Akriti Upadhyay's blog

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Perform Image-Driven Reverse Image Search on E-Commerce Sites with ImageBind and Qdrant

Feb 28, 20249 min read

Steps to Build RAG Application with Gemma 7B LLM

Feb 23, 20245 min read

Building Real-Time Financial News RAG Chatbot with Gemini and Qdrant

Introduction Most of us have invested time and effort in buying real estate, mutual funds, bonds, and more. Before investing, we search for a suitable banking partner. For long-term investments, we research which banks are performing well minus scams...

Mar 29, 20248 min read

How to Build an Advanced AI-Powered Enterprise Content Pipeline Using Mixtral 8x7B and Qdrant

Feb 21, 202412 min read

A Step-by-Step Guide to Using Cohere For AI’s Aya LLM for Multilingual Content Generation

Feb 15, 20245 min read

Steps to Build Chinese Language AI Using DeepSeek and Qdrant

Introduction As we step into the Chinese New Year - the Year of the Dragon - in 2024, I thought: why not build a Chinese News AI using DeepSeek and Qdrant? Especially so because, though LLMs are becoming vast in size and complexity, there are still ...

Feb 13, 202411 min read

Multi-Person Image Generation Using Stable Diffusion Models on Astria.ai

Introduction One of the most exciting developments in AI is the ability to generate images from text prompts. How would it be if you could generate novel images not only of a single person but of multiple people, together in the same frame? This does...

Feb 7, 20249 min read

Integrating LlamaIndex and Qdrant Similarity Search for Patient Record Retrieval

Introduction The medical field is currently experiencing a remarkable surge in data, a result of the progress in medical technologies, digital health records (EHR), and wearable health devices. The ability to effectively manage and analyze this intri...

Feb 2, 202413 min read

Building Advanced RAG Applications Using FalkorDB, LangChain, Diffbot API, and OpenAI

Introduction The introduction of the Knowledge Graph Database in the realm of evolving Large Language Models has changed the way RAG applications are getting built. Since RAG mitigates knowledge limitations like hallucinations and knowledge cut-offs,...

Jan 18, 20249 min read

How to Make an Automatic Speech Recognition System with Wav2Vec 2.0 on E2E’s Cloud GPU Server

Introduction Creating an Automatic Speech Recognition (ASR) system using Wav2Vec 2.0 on E2E’s Cloud GPU server is a compelling endeavor that brings together cutting-edge technology and robust infrastructure. Leveraging the power of Wav2Vec 2.0, a sta...

Jan 2, 202413 min read

How to Use Sparse Vectors for Medical Data with Qdrant 1.7.0

Introduction In traditional vector databases, which were designed to query only dense vectors, handling sparse vectors posed significant challenges. The inherent sparsity of these vectors, where a majority of dimensions contain zero values, led to in...

Dec 22, 202312 min read

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