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Our new specialization, AI for Good, teaches a framework for using AI when stakes are high and human lives may hang in the balance. Robert Monarch presents a practical framework for ML in socially important projects (and products of any kind), and illustrates it with real projects in improving... show more

Andrew Ng

1,651,949 subscribers

105,967 görüntüleme • 2 yıl önce •via X (Twitter)

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Anupam Anand profil fotoğrafı

Anupam Anand2 yıl önce

@WWRob Indeed the need of the hour. Congratulations and looking forward to more on this in terms of implementation.

Dominick Romano profil fotoğrafı

Dominick Romano2 yıl önce

@WWRob This is what AI for Good at the UN / ITU stands for also. I like the ITU for setting that framework with the WHO.

Harmoniqa profil fotoğrafı

Harmoniqa2 yıl önce

@WWRob Wonderful initiative thank you @AndrewYNg ! At We will definitely enroll for this course 🌎💙

Jimmy (James) DeLuccia profil fotoğrafı

Jimmy (James) DeLuccia2 yıl önce

@WWRob ENGINEERS and BIZ need conceptualize the outcome risk to their technology/ideas, and develop the safeguards for it. It is a fools idea to think that we can use ethics so people don't make a SkyNet... someone will, so now what. How do you risk manage that outcome and that tech?

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Viraj Garware2 yıl önce

@WWRob That's exiting ☺️☺️

Sorina Urcan profil fotoğrafı

Sorina Urcan2 yıl önce

@WWRob @VeterinaryDAO is looking forward to enroll, great initiative!

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Sieme2 yıl önce

@DeepLearningAI_ @WWRob Inclusivity, sustainability, machine learning fairness🤢

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Qoodo.io2 yıl önce

@DeepLearningAI_ @WWRob Good work Andrew

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AITechPulse2 yıl önce

@WWRob Great to see AI improving society

DoctorX.AI profil fotoğrafı

DoctorX.AI2 yıl önce

@WWRob This sounds fascinating! Leveraging AI for high-stake scenarios and societal good is crucial. Excited to delve into real-world applications and learn, regardless of coding experience. #AIforGood @WWRob

Benzer Videolar

Launching today: AI for Good! 🌎 Designed in collaboration with Microsoft’s AI for Good Lab and instructed by Robert Monarch, it will empower you to tackle real-world challenges using AI, and how to determine if AI is the right tool for the job. Enroll now:

Launching today: AI for Good! 🌎 Designed in collaboration with Microsoft’s AI for Good Lab and instructed by Robert Monarch, it will empower you to tackle real-world challenges using AI, and how to determine if AI is the right tool for the job. Enroll now:

DeepLearning.AI

36,967 görüntüleme • 3 yıl önce

The adversarial patch [1]. It makes you invisible to any AI system for human and or facial recognition. It is designed by AI and can be made into shirts and pants. I will have a limited series of Ugly AI Wear at soon. ___ [1]

The adversarial patch [1]. It makes you invisible to any AI system for human and or facial recognition. It is designed by AI and can be made into shirts and pants. I will have a limited series of Ugly AI Wear at soon. ___ [1]

Brian Roemmele

401,404 görüntüleme • 3 yıl önce

In the AI for Good Specialization, instructor Robert Monarch explores how AI can support progress in areas like environment, health, justice, and humanitarian action, while minimizing potential harm. Learn how to create solutions that make a difference:

In the AI for Good Specialization, instructor Robert Monarch explores how AI can support progress in areas like environment, health, justice, and humanitarian action, while minimizing potential harm. Learn how to create solutions that make a difference:

