovative approach is significant because it promotes sustainable aquaculture practices, which are crucial for meeting the world's growing food demands.
School Is Back in Session, and So Are AI Art Classes
Ringling College of Art and Design has introduced the first-of-its-kind Artificial Intelligence Undergraduate Certificate, requiring students to take AI-focused courses that integrate technology into artistic disciplines. Indiana University has also launched an "AI in the Studio" course, encouraging students to explore the strengths and faults of generative AI in their artwork, while also discussing the ethical implications of AI usage. Critics argue that such programs might not necessarily benefit artists in the professional field and emphasize the importance of transparency when using AI in art.
The significance of this development lies in its potential to reshape art education by incorporating AI, thus preparing future artists for a tech-integrated creative industry while also raising important ethical and professional considerations.
How to Customize Your Claude 3.5 Sonnet LLM
Elvis Saravia explains how to use a feature in Claude 3.5 Sonnet LLM to create custom templates for repetitive tasks. By defining specific instructions and uploading relevant documents, users can generate consistent outputs such as explainers for research papers, thus enhancing productivity.
This feature is significant because it simplifies and automates repetitive tasks, saving time and ensuring consistency in outputs for various projects.
Midjourney Now Has Web Interface, Here's How to Use It
Midjourney, previously accessible only through Discord, now offers a web interface for easier and more intuitive use. Users can access the web platform to generate images using AI, manage their creations, and explore a gallery of public works.
This development is significant as it broadens access and usability of Midjourney's AI image generation tools, making them more user-friendly and accessible to a wider audience.
Federal Trade Commission Announces Final Rule Banning Fake Reviews and Testimonials
The Federal Trade Commission (FTC) has implemented a final rule banning the sale or purchase of fake reviews and testimonials, allowing the agency to seek civil penalties against violators. The rule targets deceptive practices such as fake consumer and celebrity testimonials, incentivized reviews, insider reviews without disclosure, misrepresentation by company-controlled review websites, review suppression, and misuse of fake social media indicators.
This rule is significant because it aims to protect consumers from deceptive advertising and promote a fair and competitive market by deterring businesses from engaging in fraudulent review practices.
Unitree Launches Production Version of G1 Humanoid Robot
Unitree Robotics has launched the mass production version of its G1 humanoid robot, priced at $16,000—significantly cheaper than its predecessor, the H1. The G1 features advanced technologies such as 23 degrees of freedom for complex movements, three-fingered hands for dexterity, and a 3D vision system for real-time environmental navigation. Unitree aims to make the G1 an affordable platform for research and development in humanoid robotics.
The G1's affordability and advanced capabilities position it as a strong contender in the humanoid robotics market, potentially revolutionizing industries by making high-quality robots more accessible.
Fine-tuning now available for GPT-4o
OpenAI has launched fine-tuning capabilities for GPT-4o, allowing developers to improve model performance and accuracy for specific applications. Fine-tuning enables customization of response structure, tone, and adherence to complex instructions, with significant improvements demonstrated in fields like software engineering and SQL query generation. Developers can access this feature through a dashboard, with free training tokens available through September 23.
This development is important because it allows for more precise and efficient use of AI models across various specialized applications, enhancing their utility and effectiveness.
Explore document processing capabilities with the Gemini API
The Gemini API by Google allows developers to process and run inference on PDF documents by uploading them, and it can describe, summarize, or extrapolate content from them. Developers need to set up their project and API key, install the necessary SDK, and follow specific guidelines for document handling and uploading. Additionally, the API supports multimodal prompting and provides various functions for managing uploaded files, such as listing and deleting them.
The importance of this article lies in its detailed guidance on leveraging the Gemini API for efficient document processing, making it a valuable resource for developers looking to integrate advanced AI capabilities into their applications.
3 Ways to Deploy an LLM Endpoint With HuggingFace
The article by Damien Benveniste explains how to deploy a Large Language Model (LLM) endpoint using HuggingFace. It outlines three main methods: using a fully managed dedicated endpoint with HuggingFace, deploying a custom application with vLLM on HuggingFace Spaces, and setting up an OpenAI-compatible server with vLLM on HuggingFace Spaces. The article also delves into strategies to optimize text generation, handle multiple input requests, and minimize decoding time.
Deploying LLMs effectively is crucial for leveraging advanced AI models in practical applications, ensuring they can handle real-world demands efficiently.
This AI model is helping researchers detect disease based on coughs
Google researchers have developed Health Acoustic Representations (HeAR), an AI model that analyzes bioacoustic data from sounds like coughs to detect diseases such as tuberculosis (TB) and chronic obstructive pulmonary disease (COPD). HeAR, trained on millions of audio samples, enables the creation of disease-specific models with less data and computation, and is being used by companies like Salcit Technologies to enhance early TB detection.
HeAR's ability to improve disease diagnosis through accessible and data-efficient AI models represents a significant leap forward in global healthcare, particularly for conditions that are often undiagnosed due to limited healthcare access.
Keep reading with a 7-day free trial
Subscribe to Society's Backend to keep reading this post and get 7 days of free access to the full post archives.