Natural Language to SQL using Google's Gemini Pro Model | SQL Database | Python
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- เผยแพร่เมื่อ 3 ต.ค. 2024
- Make natural language queries to a SQL Database using Google's Gemini Pro Model. In this video, you will discover how you can harness the power of Google's Gemini Pro Model to query a SQL Database using natural language. This step-by-step tutorial will guide you through setting up a powerful, intuitive, and user-friendly SQL querying system.
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Gemini Pro Vision is a specialized version of Google's more general-purpose Gemini model, specifically fine-tuned for vision tasks. It's trained on a massive dataset of text and images, allowing it to understand the relationship between them.
This enables it to perform various tasks like:
▶ Image generation: Create new images based on textual descriptions or existing images.
▶ Image captioning: Generate detailed descriptions of images.
▶ Image editing: Modify existing images based on instructions.
▶ Object recognition and classification: Identify and categorize objects within images.
▶ Visual question answering: Answer questions about the content of images.
What makes Google's Gemini Pro Model special?
▶ Multimodality: Unlike traditional vision models, Gemini Pro Vision can combine information from text and images, leading to more accurate and nuanced results.
▶ Uncertainty-routed chain-of-thought: This novel approach allows the model to reason through complex tasks and make informed decisions, even in situations with incomplete information.
▶ State-of-the-art performance: Gemini Pro Vision has achieved impressive results on various benchmarks, outperforming other leading models in many tasks.
What are its potential applications?
▶ Creative industries: Generate realistic product mockups, design concept art, or create personalized artwork based on user preferences.
▶ Education and training: Visualize complex concepts or create interactive learning materials.
▶ Accessibility: Generate audio descriptions for images to assist visually impaired individuals.
Robotics and autonomous systems: Help robots understand and interact with the visual world.
Gemini Pro Vision is currently available as part of Google's Vertex AI platform.Gemini Pro Vision represents a significant leap forward in AI's ability to understand and manipulate visual information. Its potential applications are vast, and it's sure to have a major impact on various industries in the years to come.
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#largelanguagemodels #sql
Brilliant Bhavesh. Really helpful. Thanks 👍
Glad it helped
Thank you Bhavesh for this amazing video.
Glad you liked it!
Hi Bhavesh, I have been following you, great work as always, can you please also provide a example video for dataframes?
For instance, in terms of BA , we also have excel dumps, so can we use pythons dataframe, like telling google that you;re a pandas dataframe expert or something and give it few examples just like your above video, also where can we give it knowledge about the excel file/columns in file or the data it is handling ?
If you can tell me the approach it will really help me out.
Will upload soon
Thank you so much@@bhattbhavesh91 . Waiting for the video.
Has anything changed around this implementation in 2024?
Can you please also explain how this can be done using langchain libraries and syntax using gemini Ai like:
Natural language to Sql using langchain, Gemini Ai
@bhattbhavesh91 Is there any answer for this?
can you make a video how to do that in angular?
Can anyone link the fashion_db.sqlite file?
Not able to find it online