DeepLearning.AI

10,547 görüntüleme • 1 yıl önce

I'm teaching a new course! AI Python for Beginners is a series of four short courses that teach anyone to code, regardless of current technical skill. We are offering these courses free for a limited time. Generative AI is transforming coding. This course teaches coding in a way that’s aligned with where the field is going, rather than where it has been: (1) AI as a Coding Companion. Experienced coders are using AI to help write snippets of code, debug code, and the like. We embrace this approach and describe best-practices for coding with a chatbot. Throughout the course, you'll have access to an AI chatbot that will be your own coding companion that can assist you every step of the way as you code. (2) Learning by Building AI Applications. You'll write code that interacts with large language models to quickly create fun applications to customize poems, write recipes, and manage a to-do list. This hands-on approach helps you see how writing code that calls on powerful AI models will make you more effective in your work and personal projects. With this approach, beginning programmers can learn to do useful things with code far faster than they could have even a year ago. Knowing a little bit of coding is increasingly helping people in job roles other than software engineers. For example, I've seen a marketing professional write code to download web pages and use generative AI to derive insights; a reporter write code to flag important stories; and an investor automate the initial drafts of contracts. With this course you’ll be equipped to automate repetitive tasks, analyze data more efficiently, and leverage AI to enhance your productivity. If you are already an experienced developer, please help me spread the word and encourage your non-developer friends to learn a little bit of coding. I hope you'll check out the first two short courses here!

I'm teaching a new course! AI Python for Beginners is a series of four short courses that teach anyone to code, regardless of current technical skill. We are offering these courses free for a limited time. Generative AI is transforming coding. This course teaches coding in a way that’s aligned with where the field is going, rather than where it has been: (1) AI as a Coding Companion. Experienced coders are using AI to help write snippets of code, debug code, and the like. We embrace this approach and describe best-practices for coding with a chatbot. Throughout the course, you'll have access to an AI chatbot that will be your own coding companion that can assist you every step of the way as you code. (2) Learning by Building AI Applications. You'll write code that interacts with large language models to quickly create fun applications to customize poems, write recipes, and manage a to-do list. This hands-on approach helps you see how writing code that calls on powerful AI models will make you more effective in your work and personal projects. With this approach, beginning programmers can learn to do useful things with code far faster than they could have even a year ago. Knowing a little bit of coding is increasingly helping people in job roles other than software engineers. For example, I've seen a marketing professional write code to download web pages and use generative AI to derive insights; a reporter write code to flag important stories; and an investor automate the initial drafts of contracts. With this course you’ll be equipped to automate repetitive tasks, analyze data more efficiently, and leverage AI to enhance your productivity. If you are already an experienced developer, please help me spread the word and encourage your non-developer friends to learn a little bit of coding. I hope you'll check out the first two short courses here!

Andrew Ng

1,224,072 görüntüleme • 1 yıl önce

AI “godmother” Fei-Fei Li challenges those who fear an AI future: “Since the dawn of human civilization, we have been creating technologies meant for improving our lives…and yes, they also have negative consequences. Fires burn, cars have fatal crashes, printed books can spread lies, and even medicines meant for saving lives have fatal side effects… Yet it’s undeniable that technologies have contributed vastly to the modernization of our species. So today, I’m not here to argue AI is good or bad in a simple black-and-white manner… I want to advocate for a new framework of thinking about AI. It’s a framework where humans own our agency, dignity, and responsibility to ensure that AI is here to augment our capabilities, to live and work better.”

AI “godmother” Fei-Fei Li challenges those who fear an AI future: “Since the dawn of human civilization, we have been creating technologies meant for improving our lives…and yes, they also have negative consequences. Fires burn, cars have fatal crashes, printed books can spread lies, and even medicines meant for saving lives have fatal side effects… Yet it’s undeniable that technologies have contributed vastly to the modernization of our species. So today, I’m not here to argue AI is good or bad in a simple black-and-white manner… I want to advocate for a new framework of thinking about AI. It’s a framework where humans own our agency, dignity, and responsibility to ensure that AI is here to augment our capabilities, to live and work better.”

The Free Press

12,695 görüntüleme • 1 yıl önce

I normally don't like plugging on an AI chat into my projects, because it's seems too easy and basic I think you should instead rebuild entire projects from the ground up to be AI first, not just add some AI button But in this case is already AI from the ground up (it collects data and rates hotels with AI), so here it makes sense I think So you can now can talk to the hotel assistant and ask it to find hotels with a 🏋️‍♀️weightlifting gym, ✨newly built, 🔝highly rated or ones that have 🥯 cinnamon rolls for breakfast 😋 And it controls the site, moves the map, opens hotels for you! Hope you like it 😊😊😊 P.S. it doesn't make money, it's just my contribution for now to fight the enshittification and get you a good hotel for a good price!

