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Offered By: IBMSkillsNetwork

Build a Better Google with Semantic Search using Gen AI

Learn how to create a smarter search engine like Google using Generative AI! Dive into Python, ML, NLP, and data processing techniques for semantic search that thinks beyond keywords to understand queries . Perfect for enthusiasts eager to delve into Generative AI-powered search technologies, this experience will equip you with the skills to innovate in fields like healthcare, law, and beyond. Join us and transform data into meaningful insights!

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Guided Project

Artificial Intelligence

184 Enrolled
4.8
(43 Reviews)

At a Glance

Learn how to create a smarter search engine like Google using Generative AI! Dive into Python, ML, NLP, and data processing techniques for semantic search that thinks beyond keywords to understand queries . Perfect for enthusiasts eager to delve into Generative AI-powered search technologies, this experience will equip you with the skills to innovate in fields like healthcare, law, and beyond. Join us and transform data into meaningful insights!


A Look at the Project Ahead

Embark on a transformative journey through the world of semantic search with this hands-on guided project. You'll unlock the secrets of contextual data insights and learn to weave through the complexities of meaning within text. By the end of this course, you will:
  • Gain a deep understanding of semantic search principles and why they're revolutionizing the way we interact with data.
  • Learn to process and analyze textual information, transcending beyond keywords to uncover the true intent behind searches.
  • Master the art of vectorizing text using the Universal Sentence Encoder, capturing the nuances that traditional methods miss.
  • Develop proficiency in FAISS, a library for efficient similarity search, to index and query large datasets with speed and precision.
  • Apply your skills to construct a semantic search engine, capable of servicing industries like healthcare, legal, and insurance with remarkable accuracy.

Source: Generated by AI

What You'll Need

Before embarking on this journey, ensure you're equipped with a foundational understanding of Python. All technical processes will be facilitated through accessible tools and platforms, requiring nothing more than an internet connection and a zeal for learning. Whether you're a complete novice or looking to refine your skills, this project is designed to cater to all levels of expertise.

Step into the role of a data scientist and experience the satisfaction of building a sophisticated semantic search engine from scratch. Your guided project is not just about learning; it's about applying knowledge to create something tangible and impactful. By the end of this course, you'll not only have gained valuable skills but also a prototype to demonstrate your newfound abilities.


Estimated Effort

1 Hour

Level

Beginner

Skills You Will Learn

Data Processing, Information Retrieval, Machine Learning, Natural Language Processing, Python Programming, Vector Space Modelling

Language

English

Course Code

GPXX0KUVEN

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