Mon.Oct 16, 2023

article thumbnail

Fine-Tuning, Retraining, and Beyond: Advancing with Custom LLMs

Analytics Vidhya

Introduction I’m pretty sure most of you have already used ChatGPT. That’s great because you’ve taken your first step on a journey we’re about to embark on in this article! You see, when it comes to mastering any new technology, the first thing you do is use it. It’s like learning to swim by jumping […] The post Fine-Tuning, Retraining, and Beyond: Advancing with Custom LLMs appeared first on Analytics Vidhya.

ChatGPT 364
article thumbnail

Security Governance and Risk Management in Enterprise Architecture

Unite.AI

The digital landscape shifts daily, and with that comes an ever-evolving array of cyber threats. Businesses stand at a crossroads where the integration of security into enterprise architecture becomes not just beneficial but essential. The urgency is resonating, demanding immediate attention. Role of enterprise architecture in aligning IT with business objectives Enterprise architecture (EA) is the strategic nexus connecting IT solutions to overarching business aspirations.

professionals

Sign Up for our Newsletter

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

article thumbnail

Harnessing NLP Superpowers: A Step-by-Step Hugging Face Fine Tuning Tutorial

Analytics Vidhya

Introduction Fine-tuning a natural language processing (NLP) model entails altering the model’s hyperparameters and architecture and typically adjusting the dataset to enhance the model’s performance on a given task. You can achieve this by adjusting the learning rate, the number of layers in the model, the size of the embeddings, and various other parameters.

NLP 342
article thumbnail

OpenAI Aims for a Bolder Presence in the Developer Arena

Unite.AI

OpenAI, a major player in the artificial intelligence sphere, is gearing up to introduce significant updates aimed at enhancing the developer experience. Sources from Reuters have hinted that these changes will not only simplify the development process but also make it more cost-effective for developers to craft and market AI-driven applications using OpenAI's suite of technologies.

OpenAI 290
article thumbnail

4 HR Priorities for 2025 to Supercharge Your Employee Experience

Speaker: Carolyn Clark and Miriam Connaughton

Forget predictions, let’s focus on priorities for the year and explore how to supercharge your employee experience. Join Miriam Connaughton and Carolyn Clark as they discuss key HR trends for 2025—and how to turn them into actionable strategies for your organization. In this dynamic webinar, our esteemed speakers will share expert insights and practical tips to help your employee experience adapt and thrive.

article thumbnail

Enhancing Conversational AI with BERT: The Power of Slot Filling

Analytics Vidhya

Introduction In the era of Conversational AI, chatbots and virtual assistants have become ubiquitous, revolutionizing how we interact with technology. These intelligent systems can understand user queries, provide relevant information, and assist with various tasks. However, achieving accurate and context-aware responses is a complex challenge. One crucial component that aids in this process is slot […] The post Enhancing Conversational AI with BERT: The Power of Slot Filling appeared firs

BERT 328

More Trending

article thumbnail

Near instant replication with highly available, redundant systems—across several miles

IBM Journey to AI blog

LBaaS, VSI, VMwaaS, SAP, distributed databases, cloud storage volumes, cloud security— cloud computing brings a delicious alphabet soup of possibilities to the table when it comes to system architecture. Not just functional parity, the cloud also brings the opportunity for enterprises to evaluate complex new architectural offerings without investing in the infrastructure required.

232
232
article thumbnail

Rethinking the Role of PPO in RLHF

BAIR

Rethinking the Role of PPO in RLHF TL;DR : In RLHF, there’s tension between the reward learning phase, which uses human preference in the form of comparisons, and the RL fine-tuning phase, which optimizes a single, non-comparative reward. What if we performed RL in a comparative way? Figure 1: This diagram illustrates the difference between reinforcement learning from absolute feedback and relative feedback.

Algorithm 213
article thumbnail

Six keys to achieving advanced container monitoring

IBM Journey to AI blog

Organizations have increasingly turned to containerization to create more scalable, efficient and agile infrastructure. Containerization involves packaging software code with the libraries and dependencies required to run the code. This creates self-contained code that can be run on any infrastructure, such as desktop, on-premises IT or cloud-native.

