IBM Journey to AI blog

FEBRUARY 8, 2023

Responsibility is a learned behavior. There is a growing need to proactively drive responsible, fair, and ethical decisions, designed to: Manage risk and reputation No organization wants to be in the news for the wrong reasons, and recently there have been a lot of stories in the press regarding issues of unfair, unexplainable, or biased AI.

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AWS Machine Learning Blog

APRIL 24, 2024

In this post, we share how we analyzed the feedback data and identified limitations of accuracy and hallucinations RAG provided, and used the human evaluation score to train the model through reinforcement learning. To increase training samples for better learning, we also used another LLM to generate feedback scores.

LLM 103

LLM AI AI Generative AI 103

Towards AI

JULY 20, 2023

Data Science The minimal effort maximum outcome way Happiness is not pleasure. I was trying to find my passion and within the first 10 pages, Cal said Passion is overrated and the key to be good at anything is to force yourself through the work, force the skills to come and that’s the hardest phase.

Data Science 87

Data Science Data Scientist Algorithm Machine Learning 87

AI Impacts

DECEMBER 13, 2023

Hardware would continue to progress during this AI pause. Immediately after the pause ended, it would be possible to train new AI systems using significantly more compute than was previously possible, taking advantage of the improved hardware. Figure 1 shows a sketch of what we might expect progress to look like.

Explainability 147

Explainability AI AI AI Developer 147

ODSC - Open Data Science

JANUARY 22, 2024

Open Data Science Blog Recap: In a new paper , MIT’s CSAIL researchers have introduced an innovative AI method that leverages automated interpretability agents (AIAs) built from pre-trained language models. More CEOs fear their companies won’t survive 10 years as AI and climate challenges grow, survey says. Here’s How.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Robotics Large Language Models 52

ODSC - Open Data Science

MARCH 8, 2024

Source ) In a blog post released today, OpenAI fired back at Elon Musk’s lawsuit and moved to dismiss his claims about the company’s motives. Source ) In a blog post released today, OpenAI fired back at Elon Musk’s lawsuit and moved to dismiss his claims about the company’s motives. Do AI video generators dream of San Pedro?

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Large Language Models AI 52

AWS Machine Learning Blog

MARCH 13, 2024

JumpStart is the machine learning (ML) hub of SageMaker that provides access to foundation models in addition to built-in algorithms and end-to-end solution templates to help you quickly get started with ML. Gemma exhibits strong generalist capabilities in text domains and state-of-the-art understanding and reasoning skills at scale.

Large Language Models 100

Large Language Models LLM Machine Learning Python 100

ODSC - Open Data Science

MARCH 24, 2023

Top Data Analytics Skills and Platforms for 2023, PyTorch 2.0 Released, and 5 Huge Data Science Career Mistakes Top Data Analytics Skills and Platforms for 2023 We looked at over 25,000 job descriptions, and these are the data analytics platforms, tools, and skills that employers are looking for in 2023.

Data Ingestion 52

Data Ingestion Machine Learning Data Science NLP 52

Mlearning.ai

FEBRUARY 7, 2023

Some of the posts, blogs, and articles dealing with this new phenomenom, well, really don’t deserve any attention. Like “The 10 Best Side Hustles with ChatGPT that Can Earn You $4,000 a Week.” 26x: List of other large language models with parameters, contents, data and sizes. But some of them are genuinely interesting.

ChatGPT 105

ChatGPT Large Language Models Explainability Machine Learning 105

Unite.AI

JUNE 15, 2023

Forethought, the AI and Machine Learning platform for the enterprise, began with its focus on customer support. The company’s AI can learn from internal documents, email, chat and even old support tickets to automatically resolve auto-route tickets correctly, and quickly surface the most relevant institutional knowledge.

Large Language Models 246

Large Language Models Generative AI Chatbots Auto-complete 246

AWS Machine Learning Blog

MARCH 28, 2024

For example, the training data used for BloombergGPT is 51% domain-specific documents, including financial news, filings, and other financial materials. Collecting and preparing finance data Domain continual pre-training necessities a large-scale, high-quality, domain-specific dataset.

Large Language Models 90

Large Language Models LLM Generative AI Machine Learning 90

AWS Machine Learning Blog

APRIL 27, 2023

In this post, we show how to incorporate human feedback on the incorrect reasoning chains for multi-hop reasoning to improve performance on these tasks. However, those models may not reliably generate correct reasoning chains or explanations.

Machine Learning 64

Machine Learning Large Language Models Categorization Natural Language Processing 64

Mlearning.ai

NOVEMBER 1, 2023

In this blog, we will explore the process of evaluating language models performance and we’ll learn how to compare the performance of various models to determine which one is most suitable for our specific needs and tasks. Every week, new, more powerful models are released, claiming to outperform others of similar size.

