Wed.Jan 08, 2025

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F1 Score: A Key Metric in LLM Evaluation

Data Science Dojo

Evaluating the performance of Large Language Models (LLMs) is an important and necessary step in refining it. LLMs are used in solving many different problems ranging from text classification and information extraction. Choosing the correct metrics to measure the performance of an LLM can greatly increase the effectiveness of the model. In this blog, we will explore one such crucial metric the F1 score.

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5 Common Mistakes to Avoid When Training LLMs

Machine Learning Mastery

Introduction Training large language models (LLMs) is an involved process that requires planning, computational resources, and domain expertise. Data scientists, machine learning practitioners, and AI engineers alike can fall into common training or fine-tuning patterns that could compromise a model’s performance or scalability.

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Exploring Embedding Models with Vertex AI

Analytics Vidhya

Vectors are the basis for the majority of the most complex artificial intelligence applications, including semantic search or anomaly detection. In this article, we start right at the front with the basics of embeddings, moving on to understand sentence embeddings and vector representations. Well discuss simple practical approaches including mean pooling, cosine similarity and architecture […] The post Exploring Embedding Models with Vertex AI appeared first on Analytics Vidhya.

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Optimizing LLM Test-Time Compute Involves Solving a Meta-RL Problem

ML @ CMU

Figure 1: Training models to optimize test-time compute and learn how to discover correct responses, as opposed to the traditional learning paradigm of learning what answer to output. The major strategy to improve large language models (LLMs) thus far has been to use more and more high-quality data for supervised fine-tuning (SFT) or reinforcement learning (RL).

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What’s New in Apache Airflow® 3.0—And How Will It Reshape Your Data Workflows?

Speaker: Tamara Fingerlin, Developer Advocate

Apache Airflow® 3.0, the most anticipated Airflow release yet, officially launched this April. As the de facto standard for data orchestration, Airflow is trusted by over 77,000 organizations to power everything from advanced analytics to production AI and MLOps. With the 3.0 release, the top-requested features from the community were delivered, including a revamped UI for easier navigation, stronger security, and greater flexibility to run tasks anywhere at any time.

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Satya Nadella Announces $3 Billion AI Investment in India, Bold Plans for 10M Jobs

Analytics Vidhya

In a keynote at a Microsoft event in Bengaluru, India, CEO Satya Nadella unveiled Microsoft’s ambitious $3 billion investment in AI infrastructure in India and a bold initiative to train 10 million people in AI skills by 2030. The event highlighted Microsoft’s strategic direction in AI, innovation, and their commitment to empowering individuals and organizations […] The post Satya Nadella Announces $3 Billion AI Investment in India, Bold Plans for 10M Jobs appeared first on Ana

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How to Use dataframe.map() for Element-wise Operations in Pandas

KDnuggets

Element-wise operations are a crucial part of data preprocessing in Pandas. Learn how to perform them with practical examples using the DataFrame.map() function.

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This Pixel update is so important for 3 reasons

Dataconomy

Google announced the release of the January 2025 Pixel update today, which includes bug fixes and security patches aimed at improving user experience. The update will begin rolling out immediately for some users, while others may experience a wait of up to a few weeks based on their device and carrier. Google releases January 2025 Pixel update with key fixes The January 2025 update, carrying the build number AP4A.250105.002 and a security patch level of January 7, 2025, brings several important

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Phi-4 Available on HuggingFace: A Big Thanks to Clem Delangue!

Analytics Vidhya

Just eight days into 2025, and the AI community is buzzing with incredible launches. The latest to make waves? Microsofts Phi-4, now available on HuggingFace with an MIT license! AI developers have been eagerly awaiting this release, and its finally here. What is Phi-4? Phi-4 is Microsofts latest small language model, introduced in December 2024. […] The post Phi-4 Available on HuggingFace: A Big Thanks to Clem Delangue!

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Implementing Data Quality Assurance in Data Science Pipelines with Great Expectations

KDnuggets

This article shows how to use Great Expectations to check data quality in data science projects.