DevOps 222
article thumbnail

How to use audio data in LlamaIndex with Python

AssemblyAI

LlamaIndex is a flexible data framework for connecting custom data sources to Large Language Models (LLMs). With LlamaIndex, you can easily store and index your data and then apply LLMs.  LLMs only work with textual data, so to process audio files with LLMs we first need to transcribe them into text. Luckily, LlamaIndex provides an AssemblyAI integration through Llama Hub that lets you load audio data with just a few lines of code: from llama_hub.assemblyai.base import AssemblyAIAudioTransc

Python 200
article thumbnail

Usage-Based Monetization Musts: A Roadmap for Sustainable Revenue Growth

Speaker: David Warren and Kevin O'Neill Stoll

Transitioning to a usage-based business model offers powerful growth opportunities but comes with unique challenges. How do you validate strategies, reduce risks, and ensure alignment with customer value? Join us for a deep dive into designing effective pilots that test the waters and drive success in usage-based revenue. Discover how to develop a pilot that captures real customer feedback, aligns internal teams with usage metrics, and rethinks sales incentives to prioritize lasting customer eng

article thumbnail

How to use foundation models and trusted governance to manage AI workflow risk

IBM Journey to AI blog

Artificial intelligence (AI) adoption is still in its early stages. As more businesses use AI systems and the technology continues to mature and change, improper use could expose a company to significant financial, operational, regulatory and reputational risks. Using AI for certain business tasks or without guardrails in place may also not align with an organization’s core values.

Metadata 220
article thumbnail

Bridging Large Language Models and Business: LLMops

Unite.AI

The underpinnings of LLMs like OpenAI's GPT-3 or its successor GPT-4 lie in deep learning, a subset of AI, which leverages neural networks with three or more layers. These models are trained on vast datasets encompassing a broad spectrum of internet text. Through training, LLMs learn to predict the next word in a sequence, given the words that have come before.

article thumbnail

Shedding light on AI bias with real world examples

IBM Journey to AI blog

As companies increase their use of artificial intelligence (AI), people are questioning the extent to which human biases have made their way into AI systems. Examples of AI bias in the real world show us that when discriminatory data and algorithms are baked into AI models, the models deploy biases at scale and amplify the resulting negative effects.

Algorithm 217
article thumbnail

Elon Musk wants to merge humans with AI. How many brains will be damaged along the way?

Flipboard

Xinmei Liu for Vox The brain implant company Neuralink is pushing a needlessly risky approach, former employees say. Of all Elon Musk’s exploits — the Tesla cars, the SpaceX rockets, the Twitter takeover, the plans to colonize Mars — his secretive brain chip company Neuralink may be the most dangerous. What is Neuralink for? In the short term, it’s for helping people with paralysis.

AI 181
article thumbnail

Optimizing The Modern Developer Experience with Coder

Many software teams have migrated their testing and production workloads to the cloud, yet development environments often remain tied to outdated local setups, limiting efficiency and growth. This is where Coder comes in. In our 101 Coder webinar, you’ll explore how cloud-based development environments can unlock new levels of productivity. Discover how to transition from local setups to a secure, cloud-powered ecosystem with ease.

article thumbnail

IBM Named a Leader in the 2023 Gartner Magic Quadrant for API Management

IBM Journey to AI blog

APIs serve as essential connectors between the growing number of data sources and applications in companies of all sizes and in all industries. This means that businesses are relying on and creating more APIs than ever before to get the data they need to power their applications and experiences, and scale their operations. However, it’s difficult to manage APIs manually, which is why organizations are turning to API management solutions like IBM API Connect® to bring consistency and s

article thumbnail

Neural Networks’ Unique Perceptions: Decoding Machine vs. Human Sensory Recognition - Neuroscience News

Flipboard

A new study delves into the enigmatic realm of deep neural networks, discovering that while these models can identify objects akin to human sensory systems, their recognition strategies diverge from human perception.

article thumbnail

Challenges and risks associated with lack of real-time monitoring in SAP

IBM Journey to AI blog

Real-time monitoring in SAP BTP lets users harness the power of proactive detection and transform their operations, eliminating problems related to sluggish performance, downtime and troubleshooting errors. Real-time monitoring provides for a much-improved user experience, supporting swift action against performance degradation and prompt resolution of issues.

article thumbnail

Meta's unique approach to developing AI puzzles Wall Street, but techies love it

Flipboard

At Meta's annual Connect conference last month, virtual reality enthusiasts gathered to hear about Mark Zuckerberg's multibillion-dollar bet on the …

AI 181
article thumbnail

15 Modern Use Cases for Enterprise Business Intelligence

Large enterprises face unique challenges in optimizing their Business Intelligence (BI) output due to the sheer scale and complexity of their operations. Unlike smaller organizations, where basic BI features and simple dashboards might suffice, enterprises must manage vast amounts of data from diverse sources. What are the top modern BI use cases for enterprise businesses to help you get a leg up on the competition?

article thumbnail

Living in a data sovereign world

IBM Journey to AI blog

As the world continues to become a globally connected ecosystem, data fluidity has sparked national and international conversations around notions of data and digital sovereignty. While these concepts are still emerging, many countries are developing laws and regulations to deal with the boundless nature of data, and the global and multinational organizations that are creating, housing, and distributing them.

article thumbnail

Pras Michel of Fugees seeks new trial, contends former attorney used AI for closing argument

Flipboard

The hip-hop artist convicted on campaign finance and foreign influence charges seeks to set aside the jury’s guilty verdicts.

