Machine Learning Research at Apple

JANUARY 28, 2024

Machine learning (ML) models are fundamentally shaped by data, and building inclusive ML systems requires significant considerations around how to design representative datasets. Yet, few novice-oriented ML modeling tools are designed to foster hands-on learning of dataset design practices, including how to design for data diversity and inspect for data quality.

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Analytics Vidhya

JANUARY 28, 2024

Introduction In the realm of natural language processing (NLP) technology, we encounter different models serving distinct purposes. There are both free and paid models available. In the paid section, the OpenAI Library provides a range of models, all of which are grounded in the transformer architecture. Over time, numerous models have been developed based on […] The post Create a Multilingual Q&A Chatbot Easily with BLOOM’s Free Tools appeared first on Analytics Vidhya.

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Natural Language Processing Analytics Analytics AI 273

Hacker News

JANUARY 28, 2024

Sometimes, improving your application CSS just takes a one-line upgrade or enhancement! Learn about 12 properties to start incorporating into your projects, and enjoy reducing technical debt, removing JavaScript, and scoring easy wins for user experience.

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Machine Learning Research at Apple

JANUARY 28, 2024

Representations from models such as Bidirectional Encoder Representations from Transformers (BERT) and Hidden units BERT (HuBERT) have helped to achieve state-of-the-art performance in dimensional speech emotion recognition. Both HuBERT, and BERT models generate fairly large dimensional representations, and such models were not trained with emotion recognition task in mind.

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Generative AI is upending the way product developers & end-users alike are interacting with data. Despite the potential of AI, many are left with questions about the future of product development: How will AI impact my business and contribute to its success? What can product managers and developers expect in the future with the widespread adoption of AI?

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Hacker News

JANUARY 28, 2024

Language is an instrument of great precision and poignancy — our best tool for telling each other what the world is and what we are, for conveying the blueness of blue and the wonder of being…

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Machine Learning Research at Apple

JANUARY 28, 2024

Tracking biosignals is crucial for monitoring wellness and preempting the development of severe medical conditions. Today, wearable devices can conveniently record various biosignals, creating the opportunity to monitor health status without disruption to one's daily routine. Despite the widespread use of wearable devices and existing digital biomarkers, the absence of curated data with annotated medical labels hinders the development of new biomarkers to measure common health conditions.

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Machine Learning Research at Apple

JANUARY 28, 2024

We study differentially private stochastic convex optimization (DP-SCO) under user-level privacy where each user may hold multiple data items. Existing work for user-level DP-SCO either requires super-polynomial runtime or requires number of users that grows polynomially with the dimensionality of the problem. We develop new algorithms for user-level DP-SCO that obtain optimal rates, run in polynomial time, and require a number of users that grow logarithmically in the dimension.

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Algorithm 100

Hacker News

JANUARY 28, 2024

Moody's found 21 million "red flags" in its an analysis of shell companies. One listed director — at 942 years old — would have been born in the 11th century.

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Dataconomy

JANUARY 28, 2024

Yes, you read that right. The JSSC paper leak 2024 incident has obviously caused the exam to be canceled. Many people were looking forward to this exam, to show their capabilities and have a secure life, but with the recent news, all of these dreams have been delayed for unfortunate reasons. The JSSC CGL 2023 examination, which had faced multiple delays, finally began on January 28 and was originally set to conclude on February 4.

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Hacker News

JANUARY 28, 2024

After multiple delays and even a few faint glimmers of hope, a Hong Kong court has sounded the death knell for what was once China’s biggest real estate firm.

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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.

Database

Towards AI

JANUARY 28, 2024

Last Updated on January 29, 2024 by Editorial Team Author(s): Reinhard Sellmair Originally published on Towards AI. Photo by EJ Strat on Unsplash Sk-learn offers a wide variety of models that can be easily plugged in and tested due to their modular design. Furthermore, modularity also allows the combination of models with multiple pre-processing steps to create a pipeline that processes data to features that are then fed to the model.

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Clustering AI AI Machine Learning 107

Hacker News

JANUARY 28, 2024

Before the Internet, if we wanted to read up-to-the-minute news or weather, we had Teletext. It is a low-bandwidth text standard that used to be sent via the hidden black border on TV signals. BBC Micro and Master computers had a Teletext character generator chip and mode, which they actually booted into by default.

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Towards AI

JANUARY 28, 2024

Last Updated on January 29, 2024 by Editorial Team Author(s): John Loewen, PhD Originally published on Towards AI. Medal-worthy Olympic data visuals with modular promptingDall-E image: thick dripping oil painting of the (inaccurate) dashboard displayed on a computer screen With GPT-4, even a complete Streamlit beginner can use the Python StreamLit library to create a data visualization masterpiece.

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Data Visualization Python AI AI 106

Hacker News

JANUARY 28, 2024

A brand new era for the RWKV-v5 architecture and linear transformer's has arrived - with the strongest multi-lingual model in open source today

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Start-ups & SMBs launching products quickly must bundle dashboards, reports, & self-service analytics into apps. Customers expect rapid value from your product (time-to-value), data security, and access to advanced capabilities. Traditional Business Intelligence (BI) tools can provide valuable data analysis capabilities, but they have a barrier to entry that can stop small and midsize businesses from capitalizing on them.