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Top 50 Data Analyst Interview Questions

Analytics Vidhya

A large number of high-level decisions and subsequent actions are based on the data analysis modern economies cannot exist without. Regardless of whether you are yet to get your first Data Analyst Interview Questions or you are keen on revising your skills in the job market, the process of learning can be rather challenging. In […] The post Top 50 Data Analyst Interview Questions appeared first on Analytics Vidhya.

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Agent Tooling: Connecting AI to Your Tools, Systems & Data

Speaker: Alex Salazar, CEO & Co-Founder @ Arcade | Nate Barbettini, Founding Engineer @ Arcade | Tony Karrer, Founder & CTO @ Aggregage

There’s a lot of noise surrounding the ability of AI agents to connect to your tools, systems and data. But building an AI application into a reliable, secure workflow agent isn’t as simple as plugging in an API. As an engineering leader, it can be challenging to make sense of this evolving landscape, but agent tooling provides such high value that it’s critical we figure out how to move forward.

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7 Data Science Projects to Land a 6 Figure Job

KDnuggets

In this article, Im going to share data science project ideas that will actually help you stand out. These are creative projects that solve problems with data, and Ive included source code and tutorials to help you replicate them.

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The role of personal pensions in a diversified retirement portfolio

Dataconomy

Retirement planning is one of the most important financial goals you’ll undertake. While traditional savings vehicles like 401(k)s and IRAs are staples of retirement planning, relying solely on these options can leave you vulnerable to market fluctuations and unexpected economic changes. A diversified retirement portfolio, including personal pension plans , offers a more secure and balanced approach.

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IT Departments to Become HR for AI Agents: Jensen Huang

Analytics Vidhya

Lets just say that 2025 is going to be the year of AI Agents! With so much happening in the AI space, the role of AI in our daily life is only going to increase hereon. If you have been following the updates of CES 2025 – you will surely agree with me. In the […] The post IT Departments to Become HR for AI Agents: Jensen Huang appeared first on Analytics Vidhya.

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Why Nvidia’s record high was followed by a $220B sell-off

Dataconomy

Nvidia stock closed at a record high on Monday, its first since November, as investors anticipated CEO Jensen Huangs keynote at CES, igniting excitement around artificial intelligence advancements. Nvidia stock hits record high, then faces sharp decline During his presentation to an audience of more than 6,000 in Las Vegas, Huang articulated a vision he described as the “era of physical AI.” He stated, The ChatGPT moment for general robotics is just around the corner, emphasizing the

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How to Modernize Manufacturing Without Losing Control

Speaker: Andrew Skoog, Founder of MachinistX & President of Hexis Representatives

Manufacturing is evolving, and the right technology can empower—not replace—your workforce. Smart automation and AI-driven software are revolutionizing decision-making, optimizing processes, and improving efficiency. But how do you implement these tools with confidence and ensure they complement human expertise rather than override it? Join industry expert Andrew Skoog as he explores how manufacturers can leverage automation to enhance operations, streamline workflows, and make smarter, data-dri

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SLiCK: Exploiting Subsequences for Length-Constrained Keyword Spotting

Machine Learning Research at Apple

User-defined keyword spotting on a resource-constrained edge device is challenging. However, keywords are often bounded by a maximum keyword length, which has been largely under-leveraged in prior works. Our analysis of keyword-length distribution shows that user-defined keyword spotting can be treated as a length-constrained problem, eliminating the need for aggregation over variable text length.

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Honda unveils 0 Series and one looks like a Lambo gone electric

Dataconomy

Honda unveiled the Honda 0 Saloon and Honda 0 SUV prototypes at the 2025 Consumer Electronics Show (CES), confirming that both models will enter production in 2026 at the Honda EV Hub in Ohio. Honda 0 Series features and technology The Honda 0 SUV prototype is a mid-size electric vehicle (EV) that implements a dedicated EV architecture. It follows the Space-Hub concept model unveiled at CES 2024 and utilizes a “Thin, Light, and Wise” design strategy, creating a spacious cabin with re

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A rare alignment of 7 planets is about to take place

Hacker News

A very rare treat is about to grace Earth's night skies.

