Schlagwort: English language

GPT-4 Launches Today: The Rise of Generative AI from Neural Networks to DeepMind and OpenAI

OpenAI GPT-4 launch illustrated with Stable Diffusion (CC BY-SA 4.0)
OpenAI GPT-4 launch illustrated with Stable Diffusion (CC BY-SA 4.0)

With today’s launch of OpenAI’s GPT-4, the next generation of its Large Language Model (LLM), generative AI has entered a new era. This latest model is more advanced and multimodal, meaning GPT-4 can understand and generate responses based on image input as well as traditional text input (see GPT-4 launch livestream).

Generative AI has rapidly gained popularity and awareness in the last few months, making it crucial for businesses to evaluate and implement strategies across a wide range of industries, including e-commerce and healthcare. By automating tasks and creating personalized experiences for users, companies can increase efficiency and productivity in various areas of value creation. Despite being in development for decades, it’s high time for businesses to apply generative AI to their workflows and reap its benefits.

Before you dive into OpenAI GPT-4, let’s take a quick look back at the evolution of generative AI…

The history of generative AI begins in the late 1970s and early 1980s when researchers began developing neural networks that mimicked the structure of the human brain. The idea behind this technology was to assemble a set of neurons that could pass information from one to another with some basic logic, and together the network of neurons could perform complicated tasks. While minimal advances were made in the field, it remained largely dormant until 2010, when Google pioneered deep neural networks that added more data, hardware, and computing resources.

In 2011, Apple launched Siri, the first mass-market speech recognition application. In 2012, Google used the technology to identify cats in YouTube videos, finally reviving the field of neural networks and AI. Both Google and NVIDIA invested heavily in specialized hardware to support neural networks. In 2014, Google acquired DeepMind, which built neural networks for gaming. DeepMind built AlphaGo, which went on to defeat all the top Go players, a pivotal moment because it was one of the first industrial applications of generative AI, which uses computers to generate human-like candidate moves.

OpenAI was founded to democratize AI as a non-profit organization

In 2015, OpenAI was founded to democratize AI and was established as a non-profit organization. In 2019, OpenAI released GPT-2, a large-scale language model capable of producing human-like text. However, GPT-2 sparked controversy because it could produce fake news and disinformation, raising concerns about the ethics of generative AI.

In 2021, OpenAI launched DALL-E, a neural network that can create original, realistic images and art from textual description. It can combine concepts, attributes, and styles in novel ways. A year later, Midjourney was launched by the independent research lab Midjourney. Also in 2022, Stable Diffusion, an open-source machine learning model developed by LMU Munich, was released that can generate images from text, modify images based on text, or fill in details in low-resolution or low-detail images.

OpenAI launched ChatGPT in November 2022 as a fine-tuned version of the GPT-3.5 model. It was developed with a focus on enhancing the model’s ability to process natural language queries and generate relevant responses. The result is an AI-powered chatbot that can engage in meaningful conversations with users, providing information and assistance in real-time. One of the key advantages of ChatGPT is its ability to handle complex queries and provide accurate responses. The model has been trained on a vast corpus of data, allowing it to understand the nuances of natural language and provide contextually relevant responses.

Today’s launch of OpenAI GPT-4 marks a significant milestone in the evolution of generative AI!

This latest model, GPT-4, is capable of answering user queries via text and image input. The multimodal model demonstrates remarkable human-level performance on various professional and academic benchmarks, indicating the potential for widespread adoption and use. One of the most significant features of OpenAI GPT-4 is its ability to understand and process image inputs, providing users with a more interactive and engaging experience.

Users can now receive responses in the form of text output based on image inputs, which is a massive step forward in the evolution of AI. Depending on the model used, a request can use up to 32,768 tokens shared between prompt and completion, which is the equivalent of about 49 pages. If your prompt is 30,000 tokens, your completion can be a maximum of 2,768 tokens.

Token limitations of GPT models with real-world scenarios
Token limitations of GPT models with real-world scenarios

Bing has already integrated GPT-4 and offers both, chat and compose modes for users to interact with the model. With the integration of GPT-4, Bing has significantly enhanced its capabilities to provide users with more accurate and personalized search results, making it easier for them to find what they are looking for.

The disruptive potential of generative AI is enormous, particularly in the retail industry. The technology can create personalized product recommendations and content, and even generate leads, saving sales teams time and increasing productivity. However, the ethical implications of generative AI cannot be ignored, particularly in the creation of disinformation and fake news.

To sum up, generative AI is here to stay, and companies must evaluate and implement strategies swiftly. As generative AI technology advances, so do the ethical concerns surrounding its use. Therefore, it is critical for companies to proceed with caution and consider the potential consequences of implementing generative AI into their operations.

