Sun.Apr 14, 2024

article thumbnail

AI Startup Mistral Releases New Open Source Model Mixtral 8x22B

Analytics Vidhya

French startup, Mistral AI, has launched its latest large language model (LLM), Mixtral 8x22B, into the artificial intelligence (AI) landscape. Similar to its previous models, this too aligns with Mistral’s commitment to open-source development. This impressive new model positions the company as a formidable competitor to industry giants like OpenAI, Meta, and Google.

article thumbnail

Overcoming the Pitfalls of Vision-Language Model Finetuning for OOD Generalization

Machine Learning Research at Apple

Existing vision-language models exhibit strong generalization on a variety of visual domains and tasks. However, such models mainly perform zero-shot recognition in a closed-set manner, and thus struggle to handle open-domain visual concepts by design. There are recent finetuning methods, such as prompt learning, that not only study the discrimination between in-distribution (ID) and out-of-distribution (OOD) samples, but also show some improvements in both ID and OOD accuracies.

165
165
professionals

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Prompting Techniques for Stable Diffusion

Machine Learning Mastery

Generating pictures using Stable Diffusion in all cases would involve to submit a prompt to the pipeline. This is only one of the parameters, but the most important one. An incomplete or poorly constructed prompt would make the resulting image not as you would expect. In this post, you will learn some key techniques to […] The post Prompting Techniques for Stable Diffusion appeared first on MachineLearningMastery.com.

159
159
article thumbnail

Hierarchical and Dynamic Prompt Compression for Efficient Zero-shot API Usage

Machine Learning Research at Apple

Long prompts present a significant challenge for practical LLM-based systems that need to operate with low latency and limited resources. We investigate prompt compression for zero-shot dialogue systems that learn to use unseen APIs directly in-context from their documentation, which may take up hundreds of prompt tokens per API. We start from a recently introduced approach (Mu et al., 2023) that learns to compress the prompt into a few “gist token” activations during finetuning.

147
147
article thumbnail

Get Better Network Graphs & Save Analysts Time

Many organizations today are unlocking the power of their data by using graph databases to feed downstream analytics, enahance visualizations, and more. Yet, when different graph nodes represent the same entity, graphs get messy. Watch this essential video with Senzing CEO Jeff Jonas on how adding entity resolution to a graph database condenses network graphs to improve analytics and save your analysts time.

article thumbnail

Prompting Techniques for Stable Diffusion

Machine Learning Mastery

Generating pictures using Stable Diffusion in all cases would involve to submit a prompt to the pipeline. This is only one of the parameters, but the most important one. An incomplete or poorly constructed prompt would make the resulting image not as you would expect. In this post, you will learn some key techniques to […] The post Prompting Techniques for Stable Diffusion appeared first on MachineLearningMastery.com.

137
137
article thumbnail

Frequency-Aware Masked Autoencoders for Multimodal Pretraining on Biosignals

Machine Learning Research at Apple

Inspired by the advancements in foundation models for language-vision modeling, we explore the utilization of transformers and large-scale pretraining on biosignals. In this study, our aim is to design a general-purpose architecture for biosignals that can be easily trained on multiple modalities and can be adapted to new modalities or tasks with ease.

130
130

More Trending

article thumbnail

Medium bans AI-generated content from its paid Partner Program

Hacker News

Medium is banning AI-generated content from its paid Partner program, notifying users that the new policy goes into effect on May 1, 2024. [.

AI 179
article thumbnail

End-to-End Learning Made Easy with LearnGPT

Analytics Vidhya

Introduction In today’s digital era, brimming with endless possibilities, the urge to acquire knowledge and unleash creativity continues to flourish. Within this context, LearnGPT emerges as a beacon, extending its reach to those keen on deepening their insights on different topics. Established with the ambition to democratize education, LearnGPT exemplifies the pivotal role of technology […] The post End-to-End Learning Made Easy with LearnGPT appeared first on Analytics Vidhya.

Analytics 265
article thumbnail

A shrub in Nepal supplies the raw material for the bank notes used in Japan

Hacker News

A shrub in impoverished Nepal now supplies the raw material for the bank notes used in Asia’s most sophisticated financial system.

181
181
article thumbnail

Why good external SSDs are faster with Apple Silicon

Hacker News

Why an Intel Mac’s up to 40 Gb/s from Thunderbolt 3 is less than an Apple silicon Mac’s up to 40 Gb/s from USB4, and how you can benefit from it.

139
139
article thumbnail

Understanding User Needs and Satisfying Them

Speaker: Scott Sehlhorst

We know we want to create products which our customers find to be valuable. Whether we label it as customer-centric or product-led depends on how long we've been doing product management. There are three challenges we face when doing this. The obvious challenge is figuring out what our users need; the non-obvious challenges are in creating a shared understanding of those needs and in sensing if what we're doing is meeting those needs.

article thumbnail

New Titanosaur Species Identified in Argentina

Hacker News

A remarkable new genus and species of small-sized titanosaurian sauropod, Titanomachya gimenezi, has been unearthed in Patagonia, Argentina.

143
143
article thumbnail

From L3 to seL4: 20 years of L4 microkernels (2013) [video]

Hacker News

The L4 microkernel has undergone 20 years of use and evolution. It has an active user and developer community, and there are commercial versions which are de.

