Showing posts with label GPT-4. Show all posts
Showing posts with label GPT-4. Show all posts

Sunday, December 10, 2023

Google Gemini: A New AI Contender Rises, Challenging GPT-4 Amidst Controversy




In the dynamic world of AI, Google's latest creation, Gemini, has emerged as a formidable challenger to OpenAI's GPT-4. However, its launch has not been without controversy.

Introducing Google Gemini
Google's CEO Sundar Pichai has unveiled Gemini as a groundbreaking large language model (LLM) representing "the beginning of a new era of AI." Gemini stands out with its multimodal capabilities, processing text, audio, images, video, and computer code. Available in three versions - Pro, Nano, and Ultra - Gemini aims to enhance Google’s existing products, including its search engine and Bard chatbot.

The Controversy: Marketing vs Reality
The unveiling of Gemini was met with skepticism following a demo video criticized for not demonstrating the AI's capabilities in real-time. Additionally, Google's claim of Gemini outperforming human experts on the Massive Multitask Language Understanding (MMLU) benchmark has been questioned, with some experts suggesting that specific prompting techniques influenced these results.

Balanced Perspectives
Despite these controversies, Gemini's achievements should not be overshadowed. It represents a significant step in AI, comparable to GPT-4 in many ways. The model's integration into Google's ecosystem is expected to bring new AI applications and interactions.

Gemini vs. ChatGPT: A Competitive Landscape
In the world of AI benchmarks, Gemini has made a mark. It scored 90% in MMLU, demonstrating proficiency in various areas such as general understanding, reasoning abilities, and mathematical proficiency. This performance is illustrated in the graph below, comparing Gemini Ultra to GPT-4 across eight different benchmarks.

Conclusion
Gemini, despite its controversial start, is a significant competitor to GPT-4. Its real-time data training and multimodal capabilities position it as a versatile and powerful tool in AI. The unfolding story of Gemini reminds us of the complexities and rapid advancements in the field of AI, marking an exciting chapter in the ongoing evolution of artificial intelligence.


Friday, August 11, 2023

🚀 Unleashing the Power of Search and AI: Crafting the Ultimate Question Answering System!


 Embarking on an Exciting Journey 🌟

Ever wondered how to fuse search with AI to build an intelligent question-answering system? Buckle up! Here's your step-by-step guide!


Step 1: Forge Your Knowledge Arsenal 📚

📰 Gather Texts: Assemble a collection of relevant texts—newspapers, Wikipedia pages, journals, and more.

✂️ Chunk it Down: Slice those lengthy documents into snackable paragraphs[^3^].

🧙 Transform with Langchain: Using Langchain and text-embedding-ada-002, transform the chunks into magical vectors.

🗄️ Store the Wisdom: Tuck those chunks and vectors into a database for later retrieval.


Step 2: Implement a Smart Search 🎯

🧠 Question Vector: Turn your user's question into a search-ready vector.

🔍 Find the Matches: Retrieve the most similar chunks by comparing embeddings[^15^].

🎛️ Fine-Tune: Adjust the number of chunks, the model, and similarity metric as needed.


 Step 3: Craft the Perfect Query 📝

🔗 Combine Chunks: Stitch together the question and retrieved chunks.

🎨 Format: Add explanations, formatting, and stay within model limits (e.g., 4096 tokens).


Step 4: Get the Answer 📩

💬 Ask the AI: Send your crafted message to a conversational AI like GPT-3[^16^].

📜 Retrieve: Get the AI's response and present it as the final answer.

🚀 Upgrade: If needed, escalate to a more capable model, like GPT-4.


Next Steps 🛠️

📈 Scale Your System: Build a robust corpus, implement efficient search infrastructure, and optimize your queries.

Enhance Quality: Improve answers with better prompting, examples, etc.


Dig Deeper with These References 📖

Introduction to Langchain: [Langchain Technology Overview]🌐

 Introduction to Text Embeddings with the OpenAI API 📘

Langchain  🧮

 

Follow me on 

Tweet     Facebook    Tiktok  YouTube Threads 


 Check out my books on Amazon: 

Maximizing Productivity and Efficiency: Harnessing the Power of AI ChatBots (ChatGPT, Microsoft Bing, and Google Bard): Unleashing Your Productivity Potential: An AI ChatBot Guide for Kids to Adults

Diabetes Management Made Delicious: A Guide to Healthy Eating for Diabetic: Balancing Blood Sugar and Taste Buds: A Diabetic-Friendly Recipe Guide

The Path to Success: How Parental Support and Encouragement Can Help Children Thrive

Middle School Mischief: Challenges and Antics that middle school students experience and Navigate

Navigating Ethical Waters: A Day in the Digital Life of LLM's

Introduction Greetings from your AI companion, GPT-4! Today, I'm taking you behind the scenes of my daily routine, which has recently be...