AWS Machine Learning Blog

NOVEMBER 7, 2024

While organizations continue to discover the powerful applications of generative AI , adoption is often slowed down by team silos and bespoke workflows. To move faster, enterprises need robust operating models and a holistic approach that simplifies the generative AI lifecycle.

Generative AI 106

Generative AI Machine Learning AI AI 106

Topbots

NOVEMBER 27, 2023

AI has played a supporting role in software development for years, primarily automating tasks like analytics, error detection, and project cost and duration forecasting. However, the emergence of generative AI has reshaped the software development landscape, driving unprecedented productivity gains.

Software Development 105

Software Development Generative AI Prompt Engineer Prompt Engineering 105

ODSC - Open Data Science

DECEMBER 6, 2023

Prompt engineering has become the Wild West of tech skills. Though the field is still in its infancy, there’s a growing list of resources one can utilize if you’re interested in becoming a prompt engineer. The course takes about ten hours to complete but when you do so, you leave with important context related to AI.

Prompt Engineering 98

Prompt Engineering Prompt Engineer Generative AI Data Science 98

Towards AI

NOVEMBER 14, 2024

Large language models (LLMs) and generative AI are not a novelty — they are a true breakthrough that will grow to impact much of the economy. However, achieving this impact requires developing customized LLM pipelines for different tasks, and this will require many millions of LLM Developers.

LLM 116

LLM Software Development Machine Learning Data Scientist 116

AWS Machine Learning Blog

NOVEMBER 19, 2024

This year, generative AI and machine learning (ML) will again be in focus, with exciting keynote announcements and a variety of sessions showcasing insights from AWS experts, customer stories, and hands-on experiences with AWS services. Fifth, we’ll showcase various generative AI use cases across industries.

ML 88

ML Generative AI AI AI 88

AWS Machine Learning Blog

JANUARY 30, 2025

The AWS Social Responsibility & Impact (SRI) team recognized an opportunity to augment this function using generative AI. The team developed an innovative solution to streamline grant proposal review and evaluation by using the natural language processing (NLP) capabilities of Amazon Bedrock.

Prompt Engineer 83

Prompt Engineer Prompt Engineering Generative AI Software Development 83

Flipboard

MARCH 31, 2025

The enterprise AI landscape is undergoing a seismic shift as agentic systems transition from experimental tools to mission-critical business assets. In 2025, AI agents are expected to become integral to business operations, with Deloitte predicting that 25% of enterprises using generative AI will deploy AI agents, growing to 50% by 2027.

LLM 177

LLM Automation Generative AI AI Automation 177

AWS Machine Learning Blog

JANUARY 7, 2025

The solution proposed in this post relies on LLMs context learning capabilities and prompt engineering. The following sample XML illustrates the prompts template structure: EN FR Prerequisites The project code uses the Python version of the AWS Cloud Development Kit (AWS CDK).

Large Language Models 100

Large Language Models Prompt Engineer Prompt Engineering Metadata 100

Flipboard

JUNE 13, 2023

Prompt: “A robot helping a software engineer develop code.” ” Generative AI is already changing the way software engineers do their jobs. Diamond Bishop , CEO and co-founder at Augmend , a Seattle collaboration software startup Diamond Bishop, CEO of Augmend.

Generative AI 181

Generative AI Auto-complete Software Engineer AI 181

Marktechpost

JUNE 19, 2024

In recent years, generative AI has surged in popularity, transforming fields like text generation, image creation, and code development. Learning generative AI is crucial for staying competitive and leveraging the technology’s potential to innovate and improve efficiency.

Artificial Intelligence 121

Artificial Intelligence Artificial Intelligence Prompt Engineering Prompt Engineer 121

AWS Machine Learning Blog

MARCH 21, 2025

Amazon Bedrock is a fully managed service that provides a single API to access and use various high-performing foundation models (FMs) from leading AI companies. It offers a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI practices. samples/2003.10304/page_2.png"

Metadata 110

Metadata Convolutional Neural Networks Generative AI Data Scientist 110

Unite.AI

SEPTEMBER 11, 2023

Code-Review Mechanisms for MetaGPT Code review is a critical component in the software development life cycle, yet it is absent in several popular frameworks. With MetaGPT, you're not just automating code generation, you're automating intelligent project planning, thus providing a competitive edge in rapid application development.

