- AI Brew: Stirring Up AI for Everyone
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- AI Revolution Endangers Software Coders
AI Revolution Endangers Software Coders
Plus everyone is speaking about AI investments in earning calls, Robots play a football match, and more
๐ This week's AI Brew summary:
๐AI Spotlight: AI Revolution Endangers Software Coders
๐ค Real-Life AI Stories: AI investments are the talk of the town
๐คทโโ๏ธAI Jargon Buster: Deep Reinforcement Learning helping robots play football
๐Cool Corner: Pizza Ad created using AI in 3 hours
AI Spotlight ๐
The AI revolution, with its tempting $6 trillion opportunity, is transforming industries like advertising, e-commerce, travel, the shared economy, and the cloud ๐. But when it comes to job opportunities, the situation appears less rosy, even for coders who once thought their profession was immune to automation.
Generative AI is raising concerns among programmers, as it threatens to automate many of their tasks ๐. OpenAI researchers found that 19% of workers, particularly those in computer programming, could see at least half of their tasks completed by AI. In an unexpected twist, higher education and higher salaries seem to make jobs more vulnerable.
Tech giants like Amazon and Google are embracing generative AI to accelerate programming, with tools like Amazon's CodeWhisperer and Google's Bard, a ChatGPT competitor ๐. Even Dropbox is laying off 500 staff members to invest in AI-powered products.
Weโve believed for many years that AI will give us new superpowers and completely transform knowledge work. And weโve been building towards this future for a long time, as this yearโs product pipeline will demonstrate.
So, what does this mean for tech workers? Adaptability and continuous learning are essential ๐. AI and automation expertise will be in high demand, but the landscape may seem bleak for newcomers and those affected by layoffs. As AI continues to advance and reshape industries, it's vital to consider its impact on our lives, the workforce, and the future we want to create ๐ค. By staying informed and adaptable, tech workers can navigate the ever-changing world of AI ๐.
Real-Life AI Stories ๐ค
Earnings call season is here, and AI investments are the talk of the town:
Amazon's cloud business has seen its slowest growth in years ๐, but CEO Andy Jassy forecasts an AI spending 'deluge' โ coming to revive growth and reshape the business landscape
Spotify's AI DJ ๐ง is striking a chord with millions of users, enhancing their listening experience ๐ต
Meta's stock soars, as executives credit Instagram's AI for a 24% usage boost ๐ธ and explore Generative AI to strengthen their core business
Coca Cola is excited about using AI tools like Runway and Midjourney for marketing and brand campaigns ๐ฅค
Microsoft hints at more AI innovation, causing their stock to jump 9% ๐
Google proudly claims to have the best LLMs in the market ๐ช
AI is ready to waltz ๐ into the travel sector, charming hoteliers with a delightful concoction of heightened customer satisfaction ๐ and a smooth, rhythmic dance of operational efficiency ๐บ
AI Jargon Buster ๐คทโโ๏ธ: Deep Reinforcement Learning
You might've seen that adorable video of robots playing soccer, like tiny metal versions of Messi or Ronaldo. Google's DeepMind used some serious tech magic called Deep Reinforcement Learning (Deep RL) to make these miniature humanoid robots kick around a ball in a 1v1 matchโฝ๐ค
NEWS: DeepMind teaches robots to play soccer.
In a paper released today Google's DeepMind details how they used Deep Reinforcement Learning (Deep RL) to train low-cost, miniature humanoid robots in dynamic environments, allowing them to play a simplified one-versus-one (1v1)โฆ twitter.com/i/web/status/1โฆ
โ Dave Lee (@heydave7)
3:53 AM โข Apr 28, 2023
But what is DeepRL? Deep Reinforcement Learning (Deep RL) ๐ก is like a superhero team-up of two powerful AI techniques: Reinforcement Learning (RL) and Deep Learning. Let's apply these concepts to Google's robots, who are playing soccer using Deep RL.
Imagine a robot (our student or agent) currently learning to play a simplified one-versus-one (1v1) soccer game ๐ค. The soccer field, ball, goal, opponent, and any obstacles are making up its environment. The robot's actions are including moving forward, turning, and kicking the ball with robotic finesse.
Deep RL is acting like the robot's personal coach ๐, helping it understand the current situation on the field (positions of the ball, other players, and the goal). It is then using Reinforcement Learning to decide the best action based on that understanding.
As the robot gets its kicks interacting with its environment, it receives feedback in the form of rewards (e.g., points for scoring goals ๐ฅ , moving closer to the ball, and successfully blocking the opponent) and penalties (e.g., losing possession of the ball or allowing the opponent to score ๐). Over time, the robot learns to make better decisions that lead to higher rewards, just like humans learning through trial and error.
By combining Deep Learning and Reinforcement Learning, Deep RL is enabling the robot to understand and process complex data (like images from its camera ๐ท) and make better decisions based on that information.
Thanks to the power of Deep RL, we can create intelligent agents that can handle intricate situations and adapt to different types of data. So, let's cheer on our robotic friends as they tackle the exciting world of AI-driven soccer! ๐
Cool Corner ๐
Text-to-video is getting powerful, check out this video created uisng Runway
๐ Look at this pizza ad, entirely created by AI! ๐ Using script by GPT-4, images by Midjourney, video by Runway's Gen-2, and voiceover by ElevenLabs. ๐ค It's impressive that it only took three hours to make, but, it's hilariously bad ๐. Who knew AI could create such a trainwreck ๐?
๐ง Got a question or an AI topic you'd like us to cover? Email me at [email protected]
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