Large Language Models 52

Large Language Models LLM Chatbots Algorithm 52

Pickl AI

NOVEMBER 3, 2023

Learning Data Science from YouTube is a flexible, cost-effective, and accessible way to gain knowledge and skills in this rapidly growing field. Data Science , one of the most talked about topics, has been garnering a lot of attention these days. Top Data Science YouTubers 1.

Data Science 52

Data Science Data Scientist Machine Learning Neural Network 52

DataRobot Blog

JUNE 1, 2022

Showcasing the industry’s most innovative use of AI, this global event offers you the opportunity to learn from DataRobot data scientists—as well as AI pioneers from retailers like Shiseido Japan Co., DataRobot AIX has purpose-built content for business leads, data scientists, and IT leaders.

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Data Scientist AI Strategy AI AI 119

AWS Machine Learning Blog

NOVEMBER 14, 2023

Examples include: Cultivating distrust in the media Undermining the democratic process Spreading false or discredited science (for example, the anti-vax movement) Advances in artificial intelligence (AI) and machine learning (ML) have made developing tools for creating and sharing fake news even easier.

Large Language Models 103

Large Language Models LLM Generative AI Python 103

PyImageSearch

MAY 8, 2023

Home Table of Contents Introduction to Causality in Machine Learning Correlation and Causation Case Study 1: A “Marvelous” Problem Scenario 1: A Direct Cause Scenario 2: Reversing the Cause and Effect Scenario 3: Investigating a Hidden Cause Causal Thinking Case Study 2: Food App Conundrum Quiz Time! Let’s find out.

Machine Learning 111

Machine Learning Computer Vision Deep Learning Neural Network 111

AWS Machine Learning Blog

FEBRUARY 29, 2024

Amazon Bedrock provides a broad range of models from Amazon and third-party providers, including Anthropic, AI21, Meta, Cohere, and Stability AI, and covers a wide range of use cases, including text and image generation, embedding, chat, high-level agents with reasoning and orchestration, and more.

Machine Learning 106

Machine Learning Computer Vision Generative AI Explainability 106

AWS Machine Learning Blog

MARCH 30, 2023

In this post, we introduce a new interactive tool called Snapper, powered by a machine learning (ML) model that reduces the effort required of annotators. In this post, we introduce a new interactive tool called Snapper, powered by a machine learning (ML) model that reduces the effort required of annotators.

Machine Learning 81

Machine Learning Convolutional Neural Networks Neural Network Computer Vision 81

TensorFlow

FEBRUARY 6, 2024

Discrete mathematics and computer science have a long history of formalizing such networks them as graphs , consisting of nodes arbitrarily connected by edges in various irregular ways. They encode a graph's discrete , relational information in a continuous way so that it can be included naturally in another deep learning system.

Neural Network 123

Neural Network Software Engineer ML Python 123

AWS Machine Learning Blog

NOVEMBER 1, 2023

Visual language processing (VLP) is at the forefront of generative AI, driving advancements in multimodal learning that encompasses language intelligence, vision understanding, and processing. The potential exists to fine-tune VLMs and LLMs further using domain-specific data, aiming to boost precision and mitigate hallucination.

Auto-classification 87

Auto-classification LLM Auto-complete Generative AI 87

Heartbeat

SEPTEMBER 13, 2023

Source: ResearchGate Explainability refers to the ability to understand and evaluate the decisions and reasoning underlying the predictions from AI models (Castillo, 2021). This guide will buttress explainability in machine learning and AI systems. What is Explainability?

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Explainability Machine Learning Deep Learning Explainable AI 52

PyImageSearch

MARCH 4, 2024

Let’s break this down in a way that’ll make those brain gears happily spin without making you feel like you need a computer science degree to understand. Just like a parrot learns human language by listening and mimicking, an LLM has been trained on a mind-boggling amount of text data — code, books, articles, you name it!

Large Language Models 67

Large Language Models Computer Vision AI AI 67

ODSC - Open Data Science

JANUARY 11, 2024

During the last year, the world had to begin learning how to operate in a post-AI world. This was pushed due to questions surrounding responsible AI and AI & ethics which has been circulating in the data science community for years. To say that 2023 was a big year for AI is an understatement.

Large Language Models 52

Large Language Models Artificial Intelligence Artificial Intelligence OpenAI 52

PyImageSearch

JULY 24, 2023

Going Beyond with Keras Core The Power of Keras Core: Expanding Your Deep Learning Horizons Show Me Some Code JAX Harnessing model.fit() Imports and Setup Data Pipeline Build a Custom Model Build the Image Classification Model Train the Model Evaluation Summary References Citation Information What Is Keras Core? What Is Keras Core?