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Elon Musk agrees that we’ve exhausted AI training data

Flipboard

Elon Musk concurs with other AI experts that theres little real-world data left to train AI models on. Weve now exhausted basically the cumulative sum of human knowledge .

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Automation, Evolved: Your New Playbook for Smarter Knowledge Work

Speaker: Frank Taliano

Documents are the backbone of enterprise operations, but they are also a common source of inefficiency. From buried insights to manual handoffs, document-based workflows can quietly stall decision-making and drain resources. For large, complex organizations, legacy systems and siloed processes create friction that AI is uniquely positioned to resolve.

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Nvidia stock falls over 6%: What went wrong?

Dataconomy

Nvidia stock experienced a sharp decline on Tuesday, falling over 6% to $140.14, marking its worst day since September 3, despite an initial surge following CEO Jensen Huang’s keynote at the CES 2025 conference. Nvidia stock crashes 6% despite AI and robotics announcements After briefly touching a record high of $153 shortly after market open, Nvidia’s shares reversed direction amid a broader selloff in technology stocks, which saw the S&P 500 decline by 1.1% and the Nasdaq fall

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Salesforce Will Hire No More Software Engineers in 2025, Says Marc Benioff

Hacker News

Salesforce CEO Marc Benioff announces no new software engineer hires see how AI is shaping the company's future.

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What’s next for AI in 2025

Flipboard

You already know that agents and small language models are the next big things. Here are five other hot trends you should watch out for this year.

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The Comet is a handheld Linux computer that brings extensibility

Hacker News

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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m

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Anthropic’s Pending $60 Billion Valuation Will Make All Seven Cofounders Billionaires

Flipboard

The AI startup behind Claude, the rival product to OpenAIs ChatGPT, is raising $2 billion in fresh funding, sources confirmed to Forbes. As Anthropics valuation soars to $60 billion, the AI startup is set to mint seven new billionaires among its founding team, Forbes has determined.

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You don't have to pay the Microsoft 365 price increase

Hacker News

Heres how to keep the price of your subscription the same as its always been.

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OpenAI Cuts Off Engineer Who Created ChatGPT-Powered Robotic Sentry Rifle

Flipboard

"We proactively identified this violation of our policies and notified the developer to cease this activity.

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Bad Moon Rising

Hacker News

The British Museum houses around 130,000 clay tablets from ancient Mesopotamia written in cuneiform script […]

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Maximizing Profit and Productivity: The New Era of AI-Powered Accounting

Speaker: Yohan Lobo and Dennis Street

In the accounting world, staying ahead means embracing the tools that allow you to work smarter, not harder. Outdated processes and disconnected systems can hold your organization back, but the right technologies can help you streamline operations, boost productivity, and improve client delivery. Dive into the strategies and innovations transforming accounting practices.

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CEO Who Bragged About Replacing Workers With AI Now Distressed That AI Will Replace His Job Too

Flipboard

"To me AI is capable of doing all our jobs, my own included.

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On Priesthoods

Hacker News

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I put ChatGPT vs Grok to the test with 7 prompts — here's the winner

Flipboard

Grok has come a long way in a very short time, going from a glorified toy feature in X to something rivaling the likes of ChatGPT, Claude and

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Bye-bye Windows gaming? SteamOS officially expands past the Steam Deck

Hacker News

Legion Go S is cheaper without Windows; upcoming OS beta will allow for personal installs.

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The 2nd Generation of Innovation Management: A Survival Guide

Speaker: Chris Townsend, VP of Product Marketing, Wellspring

Over the past decade, companies have embraced innovation with enthusiasm—Chief Innovation Officers have been hired, and in-house incubators, accelerators, and co-creation labs have been launched. CEOs have spoken with passion about “making everyone an innovator” and the need “to disrupt our own business.” But after years of experimentation, senior leaders are asking: Is this still just an experiment, or are we in it for the long haul?