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In #RAG architecture, there's no extra training. The #LLM is pre-trained using public data, but it generates responses that are arguments by information from retriever. #GenAI #Azure #TechPakistan
From the Renaissance to AI-driven innovation, creativity thrives with investment and focus. Patronage frees minds to explore, experiment, and innovate—whether through art, science, or industry. Imagine, support, create. #Innovation #CreativityMatters #TechPakistan #AI #LLM #Web3 #Blockchain
Want innovation? Reduce stress. High-pressure environments block new ideas. Build trust, ensure support, and create safe spaces for creativity to flourish. #Innovation #WorkplaceCulture #TechPakistan #criticalthinking
If necessity is the mother of invention, then who's the father? Well If necessity is the mother of invention, then opportunity is the father. #TechPakistan #invention #opportunity #creative #Technology #innovation
#GenAI streamlines legal workflows by speeding up document review and summarization, especially for simpler contracts like NDAs. For complex documents, while #AI aids in review, #lawyers still rely on client meetings for context and detailed feedback, maintaining a hybrid approach. #TechPakistan
#GenAI can assist surgeons by expediting research on medical procedures, reducing preparation time with tools like retrieval-augmented generation #RAG. However, the surgeon still performs the operation, showcasing AI's potential to enhance, not replace, complex human tasks. #TechPakistan #LLM
When selecting an #LLM for applications, choose based on task complexity. Smaller models (~1B params) handle basic pattern matching, mid-sized (~10B) excel in instructions and niche tasks, while large models (100B+) are ideal for deep knowledge and complex reasoning tasks. #GenAI #TechPakistan
The Potentially Large Effects of Artificial Intelligence on Economic Growth by #GoldmanSachs #LLM #GenAI #ML #AI #TechPakistan #DigitalPakistan
www.gspublishing.com/content/rese...
#GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models #LLM #GenAI #TechPakistan #AI #ML
arxiv.org/pdf/2303.10130
#GenAI is poised to unleash the next wave of productivity. #McKinsey takes a first look at where business value could accrue and the potential impacts on the workforce. #TechPakistan www.mckinsey.com/capabilities...
A pure noise image is refined through a #supervisedlearning model trained to reduce noise. Iteratively, the model removes noise, transforming the image into a clearer version, evolving from random pixels to a faint fruit outline, and finally to a sharp watermelon picture. #LLM #GenAI #TechPakistan
An Example of how #SupervisedLearning Model Works for Image Generation. #LLM #DiffusionModel #AI #TechPakistan #DigitalPakistan #AI #ML #ChatGPT
The rise of #chatbots in #CustomerService. Different types of #chatbot model. #LLM #TechPakistan #DigitalPakistan #ML #GenAI
An Example of how to Leverage #LLM Model for Building Reputation Monitor/DashBoard for a Restaurant/Hotel/etc #PromptEngineering #GenAI #TechPakistan
An Example of how to Leverage #LLM Model for Routing Customer Emails to the Correct Department of a Business Company. #PromptEngineering #GenAI #TechPakistan #AI #
An Example of how a Call Center Manager can leverage #LLM to create a summary (voice-to-text & then extract specific information) for all conversations done by its agents. #GenAI #ChatGPT #TechPakistan #BusinessApplication
Performance vs Amount of Data for #SupervisedLearning Models. #GenAI #LLM #ChatGPT #ML #AI #TechPakistan