Are you already using generative AI for a more productive workflow?

What improvement do you expect from OpenAI GPT-4 in this regard? I look forward to reading your ideas in the comments to this LinkedIn post:

„GPT-4 Launches Today: The Rise of Generative AI from Neural Networks to DeepMind and OpenAI“ weiterlesen

Authenticity in Photography: Samsung’s Moon Shots Controversy and the Ethics of Synthetic Media

Side-by-side comparison of the original capture and the synthesized version
Side-by-side comparison of the original capture and the synthesized version: Generative AI technology adds texture and details on moon shots, blurring the line between real and synthesized images.

Generative AI has made waves around the world with its ability to create images, videos, and music that are indistinguishable from human-made content. But what happens when this technology is applied to photography, and the images we capture on our devices are no longer entirely real?

While Samsung claims that no overlays or texture effects are applied, a recent Reddit post suggests otherwise. The post provides evidence that Samsung’s moon shots are „fake“ and that the camera actually uses AI/ML to recover/add the texture of the moon to the images.

The use of AI in photography is not new, as many devices already use machine learning to improve image quality. But the use of generative AI to create entirely new images raises ethical questions about the authenticity of the content we capture and share – especially when the photographer is unaware that their images are being augmented with synthesized content.

What do you think about the use of generative AI in photography? Is it okay for a phone to use this technology to synthesize a photo, or is it crossing a line?

Join the conversation on LinkedIn:

Storytelling with Data: A Data Visualization Guide for Business Professionals

Storytelling with Data: A Data Visualization Guide for Business Professionals
Storytelling with Data: A Data Visualization Guide for Business Professionals

We know that data can be a powerful tool for decision-making, but it can also be overwhelming and difficult to communicate to others in a meaningful way. This is where Storytelling with Data by Cole Nussbaumer Knaflic comes in. I chose this book for our #datamustread book club because it offers a practical guide to creating compelling data stories that resonate with your audience. Today, as we celebrate International Women’s Day, I’m excited to share this book written by a talented female author.

The Power of Storytelling with Data

In this book, we’ll explore the importance of storytelling in data visualization and how it can make your data more impactful. Cole emphasizes the need to understand your audience and context before creating a data story. Using real-world examples, she will show you how to go beyond the traditional tools to create a narrative that is engaging, informative, and compelling.

Data Visualization Best Practices

The book covers the key principles of effective data visualization. From choosing the right type of graph to eliminating clutter, Cole provides practical tips and tools for making your data visually appealing and easy to understand. She also shows how to use design concepts to make your data more engaging.

The Art of Data Storytelling

We’ll also learn how to craft a data story that resonates with your audience. Cole explains how to use data to create a compelling narrative that leads your audience to the key insights. By harnessing the power of storytelling, you can create visual stories that stick with your audience.

Throughout the book, Cole uses numerous real-world examples to illustrate her points. From the good to the bad, she provides insightful commentary on a variety of data stories. She also shares anecdotes and personal experiences that demonstrate the power of data storytelling.

Order Storytelling with Data Today

This guide is essential reading for anyone who wants to improve their data visualization skills. By following the lessons in this book, you can turn your data into powerful visual stories that resonate with your audience. If you’re looking to make your data more compelling and actionable, I highly recommend this book.

You can order Storytelling with Data using this link, which supports both me and the author. If you want to practice more, consider reading one of the other books written by the same author: Storytelling with Data: Let’s Practice!

Follow me on Twitter and LinkedIn for more insights. Also, be sure to check out my new book Teach Yourself Visually Power BI, a comprehensive guide to mastering Power BI.

Discovering the Canary Islands: Travel Highlights of Fuerteventura, Tenerife, Gran Canaria, La Gomera, La Palma and Lanzarote

Panoramic view of San Sebastian de La Gomera, with colorful houses and buildings nestled between lush green mountains and the sparkling blue sea.
Panoramic view of San Sebastian de La Gomera, with colorful houses and buildings nestled between lush green mountains and the sparkling blue sea.

Welcome to the Canary Islands, a paradise on earth! The archipelago, located off the coast of West Africa, is made up of seven volcanic islands, each with its own unique character and charm. From the stunning beaches to the rugged landscapes, the Canary Islands have something to offer for everyone. Our recent trip took us to six of the seven islands, and we cannot wait to share our experience with you.

Fuerteventura: Our trip began on the island of Fuerteventura, known for its long stretches of golden sandy beaches and crystal-clear waters. We spent our days sunbathing and swimming in the turquoise sea. The island is also home to the Corralejo Natural Park, which boasts impressive sand dunes that reach up to 50 meters high. We highly recommend taking a stroll through the dunes and enjoying the beautiful views.