Python 328

Python Software Development OpenAI Software Engineer 328

AWS Machine Learning Blog

FEBRUARY 1, 2024

Resilience plays a pivotal role in the development of any workload, and generative AI workloads are no different. There are unique considerations when engineering generative AI workloads through a resilience lens. Does it have the ability to replicate data to another Region for disaster recovery purposes?

Generative AI 131

Generative AI Prompt Engineer Prompt Engineering AI 131

AWS Machine Learning Blog

NOVEMBER 6, 2024

Amazon Bedrock streamlines the integration of state-of-the-art generative AI capabilities for developers, offering pre-trained models that can be customized and deployed without the need for extensive model training from scratch. Scattered throughout Foobar are pockets of tropical jungles thriving along rivers and wetlands.

NLP 109

NLP Python Generative AI Machine Learning 109

Pickl AI

NOVEMBER 6, 2024

Summary : Prompt engineering is a crucial practice in Artificial Intelligence that involves designing specific prompts to guide Generative AI models. This discipline is essential for optimising human-AI interactions. This discipline is essential for optimising human-AI interactions.

Prompt Engineering 52

Prompt Engineering Prompt Engineer Artificial Intelligence Artificial Intelligence 52

AWS Machine Learning Blog

MAY 21, 2024

For several years, we have been actively using machine learning and artificial intelligence (AI) to improve our digital publishing workflow and to deliver a relevant and personalized experience to our readers. These applications are a focus point for our generative AI efforts.

Generative AI 126

Generative AI Prompt Engineer Prompt Engineering Automation 126

Unite.AI

JANUARY 25, 2024

Surge in Generative AI and GPTs: A New Focus in Tech Development The tech world is witnessing a seismic shift in focus, as evidenced by the O'Reilly Report, which highlights a staggering 3,600% surge in interest in Generative Pre-trained Transformers (GPT) and generative AI.

Prompt Engineer 182

Prompt Engineer Prompt Engineering NLP Generative AI 182

O'Reilly Media

MARCH 25, 2025

Weve seen this across dozens of companies, and the teams that break out of this trap all adopt some version of Evaluation-Driven Development (EDD), where testing, monitoring, and evaluation drive every decision from the start. Were also betting that this will be a time of software development flourishing.

LLM 69

LLM Software Development Prompt Engineer Prompt Engineering 69

AWS Machine Learning Blog

AUGUST 22, 2024

At the forefront of harnessing cutting-edge technologies in the insurance sector such as generative artificial intelligence (AI), Verisk is committed to enhancing its clients’ operational efficiencies, productivity, and profitability. Discovery Navigator recently released automated generative AI record summarization capabilities.

Generative AI 104

Generative AI Auto-complete Software Development Automation 104

O'Reilly Media

OCTOBER 22, 2024

.” Junior developers are trained to think that if the code solves the problem, the job is finished. However, what we do in software development usually hasn’t been done before. What does this have to do with AI? Currently, generative AI gives you The Answer. This is great!

Prompt Engineer 135

Prompt Engineer Prompt Engineering Generative AI Software Development 135

ODSC - Open Data Science

SEPTEMBER 20, 2023

Using Graphs for Feature Engineering, Prompt Fine-Tuning for Generative AI, and Confident Data Science GraphReduce: Using Graphs for Feature Engineering Abstractions This tutorial demonstrates an example feature engineering process on an e-commerce schema and how GraphReduce deals with the complexity of feature engineering on the relational schema.

Generative AI 98

Generative AI Prompt Engineering Prompt Engineer Data Science 98

O'Reilly Media

NOVEMBER 28, 2023

Generative AI has been the biggest technology story of 2023. And everyone has opinions about how these language models and art generation programs are going to change the nature of work, usher in the singularity, or perhaps even doom the human race. Many AI adopters are still in the early stages. What’s the reality?

Generative AI 137

Generative AI AI AI Data Analysis 137

Unite.AI

DECEMBER 5, 2023

With this new wave of AI, there is a new category of machine learning engineers who are focused only on “prompt engineering.” ” This role is different from traditional software development, but it has arisen from the need for new ways to work with AI models.

AI Tools 312

AI Tools AI AI Natural Language Processing 312

AWS Machine Learning Blog

NOVEMBER 6, 2023

In this post, we explain how to use the power of generative AI to reduce the effort and improve the accuracy of creating call summaries and call dispositions. The good news is that automating and solving the summarization challenge is now possible through generative AI.