Analytics

Towards AI

JANUARY 28, 2024

Last Updated on January 29, 2024 by Editorial Team Author(s): Saif Ali Kheraj Originally published on Towards AI. Image by [link] Machine learning, data mining, deep learning, and advanced optimization algorithms all rely heavily on linear algebra. In this post, we will go over some of the most fundamental concepts, including Gaussian elimination, Inverse matrices, and the concept of linear dependence and independence.

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Machine Learning Machine Learning Deep Learning Deep Learning 104

Hacker News

JANUARY 28, 2024

I spent a fair portion of my adult life working for large tech companies. In all my interactions with peers, no other topic caused as much cynicism and angst as the question of performance management — that is, the labyrinthine processes the companies follow for deciding who to fire and who to reward for exemplary work.

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Towards AI

JANUARY 28, 2024

Last Updated on January 29, 2024 by Editorial Team Author(s): Maciej Balawejder Originally published on Towards AI. One of the unfortunate properties of computer vision models is that performance deteriorates with time, leading to less reliable results. Since these models are trained on static images when deployed in production environments with constantly changing data, the patterns they’ve learned become outdated.

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AI AI Machine Learning Machine Learning 99

Hacker News

JANUARY 28, 2024

Stable Diffusion may soon have some competition when it comes to open-source image generators. In its latest iteration, PixArt becomes faster and more accurate while maintaining a relatively high resolution.

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AI AI 158

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.

Smart Data Collective

JANUARY 28, 2024

Last year, Francesca Minerva and Alberto Giubilini wrote a great article on the possibility that AI will be the future of the mental health profession. They talked about many of the benefits of using AI, including diagnosing mental health issues and recognizing patterns better than humans.

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Hacker News

JANUARY 28, 2024

Cron scripts are responsible for critical Slack functionality. They ensure reminders execute on time, email notifications are sent, and databases are cleaned up, among other things. Over the years, both the number of cron scripts and the amount of data these scripts process have increased.

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Database 152

Towards AI

JANUARY 28, 2024

Last Updated on January 29, 2024 by Editorial Team Author(s): Alon Cohen Originally published on Towards AI. The Chat Analyzer Table of Content · Why Did I Write This Article?· How does it work?· Data Normalization· Section A: Basic Statistic· Section B: User-Level Analysis ∘ Most Frequent Emoji (Top Freq N) ∘ Most Associated Emoji (Class-based TF-IDF)· Section C: Text Analysis ∘ Chat Explorer ∘ Conversations Summarizer· Section D: Geographics· Conclusion Why Did I Write This Article?

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AI AI Machine Learning Machine Learning 82

Hacker News

JANUARY 28, 2024

the works explore a range of geometric forms taking over unexpected spaces, marked by celebrated imperfections and visual densities. The post fontface’s geometric explorations of minimalism take over walls, canvases, and posters appeared first on designboom | architecture & design magazine.

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While data platforms, artificial intelligence (AI), machine learning (ML), and programming platforms have evolved to leverage big data and streaming data, the front-end user experience has not kept up. Holding onto old BI technology while everything else moves forward is holding back organizations. Traditional Business Intelligence (BI) aren’t built for modern data platforms and don’t work on modern architectures.

Artificial Intelligence

SAS Software

JANUARY 28, 2024

Use SAS DATA step to split a large binary file into smaller pieces, which can help with file upload operations, The post How to split a large file into smaller chunks using SAS appeared first on SAS Blogs.

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Hacker News

JANUARY 28, 2024

Google has started testing an ARM64 version of Chrome that will dramatically improve performance on Arm-based Windows devices.

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Data Science 101

JANUARY 28, 2024

Interested in the different sounds of the Logitech MX Mechanical Keyboards? This video attempts to highlight the different sounds. Really, the clicky keyboard clearly stands out with the most defining sound. I enjoy the clicky sound. Purchase Your Choice of the Logitech MX Mechanical Keyboard Click the button below and then select the style and size of the keyboard.

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Hacker News

JANUARY 28, 2024

We can all be inconsistent. Philosophy illuminates a bigger puzzle: how do we hold contradictory beliefs at the same time?

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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.

Data Science

Explosion

JANUARY 28, 2024

A biomedical NLP framework designed to handle production workloads, built by AstraZeneca and Korea University and using spaCy under the hood.

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Hacker News

JANUARY 28, 2024

European scientists have gathered tiny fungi that take shelter in Antarctic rocks and sent them to the International Space Station. After 18 months on board in conditions similar to those on Mars, more than 60% of their cells remained intact, with stable DNA. The results provide new information for the search for life on the red planet. Lichens from the Sierra de Gredos (Spain) and the Alps (Austria) also travelled into space for the same experiment.

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Towards AI

JANUARY 28, 2024

Last Updated on January 29, 2024 by Editorial Team Author(s): Cassidy Hilton Originally published on Towards AI. Recapping the Cloud Amplifier and Snowflake Demo The combined power of Snowflake and Domo’s Cloud Amplifier is the best-kept secret in data management right now — and we’re reaching new heights every day. If you missed our demo, we dive into the technical intricacies of architecting it below.

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ETL Python Database Data Preparation 105

Hacker News

JANUARY 28, 2024

The Mona Lisa painting has been targeted with soup, but did not seem hit directly as it is protected by a clear casing, France Info public radio reported Sunday morning.

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In the rapidly-evolving world of embedded analytics and business intelligence, one important question has emerged at the forefront: How can you leverage artificial intelligence (AI) to enhance your application’s analytics capabilities? Imagine having an AI tool that answers your user’s questions with a deep understanding of the context in their business and applications, nuances of their industry, and unique challenges they face.

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