LLM Projects | LLM and GenAI Projects For Beginners

today we are going to talk about three gen projects which are perfect to learn generative Ai llm and a popular framework called Lang chain these projects are available on YouTube for free along with guided tutorial and source code let's get started very first project is equity news research tool in this we are building this kind of tool where you can give bunch of news articles as an input these news articles are mainly in finance domain now based on these news article you can ask a question in this question box and it will retrieve the answer based on those news articles okay so this is short of like fine-tuning chat GPT on custom data set which is these news articles this approach is called rag retrieval augmented generation and this is becoming a very popular concept when it comes to J applications here is a technical architecture of the project we are using a popular frame workk called Lang chain various classes from these Frameworks are used in this project in terms of technology and tools we are using Lang chain open AI phase which is a vector index or a vector database from Facebook and streamlet for building the UI the project is available on YouTube as a free project uh we have included all the source codes so if you go here and click on the source code you'll go to GitHub you will find all the source code all the help that is required to set up this project now you can learn from this project and perform some customization so that it becomes your own unique project and then you can add it to your resume project portfolio you can add it in your resume and if you're already a working professional not looking for a job you can uh use this project for your learning purpose the second one is retails inside generator here we have built a tool once again in streamlet where you you can ask questions on an SQL database in a retail t-shirt store you can say okay how many t-shirts do we have left for Nike in whatever size and color and it will give you the answer for building this tool we have used variety of Technologies Lang chain hugging phase Google sparm to model which is an open source model my SQL as a database stimulate as a UI and chroma DB for a vector database this project is also available on YouTube as a free project and what we're doing here is when someone ask a question in a human language using Google Palm 2 we convert that to a SQL query then we execute that SQL query on a database that we have so this is the the the database that we have and it will return the result and that result is shown on a streamlit based UI once again this mimics are real life scenario it is an endtoend project source code guided tutorial everything is included you can once again make some customization to this project to make it your own unique project so that you can add it to your resume project portfolio third project is adtech Q&A now this is a real life project and we have used my own website codebasics doio for this codebasics doio is an educational platform where we have courses on data analytics data science and so on and our students who take these courses right now we have some 200,000 registered users out of which 23,000 are paid learners for them we have this support so they can ask questions through email they can ask questions related to the course on the Discord server and I have a team of data analyst these folks have FAQs list of FAQs so if a repetitive question is coming they will open this CSV and from this FAQ they will pull the answer and help the learner now here also we used rag approach retrial augmented generation to build this tool called code Basics Q&A where if you ask any question it will give the answer okay now it's not just that it will just do a match from CSV file and give you the answer let's say if you ask a question which which is a combination of two or three questions from that CSV it will produce a comprehensive answer this is a very good llm use case that we are using once again it is a real life project for a real life business in terms of tools we using Lang chain phase as an index store hugging pH streamlet and palm to the project is available on YouTube as a free project you can see we are using things like hugging phase instructor embedding and variety of component to produce an endtoend solution the source code is available in the video [Music] description

Channel: codebasics

Views: 24,804

Keywords: yt:cc=on, LLM, langchain, llm project, langchain project, end to end projects, data analyst, data analytics

Id: aNbY1XyuEPI

Length: 5min 11sec (311 seconds)

Published: Fri Jan 19 2024