DeepLearning.AI is making a world-class AI education accessible to people around the globe. DeepLearning.AI was founded by Andrew Ng, a global leader in AI. 

DeepLearning.AI

When building applications with generative AI, model behavior is less predictable than traditional software. That’s why automated testing makes a big difference in saving you development time and cost. 

We teamed with CircleCI to bring you a new course: Automated Testing for LLMOps.

In this course, you’ll learn to build a continuous integration workflow to evaluate your LLM applications at every iteration, to catch and fix bugs early, and ship faster and more efficiently.  

Instructed by Rob Zuber, CircleCI CTO, this course is free to join! 

Get started: https://hubs.la/Q02hy3KN0


This week’s AI news: 

🔍 A neural network helps detect early signs of pancreatic cancer
📊 Report explores AI's impact on jobs
📐 A new system generates high-level geometry proofs

Plus: Andrew Ng shares insights from his participation at the World Economic Forum.

Read #TheBatch: https://hubs.la/Q02hDh150

Our new course on Automated Testing for LLMOps dropped on DeepLearning.AI today! Learn to apply your CI skills to LLM-based applications.

Making small changes in LLM-based applications, including single words in prompts, can have outsized side effects. For example, what if a teammate updates a prompt to try to make the LLM output sound more interesting, but this causes it to hallucinate more? Continuous Integration with LLM-appropriate automated testing tools helps avoid these problems and lets you ship faster and with greater confidence.

Check it out and learn how to:
👉 Build a CI workflow to automatically evaluate each change to your application
👉 Write model-graded evaluations to expand your toolkit for problems like hallucinations, data drift, and harmful or offensive output
👉 Optimize your CI workflow increase coverage as you get closer to deployment

Everything we've learned about Continuous Integration and rapid delivery can be especially helpful for AI-enabled applications given the potential for unintended side effects from seemingly small changes.

Huge thanks to Andrew Ng, Eddy Shyu, Esmaeil Gargari, Jacob Schmitt, and Michael Webster for making it happen!

Find the course here: https://lnkd.in/gAs9pZ5b

New short course on Automated Testing for LLMOps, by CircleCI's CTO Rob Zuber! This teaches you how to adapt some key ideas from CI (continuous integration), which has been a pillar of efficient software engineering, to building LLM-based applications.

Tweaking an LLM-based app to improve it -- say by modifying a prompt -- can have unexpected side effects. For example, what if a teammate updates a prompt to try to make the LLM output sound more interesting, but this causes it to hallucinate more? Automated testing, as part of your approach to LLMOps (LLM Operations), helps avoid these problems and lets you ship faster and with greater confidence.

In this course, you’ll learn to:
(i) Write LLM evaluations to cover common problems like hallucinations, data drift, and harmful or offensive output.
(ii) Build a CI workflow to automatically evaluate each change to your application.
(iii) Orchestrate your CI workflow to run specific evaluations at different stages of development.

CI is especially helpful for AI applications given the iterative nature of AI development, which means we often want to make many incremental changes. 

Please sign up for this course here! https://lnkd.in/g_24bHka

Our first-ever workshop on aligning LLMs with Direct Preference Optimization (DPO) is happening soon! 

DPO has become a game-changing alignment technique, and we’re happy to invite you to both discuss the theory behind it and get hands-on with the Hugging Face Transformer Reinforcement Learning (TRL) library. 

Join us on February 8 at 11 AM Pacific Time! 

Register now: https://hubs.la/Q02hBFxl0

Hugging Face is a company that focuses on natural language processing and provides a platform for sharing and using models for NLP tasks.

huggingface.co

OpenAI is an artificial intelligence research laboratory consisting of the for-profit OpenAI LP and its parent company, the non-profit OpenAI Inc.

openai.com

Notion is an all-in-one workspace for note-taking, project management, and task management.

notion.so

Information about this competitor is not available in the provided context.

promptengineering.org

Coursera is an online learning platform that offers courses, specializations, and degrees.

coursera.org

ArXiv is a repository of electronic preprints, known as e-prints, of scientific papers in the fields of mathematics, physics, astronomy, computer science, quantitative biology, statistics, and quantitative finance.

arxiv.org

Udemy is an online learning platform aimed at professional adults and students, offering courses in a wide range of subjects.

udemy.com

TruthMD

Atrium

Bluestone PIM

DeepLearning.AI is making world-class AI education accessible to people around the globe. Founded by Andrew Ng, a global leader in AI, the company offers online courses and hands-on training in artificial intelligence, deep learning, and machine learning.

Head of Video

Senior Video Producer & Editor

Senior Producer

Lead Video Producer / Director

Producer / Director / Video Editor

Producer / Director / Lead Video Editor

Director / Producer / Video Editor

Intern

Nic Camp

Director of Marketing and Communications

Senior Marketing Manager

Event & Community Marketing Manager

Managing Partner

Deputy Chairwoman

Director Marketing and Business Development

Media/Public Relations Manager

Programming and marketing assistant

Operation and event service assistant

Club President

Director of Marketing and Communications at DeepLearning.AI

Alice Lin

Venture Advisor

Chief Operating Officer

Faculty

Member

COO @DeepLearning.AI | tech executive | Berkeley Haas School of Business Faculty teaching entrepreneurship, finance, operations, marketing

Jonathan Heyne

Director, Curriculum Product

Head of Content Strategy

Director of Instructional Design

Visiting Professor

Assistant Professor

Researcher-Project Lead

Researcher

Educator, economist and board game geek creating value through online education

Namita Gupta

Director of Content Quality

Director of Product

Head of Growth and Operations for Curriculum

Instructor Development Lead

Program Manager, Partnerships

Curriculum Lead

Freelance Data Analyst

Postdoctoral Fellow

Fulbright Fellow

PhD Student

Ryan Keenan

Chief Executive Officer

Senior Project Manager

Sara Rose

Learned Deep Learning Fundamentals (Guided by Andrew Ng (Founder, DeepLearning.AI))

Research Trainee

Research Project

Sunil Sahu

Professor for Deep Learning and NLP / Head Information Processing Group

Prof. Dr.

Head Master's Program (Master of Science in Engineering)

Head Computer Science Departement

Founder and Head

Professor for Deep Learning and NLP / 
Head Information Processing Group @ University of Applied Sciences Northwestern Switzerland

news impact assignment basic	general	Feb 15, 2024 4:51 PM	71b5c702
public peers	general
news daily refresh	general
news processing daily refresh	general
news impact assignment daily	general
news processing basic	general
company summary	general
signals	general
crunchbase trigger	general	Nov 27, 2024 12:50 PM	7ced39a4
crunchbase profile	general	Nov 27, 2024 1:28 PM	59e01e1c
li profile	general	Feb 15, 2024 4:51 PM	6a20c18b
translate crunchbase fundingrounds	general
peers	general	Feb 15, 2024 4:51 PM	9e7d2413
news basic	general	Feb 15, 2024 4:51 PM	139aaeb3
bundesanzeiger	filings
financials download nd	financials
private financials	financials

AI:DEEPLEARNING

DeepLearning.AI