I normally don't like plugging on an AI chat into my projects, because it's seems too easy and basic I think you should instead rebuild entire projects from the ground up to be AI first, not just add some AI button But in this case is already AI from the ground up (it collects data and rates hotels with AI), so here it makes sense I think So you can now can talk to the hotel assistant and ask it to find hotels with a 🏋️‍♀️weightlifting gym, ✨newly built, 🔝highly rated or ones that have 🥯 cinnamon rolls for breakfast 😋 And it controls the site, moves the map, opens hotels for you! Hope you like it 😊😊😊 P.S. it doesn't make money, it's just my contribution for now to fight the enshittification and get you a good hotel for a good price!

@levelsio

307,109 görüntüleme • 17 gün önce

New short course: DSPy: Build and Optimize Agentic Apps DSPy is a powerful open-source framework for automatically tuning prompts for GenAI applications. In this course, you'll learn to use DSPy, together with MLflow. This is built in partnership with Databricks and taught by Chen Qian, co-lead of the DSPy framework. Many AI builders spend hours hand-tuning prompts. When given a set of evals, DSPy automates this process. It’s especially useful for optimizing prompts, including few-shot prompts, in complex agentic AI workflows. Further, if you switch an application to a newer LLM, performance can degrade if your prompts were optimized to the previous model. DSPy automatically optimizes the entire system for the new LLM as well, using just a few evaluation examples. This course teaches DSPy works, and best practices for using it. You’ll write programs using DSPy’s signature-based programming model, debug them with MLflow tracing -- to gain visibility into how different parts of a pipeline, as well as how the overall system, are performing -- and automatically improve their accuracy with DSPy Optimizer. Please sign up here:

New short course: DSPy: Build and Optimize Agentic Apps DSPy is a powerful open-source framework for automatically tuning prompts for GenAI applications. In this course, you'll learn to use DSPy, together with MLflow. This is built in partnership with Databricks and taught by Chen Qian, co-lead of the DSPy framework. Many AI builders spend hours hand-tuning prompts. When given a set of evals, DSPy automates this process. It’s especially useful for optimizing prompts, including few-shot prompts, in complex agentic AI workflows. Further, if you switch an application to a newer LLM, performance can degrade if your prompts were optimized to the previous model. DSPy automatically optimizes the entire system for the new LLM as well, using just a few evaluation examples. This course teaches DSPy works, and best practices for using it. You’ll write programs using DSPy’s signature-based programming model, debug them with MLflow tracing -- to gain visibility into how different parts of a pipeline, as well as how the overall system, are performing -- and automatically improve their accuracy with DSPy Optimizer. Please sign up here:

Andrew Ng

181,457 görüntüleme • 1 yıl önce

In the Yellow trading framework, there is no requirement for trust or any kind of third party. This means brokers, bankers, AI agents, and traders can interact easily, with confidence, and without friction. Alexis Sirkia

In the Yellow trading framework, there is no requirement for trust or any kind of third party. This means brokers, bankers, AI agents, and traders can interact easily, with confidence, and without friction. Alexis Sirkia

Yellow

53,473 görüntüleme • 2 ay önce

A deeper dive into our Voyager AI Framework 🛰️ The first flexible AI agent framework for crypto analysis with multiple AI provider support and customizable personalities 👨🏻‍🚀 $VOYAGE

A deeper dive into our Voyager AI Framework 🛰️ The first flexible AI agent framework for crypto analysis with multiple AI provider support and customizable personalities 👨🏻‍🚀 $VOYAGE

Voyager AI

31,636 görüntüleme • 1 yıl önce

🚨 ANNOUNCING THE WORLD'S FIRST VIBE CODING AGENT FOR APIs. Vibe coders just became LEGIT backend engineers. With ONE PROMPT, you can create an entire microservice and host it on Abacus AI Deep Agent. Vibe coders can now go toe-to-toe with backend engineers and create an API, a Telegram bot, or any AI service. The AI takes care of everything. - creating an API spec - implementing it and hosting it - using a back-end database for tracking - giving you a test bed - providing you with a ready-to-use endpoint! Backend engineers are expensive; now you can start vibe-coding their projects in English.

