Tap Into the Power of AI in Your Next Application
Get the AI You Need Without Getting Sucked into the Vortex of AI Hype
Despite the hype, AI has been around for a long time. The newest kid on the block is Generative AI. Before you dive into the deep end of the AI pool, understand the difference between Machine Learning and Generative AI.
Generative AI and machine learning are both subsets of artificial intelligence. But there are distinct differences. Machine learning is AI that makes predictions or decisions based on existing data. In contrast, generative AI is more concerned with expressing new data or content.
Do you need to make decisions independent of a human operator? If so, then you need a predictable output that comes from machine learning.
A generative AI approach doesn’t offer the same precise output each time. It's a probabilistic output. That means you’ll feed an AI system a set of data, its program will mimic “thinking”, and deliver its best response. There may be flaws depending on how it's understanding the inputs that are given. So, you need a human involved.
Natural strengths of AI:
- It's about pattern recognition... and can do it more efficiently.
- AI is a great summarizer of large quantities of content.
- AI is great at automation.
- AI reduces human effort.
As you scope your project, you may discover you don’t need AI for your project. It would be a shame to lay out the expense of AI without the need for AI.
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Types of Generative AI Models
Generative AI is like a super creative robot brain! It can make all sorts of new stuff, like pictures, words, and videos, and it's good at it. It uses fancy models called Generative Adversarial Networks (GAN) and Variational Auto Encoders (VAE) to do its magic. These models make the AI act almost like a human artist! Based on their input/output, AI models can be categorized into the following models:
Text-Based Models
Big fancy models like ChatGPT and T5 are super smart with words that they can write stuff that makes sense when you give them a hint or start a sentence. They're also great at making summaries, translating languages, and answering questions like a champ.
Video Models
Imagine machines that learn from videos and then create their own cool videos! Video Pixel Networks and MoCoGAN are the heroes here. They figure out how things move and make videos that look real, using a mix of fancy stuff called CNNs.
Audio Models
Imagine machines that can make all kinds of sounds, from talking to music to wild special effects. That's what Audio-GANs like GANSynth and HiFi-GAN do. They're like wizards of sound!
3D Models
Ever wanted to create your own 3D stuff? Well, 3D-GANs like EG3D and Atlas Net can do just that. They whip up everything from simple shapes to intricate objects that pop out of the screen!
Image Models
DCGANs are the rockstars of image-making. They're used all over to cook up stunning pictures and tweak them just right. Progressive GAN and Big GAN are the big names you got to know here.
Multimodal Models
CLIP and DALL-E are like the ultimate multitaskers. They take in different kinds of stuff—like images or words—and then spit out something totally new. CLIP makes captions for pictures, while DALL-E brings text descriptions to life with images.
Code Generating Models
GPT-Code and Deep Coder are like coding wizards. They can write code snippets, functions, heck, even whole programs! Just give them a nudge or tell them what you need, and they'll whip up the code like magic.
Generative AI Applications and their Benefits
Generative AI is perfect for businesses that don't have mountains of info lying around. Plus, there are these awesome APIs that make it super easy to plug into your system. They basically smash through the barriers, letting you dive into the world of AI faster than you can say "supercharged!" So, get ready to experience the power of AI and watch your organization soar to new heights!
Customer Service Chatbots
Imagine having a super smart helper who can chat with you just like a real person. That's what AI does for customer service. It learns from what you say and responds just like a human would!
Image Synthesis
Ever seen those awesome virtual worlds in movies or games? Well, AI helps create all those cool visuals! It can make things look super realistic and totally amazing.
Video Editing
Editing videos can be a pain, but AI is here to help! It can do all sorts of fancy stuff like removing objects or making colors look awesome. Say goodbye to boring editing work!
Voice Generation
Have you ever heard a computer talk and thought it sounded just like a person? That's AI in action! It can make voices sound totally natural, which is great for things like voice assistants or audiobooks.
Translation and Transcription
Want to understand something in another language? AI can help with that too! It can translate stuff for you or even turn spoken words into text.
Data Augmentation
AI can also make more data for training computers. This means they can learn even better and do more amazing things. It's like giving them superpowers!
Robotics
Robots are getting smarter thanks to AI. It helps them move around, do tasks, and even learn from humans. It's like having a robot buddy who's always ready to help!