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Build a Better Google with Semantic Search using Gen AI

BeginnerGuided Project

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!

4.6 (115 Reviews)

Language

  • English

Topic

  • Artificial Intelligence

Enrollment Count

  • 482

Skills You Will Learn

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

Offered By

  • IBMSkillsNetwork

Estimated Effort

  • 1 hour

Platform

  • SkillsNetwork

Last Update

  • May 18, 2025
About this Guided Project


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.


Instructors

Ashutosh Sagar

Data Scientist

I am currently a Data Scientist at IBM with a Master’s degree in Computer Science from Dalhousie University. I specialize in natural language processing, particularly in semantic similarity search, and have a strong background in working with advanced AI models and technologies.

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Contributors

Joseph Santarcangelo

Senior Data Scientist at IBM

Joseph has a Ph.D. in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.

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