🚨 ANNOUNCING THE WORLD'S FIRST VIBE CODING AGENT FOR APIs. Vibe coders just became LEGIT backend engineers. With ONE PROMPT, you can create an entire microservice and host it on Abacus AI Deep Agent. Vibe coders can now go toe-to-toe with backend engineers and create an API, a Telegram bot, or any AI service. The AI takes care of everything. - creating an API spec - implementing it and hosting it - using a back-end database for tracking - giving you a test bed - providing you with a ready-to-use endpoint! Backend engineers are expensive; now you can start vibe-coding their projects in English.

Bindu Reddy

11,800 görüntüleme • 7 ay önce

Elon Musk: “In order to solve full self-driving properly, you have to solve real-world AI. The road networks are designed to work with a biological neural net — our brains — and with vision — our eyes. So, in order to make it work with computers, you need to solve real-world AI and vision. We need cameras and silicon neural nets for self-driving to work in a system designed for eyes and biological neural nets. When you put it that way, it’s quite obvious that the only way to solve full self-driving is to solve real-world AI and sophisticated vision.”

Elon Musk: “In order to solve full self-driving properly, you have to solve real-world AI. The road networks are designed to work with a biological neural net — our brains — and with vision — our eyes. So, in order to make it work with computers, you need to solve real-world AI and vision. We need cameras and silicon neural nets for self-driving to work in a system designed for eyes and biological neural nets. When you put it that way, it’s quite obvious that the only way to solve full self-driving is to solve real-world AI and sophisticated vision.”

Elonogy

14,331 görüntüleme • 21 gün önce

Robotics: coding agents’ next frontier. So how good are they? We introduce CaP-X: an open-source framework and benchmark for coding agents, where they write code for robot perception and control, execute it on sim and real robots, observe the outcomes, and iteratively improve code reliability. From NVIDIA Berkeley AI Research CMU Robotics Institute Stanford AI Lab 🧵

Robotics: coding agents’ next frontier. So how good are they? We introduce CaP-X: an open-source framework and benchmark for coding agents, where they write code for robot perception and control, execute it on sim and real robots, observe the outcomes, and iteratively improve code reliability. From NVIDIA Berkeley AI Research CMU Robotics Institute Stanford AI Lab 🧵

Max Fu

172,929 görüntüleme • 3 ay önce

i found the secret to writing copy that SELLS with AI... it's not about the model, it's not about the prompt, and it doesn't matter how good you are at writing it's about feeding AI with world-class examples i built a full copywriting swipe file you can use with any LLM: - over 1,000 examples of the best emails, ads and landing pages copy - my 3-step process to use this inside AI projects - my super-prompt to extract the sauce from any copy reply "SWIPE" + retweet and i'll send it for free (must be following so i can DM)

i found the secret to writing copy that SELLS with AI... it's not about the model, it's not about the prompt, and it doesn't matter how good you are at writing it's about feeding AI with world-class examples i built a full copywriting swipe file you can use with any LLM: - over 1,000 examples of the best emails, ads and landing pages copy - my 3-step process to use this inside AI projects - my super-prompt to extract the sauce from any copy reply "SWIPE" + retweet and i'll send it for free (must be following so i can DM)

Machina

32,541 görüntüleme • 1 yıl önce

Palantir is playing an integral role in the AI Revolution, and Akshay Krishnaswamy summarized it best⚡️ “Our conviction here at Palantir is that really it constitutes a new category in the AI stack...Of course there's raw energy. You then have chips, you have data centers, you have the frontier models that are increasingly commoditized and available but increasingly powerful as well. And then there's everything you need to get from that to differentiated outcomes, products, and services. And we are maniacally focused on providing this AI infrastructure for developer teams, for enterprises, for everybody looking to achieve value with AI.”

Palantir is playing an integral role in the AI Revolution, and Akshay Krishnaswamy summarized it best⚡️ “Our conviction here at Palantir is that really it constitutes a new category in the AI stack...Of course there's raw energy. You then have chips, you have data centers, you have the frontier models that are increasingly commoditized and available but increasingly powerful as well. And then there's everything you need to get from that to differentiated outcomes, products, and services. And we are maniacally focused on providing this AI infrastructure for developer teams, for enterprises, for everybody looking to achieve value with AI.”