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Computer Vision Deep Learning Machine Learning Neural Network 98

PyImageSearch

JANUARY 16, 2023

In this blog post, we will thoroughly understand what Gradient Boosting is and understand the math behind this beautiful concept. In this blog post, we will thoroughly understand what Gradient Boosting is and understand the math behind this beautiful concept. Looking for the source code to this post? Each sample is given a weight.

Computer Vision 102

Computer Vision Deep Learning Neural Network Algorithm 102

PyImageSearch

JANUARY 23, 2023

The reasoning behind that is simple; whatever we have learned till now, be it adaptive boosting, decision trees, or gradient boosting, have very distinct statistical foundations which require you to get your hands dirty with the math behind them. The goal is to nullify the abstraction created by packages as much as possible.

Computer Vision 107

Computer Vision Deep Learning Neural Network Algorithm 107

Pickl AI

JUNE 8, 2023

Artificial Intelligence has become a huge part of the daily lives of people and is a branch of science that is focused on stimulating human intelligence using machines. Significantly, the advent of AI in education and learning has brought a completely new approach to the learning method. compound annual growth rate (CAGR).

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Automation Conversational AI 52

AWS Machine Learning Blog

APRIL 26, 2024

The DBRX LLM employs a fine-grained mixture-of-experts (MoE) architecture, pre-trained on 12 trillion tokens of carefully curated data and a maximum context length of 32,000 tokens. The model is deployed in an AWS secure environment and under your VPC controls, helping provide data security.

Python 93

Python ML LLM Generative AI 93

Bugra Akyildiz

JANUARY 2, 2024

Expanding the versatility of models requires the ability to perform higher-level and multi-step reasoning. For example, algorithmic prompting is a new method that teaches language models reasoning by demonstrating a sequence of algorithmic steps, which the model can then apply in new contexts.

Robotics 52

Robotics Computer Vision Algorithm Neural Network 52

O'Reilly Media

SEPTEMBER 15, 2021

In June 2021, we asked the recipients of our Data & AI Newsletter to respond to a survey about compensation. The average salary for data and AI professionals who responded to the survey was $146,000. The results then provide a place to start thinking about what effect the pandemic had on employment. Executive Summary.

AI 145

AI AI Machine Learning ML 145

Pickl AI

APRIL 19, 2023

Machine Learning is the part of Artificial Intelligence and computer science that emphasizes on the use of data and algorithms, imitating the way humans learn and improving accuracy. Machine Learning is becoming increasingly popular and crucial in today’s market for effective productivity and decision-making processes.

Machine Learning 52

Machine Learning ML Engineer Data Scientist ML 52

Pickl AI

APRIL 26, 2024

This comprehensive blog outlines vital aspects of Data Analyst interviews, offering insights into technical, behavioural, and industry-specific questions. It covers essential topics such as SQL queries, data visualization, statistical analysis, machine learning concepts, and data manipulation techniques.

Data Analysis 52

Data Analysis Machine Learning ETL Explainability 52

AWS Machine Learning Blog

DECEMBER 22, 2023

You can try out this model with SageMaker JumpStart, a machine learning (ML) hub that provides access to algorithms and models so you can quickly get started with ML. Mixtral matches or exceeds the performance of models up to 10 times its size. In this post, we walk through how to discover and deploy the Mixtral-8x7B model.

Machine Learning 104

Machine Learning Python Algorithm LLM 104

AWS Machine Learning Blog

JUNE 22, 2023

Working with AWS, Light & Wonder recently developed an industry-first secure solution, Light & Wonder Connect (LnW Connect), to stream telemetry and machine health data from roughly half a million electronic gaming machines distributed across its casino customer base globally when LnW Connect reaches its full potential.

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Neural Network Metadata ML Machine Learning 78

AWS Machine Learning Blog

APRIL 29, 2024

This is a guest post co-authored with Ville Tuulos (Co-founder and CEO) and Eddie Mattia (Data Scientist) of Outerbounds. For AWS and Outerbounds customers, the goal is to build a differentiated machine learning and artificial intelligence (ML/AI) system and reliably improve it over time.

ML 93

ML Python Data Scientist Deep Learning 93

AWS Machine Learning Blog

MAY 7, 2024

Large language models (LLMs) have unlocked new possibilities for extracting information from unstructured text data. What makes LLMs so transformative, however, is their ability to achieve state-of-the-art results on these common tasks with minimal data and simple prompting, and their ability to multitask.

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Prompt Engineer Prompt Engineering Large Language Models LLM 89