Automation 124

Automation Generative AI LLM AI 124

Unite.AI

FEBRUARY 6, 2025

That time has come for generative AI (GenAI) with the rapid spread of copilots. Perhaps the most successful copilot use case to date is how they help software developers code or modernize legacy code. GenAI as a technology has taken significant strides in the past few years.

LLM 113

LLM Automation Data Quality Prompt Engineer 113

AWS Machine Learning Blog

AUGUST 26, 2024

Prospecting, opportunity progression, and customer engagement present exciting opportunities to utilize generative AI, using historical data, to drive efficiency and effectiveness. Use case overview Using generative AI, we built Account Summaries by seamlessly integrating both structured and unstructured data from diverse sources.

Generative AI 119

Generative AI LLM AI AI 119

AWS Machine Learning Blog

MAY 9, 2024

In this post, we describe the development of the customer support process in FAST incorporating generative AI, the data, the architecture, and the evaluation of the results. Conversational AI assistants are rapidly transforming customer and employee support.

Insight Engine 129

Insight Engine Generative AI LLM AI 129

AWS Machine Learning Blog

AUGUST 15, 2024

In turn, customers can ask a variety of questions and receive accurate answers powered by generative AI. With prompt engineering, managed RAG workflows, and access to multiple FMs, you can provide your customers rich, human agent-like experiences with precise answers.

Chatbots 122

Chatbots Generative AI AI Chatbots LLM 122

Towards AI

AUGUST 31, 2023

Last Updated on September 1, 2023 by Editorial Team Author(s): Vatsal Saglani Originally published on Towards AI. Part 1 — Understanding Prompt Engineering Techniques This member-only story is on us. Prompting techniques. A good prompt can generate great results whereas a bad prompt can spoil the experience.

OpenAI 122

OpenAI Prompt Engineering Prompt Engineer LLM 122

ODSC - Open Data Science

SEPTEMBER 28, 2023

5 Must-Have Skills to Get Into Prompt Engineering From having a profound understanding of AI models to creative problem-solving, here are 5 must-have skills for any aspiring prompt engineer. The Implications of Scaling Airflow Wondering why you’re spending days just deploying code and ML models? George R.R.

Prompt Engineering 52

Prompt Engineering Prompt Engineer LLM Data Scientist 52

AWS Machine Learning Blog

JUNE 25, 2024

With Amazon Bedrock, developers can experiment, evaluate, and deploy generative AI applications without worrying about infrastructure management. Its enterprise-grade security, privacy controls, and responsible AI features enable secure and trustworthy generative AI innovation at scale.

Automation 119

Automation Prompt Engineer Prompt Engineering Categorization 119

Marktechpost

MAY 21, 2024

Generative AI models, particularly Large Language Models (LLMs), have seen a surge in adoption across various industries, transforming the software development landscape. Historically, symbolic programming has dominated, where developers use symbolic code to express logic for tasks or problem-solving.

Neural Network 107

Neural Network LLM Prompt Engineer Prompt Engineering 107

AWS Machine Learning Blog

JULY 11, 2024

Agents for Amazon Bedrock automates the prompt engineering and orchestration of user-requested tasks. After being configured, an agent builds the prompt and augments it with your company-specific information to provide responses back to the user in natural language. Remove the generated Terraform scripts from the GitHub repo.

Data Ingestion 128

Data Ingestion DevOps Prompt Engineer Prompt Engineering 128

Topbots

JULY 29, 2024

Generative AI is a rapidly evolving field with a plethora of fascinating applications, from creating realistic images and videos to generating human-like text and beyond. As the technology advances, the demand for skilled professionals who can harness the power of generative AI is growing exponentially.

Generative AI 52

Generative AI Large Language Models Prompt Engineer Prompt Engineering 52

Flipboard

DECEMBER 6, 2023

Amazon Bedrock Amazon Bedrock is a fully managed service that offers a choice of high-performing FMs from leading companies, including AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon. Considering the quality of the SQL generated, we started to look at how much value the validation stage is actually adding.

Chatbots 168

Chatbots LLM Prompt Engineer Prompt Engineering 168

AWS Machine Learning Blog

FEBRUARY 19, 2025

Foundational models (FMs) and generative AI are transforming how financial service institutions (FSIs) operate their core business functions. Automated Reasoning checks can detect hallucinations, suggest corrections, and highlight unstated assumptions in the response of your generative AI application.

Automation 75

Automation Explainability Auto-complete Generative AI 75

AWS Machine Learning Blog

MAY 1, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Chatbots 121

Chatbots Automation Machine Learning DevOps 121