Eliano A. Younes

11,513 görüntüleme • 1 yıl önce

Friends this is not the time to fear ai 🤖 this is the time to be curious and play with it and understand it … please 🙏 don’t put your head in the sand … there is so much you can’t control when it comes to ai 🤖 and how it will play out … but there is a lot you can control on how you work with it and use it to build something for you and your family !!! Pls If you’re finally ready to not be scared of ai pls leave a 🤖 emoji in the the chat

Friends this is not the time to fear ai 🤖 this is the time to be curious and play with it and understand it … please 🙏 don’t put your head in the sand … there is so much you can’t control when it comes to ai 🤖 and how it will play out … but there is a lot you can control on how you work with it and use it to build something for you and your family !!! Pls If you’re finally ready to not be scared of ai pls leave a 🤖 emoji in the the chat

Gary Vaynerchuk

15,340 görüntüleme • 8 ay önce

This is one of the coolest open-source AI agent projects I've seen in a while: 'Understand Anything' It's a plugin for Claude Code, Codex, OpenCode etc. that analyzes your codebase and turns it into a knowledge base that you can interact with. It explains the codebase to you, rather than showing you the structure. It seems like it's designed for code but I opened my Obsidian vault of podcast highlights in Claude Code, then ran /understand. The result is a knowledge graph that I can search of highlights from 888 podcast episodes and 144K lines of markdown text.

This is one of the coolest open-source AI agent projects I've seen in a while: 'Understand Anything' It's a plugin for Claude Code, Codex, OpenCode etc. that analyzes your codebase and turns it into a knowledge base that you can interact with. It explains the codebase to you, rather than showing you the structure. It seems like it's designed for code but I opened my Obsidian vault of podcast highlights in Claude Code, then ran /understand. The result is a knowledge graph that I can search of highlights from 888 podcast episodes and 144K lines of markdown text.

Dan McAteer

172,252 görüntüleme • 17 gün önce

NEW: Introducing Octane AI Agentic Commerce Quizzes - Increase sales with AI. What is it? A sales quiz AI agent that makes 1-1 personalized sales experiences for every single customer. In real time. Powered by our new AI model CORE-1. Examples: 📸 Want to ask your customer to take a selfie and your AI agent automatically recommends them a full outfit from your catalog? Octane AI agents can do that. 🪞 Want to have an AI agent hand pick out each product for a personalized skin care routine? Want them to upload a selfie to detect their skin tone? Octane AI agents can do can that. 📊 Want to create an incredibly detailed report with graphs and tables and graphics thats generated by AI for each customer? Octane AI agents can do that. We give you the building blocks and you can build anything. And you can build it fast because our AI will do the heavy lifting for you. This is v1 and a representation of where our commerce and quiz technology is headed. Available today to everyone at 🆕 What we are launching today: • Smart Quiz Builder: Have an AI agent plan out and build your Octane AI quiz for you. It can even write custom HTML for beautiful results pages and progress bars. • Smart Products: It can take forever to setup the recommendation logic for a quiz. For those of you who need help, simply add smart products to your Octane AI quiz and your very own AI agent will hand-pick products for each customer who takes your quiz. It’s amazing. • Smart Copy: Instead of showing everyone who takes your quiz the exact same copy, use AI to personalize the quiz for every single person who takes it. Explain why these specific products are perfect for specifically them. • Image Analyzer: Let your customers upload or take a photo during the quiz and have AI analyze it. You can use this for anything from skin tone detection to picking out outfits! • Shopping Assistant: An AI agent that lives on your store that can help your customers at the right time. We have been building quiz software for almost 10 years now and AI is enabling us to make quizzes even more powerful. This is just the v1 of what we will be releasing in this area. We are so excited to see what you create with these new agentic products. Get creative, we think you will be surprised at how many interesting experiences you can create with Octane AI now.