133
133
article thumbnail

1800-2023 – IEEE Standard for SystemVerilog

Hacker News

The definition of the language syntax and semantics for SystemVerilog, which is a unified hardware design, specification, and verification language, is provided. This standard includes support for modeling hardware at the behavioral, register transfer level (RTL), and gate-level abstraction levels, and for writing test benches using coverage, assertions, object-oriented programming, and constrained random verification.

126
126
article thumbnail

Mini rope bridges built in Forest of Dean to help dormice

Hacker News

The solution comes after the removal of diseased ash trees left the rodents' habitats disconnected.

177
177
article thumbnail

Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You Need to Know

Speaker: Timothy Chan, PhD., Head of Data Science

Are you ready to move beyond the basics and take a deep dive into the cutting-edge techniques that are reshaping the landscape of experimentation? 🌐 From Sequential Testing to Multi-Armed Bandits, Switchback Experiments to Stratified Sampling, Timothy Chan, Data Science Lead, is here to unravel the mysteries of these powerful methodologies that are revolutionizing how we approach testing.

article thumbnail

Visualizing Attention, a Transformer's Heart [video]

Hacker News

Demystifying attention, the key mechanism inside transformers and LLMs.

171
171
article thumbnail

RocketStar tests fusion-enhanced in-space propulsion process

Hacker News

Startup Rocketstar creates electric propulsion for spacecraft enhanced with nuclear fusion

141
141
article thumbnail

Computer-generated holography with ordinary display

Hacker News

We propose a method of computer-generated holography (CGH) using incoherent light emitted from a mobile phone screen. In this method, we suppose a cascade of holograms in which the first hologram is a color image displayed on the mobile phone screen. The hologram cascade is synthesized by solving an inverse problem with respect to the propagation of incoherent light.

105
105
article thumbnail

Canoes Discovered Northwest of Rome Are Oldest Boats Ever Found in Mediterranean

Hacker News

The 7,000-year-old vessels offer evidence of advanced seafaring technology and an extensive regional trade network, a new study suggests

116
116
article thumbnail

Manufacturing Sustainability Surge: Your Guide to Data-Driven Energy Optimization & Decarbonization

Speaker: Kevin Kai Wong, President of Emergent Energy Solutions

In today's industrial landscape, the pursuit of sustainable energy optimization and decarbonization has become paramount. Manufacturing corporations across the U.S. are facing the urgent need to align with decarbonization goals while enhancing efficiency and productivity. Unfortunately, the lack of comprehensive energy data poses a significant challenge for manufacturing managers striving to meet their targets.

article thumbnail

WireViz: Easily document cables and wiring harnesses

Hacker News

Easily document cables and wiring harnesses. Contribute to wireviz/WireViz development by creating an account on GitHub.

124
124
article thumbnail

Control Linux based distros using hand gestures using OpenCV, GTK, Mediapipe

Hacker News

GestureX: Control Linux-based operating systems using hand gestures. Built using Mediapipe, OpenCV and PyQt.

129
129
article thumbnail

Pile-T5

Hacker News

Trained T5 on the Pile

139
139
article thumbnail

PicoGK is a compact and robust geometry kernel for computational engineering

Hacker News

PicoGK is a compact and robust geometry kernel for Computational Engineering - leap71/PicoGK

102
102
article thumbnail

From Developer Experience to Product Experience: How a Shared Focus Fuels Product Success

Speaker: Anne Steiner and David Laribee

As a concept, Developer Experience (DX) has gained significant attention in the tech industry. It emphasizes engineers’ efficiency and satisfaction during the product development process. As product managers, we need to understand how a good DX can contribute not only to the well-being of our development teams but also to the broader objectives of product success and customer satisfaction.

article thumbnail

Spectral Ray Tracing

Hacker News

Comments

123
123
article thumbnail

Learning about distributed systems: where to start?

Hacker News

Comments

154
154
article thumbnail

Reproducing the printer hack of Windows 95

Hacker News

personal website and git server

126
126
article thumbnail

Knuth–Morris–Pratt Illustrated

Hacker News

Knuth–Morris–Pratt illustrated - Volume 34

112
112
article thumbnail

Peak Performance: Continuous Testing & Evaluation of LLM-Based Applications

Speaker: Aarushi Kansal, AI Leader & Author and Tony Karrer, Founder & CTO at Aggregage

Software leaders who are building applications based on Large Language Models (LLMs) often find it a challenge to achieve reliability. It’s no surprise given the non-deterministic nature of LLMs. To effectively create reliable LLM-based (often with RAG) applications, extensive testing and evaluation processes are crucial. This often ends up involving meticulous adjustments to prompts.

article thumbnail

'The Invention of Prehistory' Review: Facing Deep Time

Hacker News

Comments

119
119
article thumbnail

Challenging software projects some programmers should try

Hacker News

Unsolicited advice

104
104
article thumbnail

Thermoelectric Cooling

Hacker News

Comments

101
101
article thumbnail

Trap spaces of Boolean networks are conflict-free siphons of their Petri net [pdf]

Hacker News

Comments

96
article thumbnail

The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Communication

Speaker: David Bard, Principal at VP Product Coaching

In the fast-paced world of digital innovation, success is often accompanied by a multitude of challenges - like the pitfalls lurking at every turn, threatening to derail the most promising projects. But fret not, this webinar is your key to effective product development! Join us for an enlightening session to empower you to lead your team to greater heights.