AI 181
article thumbnail

Llemma: An Open Language Model For Mathematics

Eleuther.ai

ArXiv | Models | Data | Code | Blog | Sample Explorer Today we release Llemma: 7 billion and 34 billion parameter language models for mathematics. The Llemma models were initialized with Code Llama weights, then trained on the Proof-Pile II, a 55 billion token dataset of mathematical and scientific documents. The resulting models show improved mathematical capabilities, and can be adapted to various tasks through prompting or additional fine-tuning.

145
145
article thumbnail

AI just spotted its 1st supernova. Could it replace human explosion hunters?

Flipboard

'Removing humans from the loop provides more time for the research team to analyze their observations and develop new hypotheses to explain the origin of the cosmic explosions that we observe.

article thumbnail

The Cloud Development Environment Adoption Report

Cloud Development Environments (CDEs) are changing how software teams work by moving development to the cloud. Our Cloud Development Environment Adoption Report gathers insights from 223 developers and business leaders, uncovering key trends in CDE adoption. With 66% of large organizations already using CDEs, these platforms are quickly becoming essential to modern development practices.

article thumbnail

Astronomers Accidentally Capture Planet Collision for the First Time

Extreme Tech

Without one social media user’s sharp eye, their unexpected achievement might have gone unnoticed.

145
145
article thumbnail

UK plan to lead in generative AI 'unrealistic,' say Cambridge researchers

Flipboard

The British government’s aim to turn the UK into a global leader in the development of generative AI is “unrealistic,” researchers at the University of Cambridge argue.

article thumbnail

Can Language Models Replace Programmers? Researchers from Princeton and the University of Chicago Introduce SWE-bench: An Evaluation Framework that Tests Machine Learning Models on Solving Real Issues from GitHub

Marktechpost

Evaluating the proficiency of language models in addressing real-world software engineering challenges is essential for their progress. Enter SWE-bench, an innovative evaluation framework that employs Python repositories’ GitHub issues and pull requests to gauge these models’ ability to tackle coding tasks and problem-solving. Surprisingly, the findings reveal that even the most advanced models can only handle straightforward issues.

article thumbnail

Wall Street Watchdog Says AI to Cause 'Unavoidable' Economic Collapse

Flipboard

SEC Chairman Gary Gensler warns of an AI-driven financial disaster in next ten years. He doesn't think he can stop it. If regulators don't act now, Gensler says an economic meltdown is "nearly unavoidable.

AI 180
article thumbnail

From Diagnosis to Delivery: How AI is Revolutionizing the Patient Experience

Speaker: Simran Kaur, Founder & CEO at Tattva Health Inc.

The healthcare landscape is being revolutionized by AI and cutting-edge digital technologies, reshaping how patients receive care and interact with providers. In this webinar led by Simran Kaur, we will explore how AI-driven solutions are enhancing patient communication, improving care quality, and empowering preventive and predictive medicine. You'll also learn how AI is streamlining healthcare processes, helping providers offer more efficient, personalized care and enabling faster, data-driven

article thumbnail

Tesla's Bill to Fix a Rain-Damaged Battery: $21,000

Extreme Tech

The automaker told the incensed couple that water ingress wasn't covered under the battery's eight-year warranty.

136
136
article thumbnail

Generative AI is everything, everywhere, all at once

Flipboard

Businesses want in on generative AI and are willing to do anything to ride the wave. Is generative AI here to stay? Most signs are pointing to yes.

article thumbnail

From 2D to 3D: Enhancing Text-to-3D Generation Consistency with Aligned Geometric Priors

Marktechpost

Converting 2D images into 3D objects for the purpose of text-to-3D generation is a daunting task. This is mainly because the 2D diffusion models learn only the view-agnostic priors and do not have an understanding of the 3D space during lifting. An outcome of this limitation is the multi-view inconsistency problem, i.e., the 3D object is not consistent from all viewpoints.