NEW: Introducing Octane AI Agentic Commerce Quizzes - Increase sales with AI. What is it? A sales quiz AI agent that makes 1-1 personalized sales experiences for every single customer. In real time. Powered by our new AI model CORE-1. Examples: 📸 Want to ask your customer to take a selfie and your AI agent automatically recommends them a full outfit from your catalog? Octane AI agents can do that. 🪞 Want to have an AI agent hand pick out each product for a personalized skin care routine? Want them to upload a selfie to detect their skin tone? Octane AI agents can do can that. 📊 Want to create an incredibly detailed report with graphs and tables and graphics thats generated by AI for each customer? Octane AI agents can do that. We give you the building blocks and you can build anything. And you can build it fast because our AI will do the heavy lifting for you. This is v1 and a representation of where our commerce and quiz technology is headed. Available today to everyone at 🆕 What we are launching today: • Smart Quiz Builder: Have an AI agent plan out and build your Octane AI quiz for you. It can even write custom HTML for beautiful results pages and progress bars. • Smart Products: It can take forever to setup the recommendation logic for a quiz. For those of you who need help, simply add smart products to your Octane AI quiz and your very own AI agent will hand-pick products for each customer who takes your quiz. It’s amazing. • Smart Copy: Instead of showing everyone who takes your quiz the exact same copy, use AI to personalize the quiz for every single person who takes it. Explain why these specific products are perfect for specifically them. • Image Analyzer: Let your customers upload or take a photo during the quiz and have AI analyze it. You can use this for anything from skin tone detection to picking out outfits! • Shopping Assistant: An AI agent that lives on your store that can help your customers at the right time. We have been building quiz software for almost 10 years now and AI is enabling us to make quizzes even more powerful. This is just the v1 of what we will be releasing in this area. We are so excited to see what you create with these new agentic products. Get creative, we think you will be surprised at how many interesting experiences you can create with Octane AI now.

Matt Schlicht

290,828 görüntüleme • 7 ay önce

AI coding just arrived in Jupyter notebooks - and bhupesh ganger (Jupyter co-founder) and I will show you how to use it. Coding by hand is becoming obsolete. The latest Jupyter AI - built by the Jupyter team and showcased at JupyterCon this week - brings AI assistance directly into notebooks. Most AI coding assistants struggle with Jupyter notebooks. Jupyter AI was designed specifically for them. This is the first course to teach it. In this course, Brian and I teach you to: - Generate and debug code directly in notebook cells through an integrated chat interface - Provide the right context (like API docs) to help AI write accurate code - Use Jupyter AI's unique notebook features: drag cells to chat, generate cells from chat, attach context for the LLM We've integrated Jupyter AI directly into the DeepLearningAI platform, so you can start using it immediately. Since Jupyter AI is open source, you can also install and run it locally afterward. Whether you're experienced with notebooks or learning them for the first time, this course will prepare you for AI-assisted notebook development. Start using Jupyter AI (free):

AI coding just arrived in Jupyter notebooks - and bhupesh ganger (Jupyter co-founder) and I will show you how to use it. Coding by hand is becoming obsolete. The latest Jupyter AI - built by the Jupyter team and showcased at JupyterCon this week - brings AI assistance directly into notebooks. Most AI coding assistants struggle with Jupyter notebooks. Jupyter AI was designed specifically for them. This is the first course to teach it. In this course, Brian and I teach you to: - Generate and debug code directly in notebook cells through an integrated chat interface - Provide the right context (like API docs) to help AI write accurate code - Use Jupyter AI's unique notebook features: drag cells to chat, generate cells from chat, attach context for the LLM We've integrated Jupyter AI directly into the DeepLearningAI platform, so you can start using it immediately. Since Jupyter AI is open source, you can also install and run it locally afterward. Whether you're experienced with notebooks or learning them for the first time, this course will prepare you for AI-assisted notebook development. Start using Jupyter AI (free):

Andrew Ng

117,949 görüntüleme • 8 ay önce

STAYC being the only K-pop act to named a song as an AI w/o actually using AI in the MV. And using it as a metaphor for being in love with someone who is not interest in you instead. Showing a new perspective of AI in K-pop. +Wear crochet outfits to represent REAL human work

STAYC being the only K-pop act to named a song as an AI w/o actually using AI in the MV. And using it as a metaphor for being in love with someone who is not interest in you instead. Showing a new perspective of AI in K-pop. +Wear crochet outfits to represent REAL human work

☆

221,796 görüntüleme • 4 ay önce