Tenerife: Next, we headed to the largest of the Canary Islands, Tenerife. The island is home to the Loro Parque, a stunning animal park that is a must-visit for animal lovers. The park is home to an array of animals, including dolphins, penguins, and even orcas. We highly recommend the Orca Ocean show, which is a highlight of the park.

Gran Canaria: Our next stop was Gran Canaria, where we visited the Poema del Mar Aquarium, a stunning aquarium that showcases the beauty and diversity of marine life. The aquarium is divided into three main areas: surface, deep ocean, and freshwater habitats. We highly recommend visiting the deep ocean exhibit, where you can see sharks, stingrays, and other fascinating creatures.

La Gomera: La Gomera is a small island that is known for its lush green forests and rugged terrain. We highly recommend taking a hiking trip through the Garajonay National Park, which is a UNESCO World Heritage Site. The park is home to a subtropical forest that is home to a diverse range of flora and fauna.

La Palma: La Palma is known as the ‚Pretty Island,‘ and it is easy to see why. The island is covered in lush green forests and boasts some of the most stunning scenery in the Canary Islands. We highly recommend taking a stroll through the Caldera de Taburiente National Park, which is a vast crater that is home to unique plant species.

Lanzarote: Our final stop was Lanzarote, a volcanic island that is known for its stunning natural beauty. We visited the Jameos del Agua, a unique cave system that is home to an underground lake and a stunning concert hall. The concert hall is used for concerts and other events, and it is an unforgettable experience.

In conclusion, our trip to the Canary Islands was a once-in-a-lifetime experience that we will never forget. The islands offer something for everyone, from stunning beaches to unique natural beauty and fascinating animal parks. We highly recommend visiting the Loro Parque on Tenerife, Poema del Mar Aquarium on Gran Canaria, and Jameos del Agua on Lanzarote. We hope this blog post has inspired you to plan your own trip to the Canary Islands and experience the magic of this stunning archipelago.

Exploring the Natural Beauty of Madeira: Gorgeous Gardens and Coastal Cliffs

Panorama of Madeira, featuring the city of Funchal, the coastline, and the island's rugged peaks in the distance
This stunning panorama captures the beauty of Madeira, with its lush green hills, rugged coastline, and crystal-clear waters.

Madeira, the Portuguese island off the coast of Africa, is a true gem of the Atlantic Ocean. With its breathtaking landscapes, stunning coastal cliffs and year-round warm weather, Madeira is the perfect destination for nature lovers, foodies and adventure seekers alike. One of the most beautiful places on the island is Funchal, the charming capital, where you will find the stunning Monte Palace Tropical Garden and a wealth of other attractions.

First on your itinerary should be the Monte Palace Tropical Garden, a botanical paradise that covers over 70,000 square meters. Here you’ll find a diverse array of flora from around the world, including exotic plants from places like Japan, South Africa and Brazil. As you stroll through the garden, you’ll be surrounded by lush greenery, tranquil waterfalls, and colorful flowers. Take some time to relax and enjoy the tranquil atmosphere of this stunning garden.

Once you’ve had your fill of the Monte Palace Tropical Garden, head to the historic center of Funchal. Wander through the narrow streets and alleys and you’ll discover charming shops, cafes and restaurants. If you’re looking for a unique experience, take a ride on the traditional Monte Toboggan, a wooden sledge that races down the steep streets of Funchal at breakneck speed.

Next on your list should be a visit to the Mercado dos Lavradores, the colorful and bustling farmers‘ market in the heart of Funchal. Here you can sample a wide variety of local delicacies, including fresh seafood, fruit and vegetables. Be sure to try the famous Madeiran honey cake, a delicious and sweet pastry that’s a staple of the island’s cuisine.

The cliffs of Cabo Girao are some of the highest in Europe and offer breathtaking views of the Atlantic Ocean. The recently built Skywalk allows visitors to walk on a glass platform that juts out from the cliff face, giving the sensation of walking on air. It’s not for the faint-hearted, but definitely worth it for the thrill-seekers and nature lovers.

Another amazing viewpoint in Madeira is Miradouro Girão. It’s a clifftop viewpoint that offers panoramic views of the surrounding mountains, coastline and sea. It’s a great place to watch the sunset or sunrise and take some stunning photos.

Finally, for a relaxing end to your trip, head to Praia Formosa Beach, a beautiful sandy beach with stunning views of the Atlantic Ocean. You can soak up the sun, swim in the clear blue waters or simply take a leisurely stroll along the shore.

All in all, a trip to Funchal and Madeira is sure to be an unforgettable experience. With its stunning gardens, charming streets and delicious cuisine, there’s something for everyone on this beautiful island. So pack your bags, grab your camera and get ready to explore this incredible destination.