Unlocking Better Text Retrieval with Late Chunking: A Revolutionary Approach for RAG Applications
As we continue to advance the capabilities of natural language processing (NLP) systems, one key challenge remains at the forefront of text retrieval systems: how to efficiently split and embed long documents to retain contextual integrity while still enabling fast and effective retrieval. While transformer models have significantly improved the quality of text embeddings, they […]
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Scaling Generative AI in Beauty: Driving Personalization & Innovation
The phrase “beauty is in the eye of the beholder” is giving way to a new reality: beauty is now at the fingertips of generative AI (gen AI) prompters. According to McKinsey Insights, Gen AI has the potential to contribute $9 billion to $10 billion…
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Evolution of Llama: From Llama 2 to Llama 3
Meta’s latest AI model, Llama 3, has sparked intrigue and excitement with its promising improvements over its predecessor, Llama 2. Integrated into popular Meta applications like Instagram and Facebook, Llama 3 brings forth enhanced….
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Integrate Generative AI in Business Operations
In the rapidly evolving digital landscape, generative AI stands out as a transformative force across industries, redefining how businesses operate and innovate…
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Create a Medical Advisor Chatbot with Langflow
In today’s dynamic healthcare landscape, the ability to access reliable medical advice efficiently is more critical than ever. With the exponential growth of information available online….
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Leveraging LangGraph: Role of Agents in AI
Agents stand as pivotal components in the realm of Artificial Intelligence (AI), serving as autonomous entities tasked with executing functions, making decisions, and interacting with their environment….
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Overcoming Imposter Syndrome in Women in Tech
Delve into the vibrant world of women in technology as we uncover the challenges of imposter syndrome, celebrate trailblazing achievements, and advocate for a more inclusive, supportive industry landscape…
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Turning Natural Language into SQL Dialogues
Bridging Language and Data in the Enterprise Sphere: In the realm of enterprise data management, SQL databases have long stood as the backbone, housing vast quantities of invaluable information. As enterprises increasingly lean on business intelligence…
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Enhance AI with Reinforcement Learning
Reinforcement Learning from Human Feedback (RLHF) was arguably the key behind the success of ChatGPT, marking a significant advancement in AI’s ability to understand and engage in human language. This method, vital…
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Master Parameter-Efficient Fine-Tuning
Welcome to our exploration of the fascinating world of large language models! As many of you are aware, the scale of these models has skyrocketed recently. Take, for instance, GPT-4, which boasts a staggering 1.8 trillion parameters. The desire to fine…
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