Learn How to Build Smart Apps That Understand Your Data
Retrieval-Augmented Generation (RAG) for Structured data is a method that combines retrieving relevant rows or data points from tables with generating natural language answers using a language model. The process involves converting tabular entries into embeddings, storing them in a vector database, retrieving relevant parts based on a user query, and using a generative model (like GPT or LLaMA) to produce responses. This approach enables natural language Q&A, summaries, and insight generation from structured data like CSV.
This workshop will introduce participants to the concept of RAG for structured data and walk them through the process of building their own simple pipeline. From embedding tables to generating answers using language models, this hands-on session makes it easy for anyone to get started—no advanced coding or machine learning background required.
Upon completion of this workshop, you will be able to:
Python Programming Essentials
Understanding Structured Data
Introduction to Generative AI
Using LLMs for Data Analytics
This testimonial video is taken after our previous Online Data Science Series: Time Series Analysis for Business Forecasting.
Our learning format is online-interactive, you will feel the interactive experience as if you were present in a physical classroom. You can access the class using your Zoom account on pre-defined dates.
Workshops in this series are tailored to casual programmers and non-programmers that are taking their first steps into data science. It assumes no prior knowledge or academic background, and attendees will be introduced to the beautiful art of writing R / Python code to produce data visualization and build machine learning models. The workshop has a gentle learning slope that is designed with non-technical professionals and academics in mind.
If I don’t have any IT or programming skills, can I still attend this workshop?
Yes, you can still attend the workshop as it is a beginner-friendly workshop.
How to join the interactive-online learning class after I’ve done the payment & registration?
Our system will send you an email containing a link and details to join a Google Classroom.
What platform will be utilized for this online-interactive learning workshop?
Online learning will be conducted via Zoom.us, Link to join the Zoom Class will be announced via Google Classroom.
How will the participants receive the learning materials?
Learning materials can be obtain via Google Classroom
Would I receive a certificate after participating in the Workshop?
Yes, you will receive a certificate of completion.
Sr. Data Science Instructor at Algoritma Data Science School
Victor is an experienced Senior Instructor at Algoritma Data Science School, renowned for his successful training sessions for prestigious organizations across various industries, such as BCA, BRI, Bank Indonesia. OCBC NISP, CIMB Niaga, DBS Bank, Lembaga Administratif Negara, and Berau Coal. With a proven track record, he specializes in product analysis and product management, showcasing his expertise in leveraging data-driven insights. Victor is highly proficient in utilizing data science tools such as R and Python to unveil valuable insights from vast datasets, enabling him to craft diverse machine learning models.
PT. Algoritma Data Indonesia.
RDTX Square, 9th Floor. Setiabudi, DKI Jakarta 12930.
Office: 0816-692-471
Email: community@algorit.ma
