List: Large Language Models Practical Course | Curated by Pere Martra

Aug 28, 2024

18 stories

25 saves

Large Language Models Practical CourseThese articles are part of the Large Language Models course. Read the articles from bottom to top.

Github: https://github.com/peremartra/Large-Language-Model-Notebooks-Course
Pere Martra
in
DataDrivenInvestor
Decoding Risk: Transforming Banks with Customer Embeddings.In this article, we explore the transformative power of embeddings and large language models (LLMs) in customer risk assessment and product…
Nov 20, 2023
Nov 20, 2023
Pere Martra
in
Towards AI
How To Set up a NL2SQL System With Azure OpenAI StudioWe’ll see how to use Azure OpenAI Studio to set up an inference endpoint we can call to generate SQL commands.
Nov 9, 2023
Nov 9, 2023
Pere Martra
in
Towards AI
Create a SuperPrompt for Natural Language to SQL Conversion for OpenAI.One of the things that has changed more in recent months, since the ChatGPT boom, is the emergence of massive large language models able to…
Nov 3, 2023
1
Nov 3, 2023
1
Pere Martra
in
Towards AI
QLoRA: Training a Large Language Model on a 16GB GPU.Let’s explore how Quantization works and provide an example of fine-tuning a Llama3-8-b model on a T4 16GB GPU in Google Colab.
Oct 20, 2023
Oct 20, 2023
Pere Martra
in
Level Up Coding
Efficient Fine-Tuning with LoRA. Optimal training for Large Language Models.LoRA is one of the most efficient and effective fine-tuning techniques applicable to Large Language Models. In the post we will take a…
Oct 5, 2023
Oct 5, 2023
Pere Martra
in
Towards AI
Fine-Tuning Models using Prompt-Tuning with Hugging Face’s PEFT LibraryPrompt Tuning is such a simple technique that it’s surprising how remarkably efficient it can be. It’s the form of fine-tuning that…
Sep 29, 2023
1
Sep 29, 2023
1
Pere Martra
in
Towards AI
Evaluating LLM Summaries using Embedding Distance with LangSmith.LangSmith is the new tool from LangChain for tracing and evaluating models. In this article, we will explore how to use it to assist in…
Feb 19
Feb 19
Pere Martra
in
Towards AI
ROUGE Metrics: Evaluating Summaries in Large Language Models.The increment of business applications that are based on Large Language Models has brought the need to measure the quality of the solutions…
Aug 21, 2023
Aug 21, 2023
Pere Martra
in
Towards AI
Create Your Own Data Analyst Assistant With Langchain AgentsAllow me to share my personal opinion on LLM Agents: They are going to revolutionize everything! If you’re already working with Large…
Aug 5, 2023
2
Aug 5, 2023
2
Pere Martra
in
Level Up Coding
Create a Self-Moderated Comment System with LLAMA-2 and LangChainWe’re going to create a self-moderated comment response system, using two LLAMA models chained with LangChain. This way, we’ll prevent…
Sep 14, 2023
Sep 14, 2023
Pere Martra
in
Towards AI
Create a Self-Moderated Commentary System with LangChain and OpenAILearn how to create a self-moderated comment response system, using two of the models available on OpenAI chained with LangChain…
Sep 10, 2023
1
Sep 10, 2023
1
Pere Martra
in
Towards AI
Query Your DataFrames with Powerful Large Language Models using LangChain.Get ready to use your own data with Large Language Models From Hugging Face Using a Vector Database and LangChain!
Jul 28, 2023
Jul 28, 2023
Pere Martra
in
Towards AI
Harness the Power of Vector Databases: Influencing Language Models with Personalized Information.We are going to personalize the prompt with information stored in ChromaDB, a Vector Database. This is known as Retrieval Augmented…
Jul 16, 2023
5
Jul 16, 2023
5
Pere Martra
in
Level Up Coding
Influencing a Large Language Model response with in-context learning.A simple introduction to prompt Engineering with OpenAI. Some differences between gpt-3.5 and gpt-4o.
Aug 27
Aug 27
Pere Martra
in
Towards AI
First NL2SQL Chat with OpenAI and Gradio.You are going to create a simple Natural Language to SQL translator using models from OpenAI and create the interface with Gradio.
Aug 14
Aug 14
Pere Martra
in
Towards AI
How to Create a Natural Language to SQL Translator Using OpenAI APIIn this simple guide, we are going to see how to use the gpt-3.5-turbo model using the OpenAI API to create a SQL Generator.
Jun 15, 2023
4
Jun 15, 2023
4
Pere Martra
in
Artificial Intelligence in Plain English
Create a simple Chatbot with OpenAI and Gradio.This is not about creating a chatbot. It is about understanding how roles work in OpenAI, how memory is maintained, and how to create a…
Aug 8
Aug 8
Pere Martra
in
Towards AI
Create Your First Chatbot Using GPT gpt-3.5-turbo / gpt-4o-mini, OpenAI, Python and Panel.In this article, we’ll see how the OpenAI API works and how we can use one of its famous models to make our own Chatbot.
May 3, 2023
2
May 3, 2023
2

Large Language Models Practical Course

These articles are part of the Large Language Models course. Read the articles from bottom to top. Github: https://github.com/peremartra/Large-Language-Model-Notebooks-Course

Decoding Risk: Transforming Banks with Customer Embeddings.

In this article, we explore the transformative power of embeddings and large language models (LLMs) in customer risk assessment and product…

How To Set up a NL2SQL System With Azure OpenAI Studio

We’ll see how to use Azure OpenAI Studio to set up an inference endpoint we can call to generate SQL commands.

Create a SuperPrompt for Natural Language to SQL Conversion for OpenAI.

One of the things that has changed more in recent months, since the ChatGPT boom, is the emergence of massive large language models able to…

QLoRA: Training a Large Language Model on a 16GB GPU.

Let’s explore how Quantization works and provide an example of fine-tuning a Llama3-8-b model on a T4 16GB GPU in Google Colab.

Efficient Fine-Tuning with LoRA. Optimal training for Large Language Models.

LoRA is one of the most efficient and effective fine-tuning techniques applicable to Large Language Models. In the post we will take a…

Fine-Tuning Models using Prompt-Tuning with Hugging Face’s PEFT Library

Prompt Tuning is such a simple technique that it’s surprising how remarkably efficient it can be. It’s the form of fine-tuning that…

Evaluating LLM Summaries using Embedding Distance with LangSmith.

LangSmith is the new tool from LangChain for tracing and evaluating models. In this article, we will explore how to use it to assist in…

ROUGE Metrics: Evaluating Summaries in Large Language Models.

The increment of business applications that are based on Large Language Models has brought the need to measure the quality of the solutions…

Create Your Own Data Analyst Assistant With Langchain Agents

Allow me to share my personal opinion on LLM Agents: They are going to revolutionize everything! If you’re already working with Large…

Create a Self-Moderated Comment System with LLAMA-2 and LangChain

We’re going to create a self-moderated comment response system, using two LLAMA models chained with LangChain. This way, we’ll prevent…

Create a Self-Moderated Commentary System with LangChain and OpenAI

Learn how to create a self-moderated comment response system, using two of the models available on OpenAI chained with LangChain…

Query Your DataFrames with Powerful Large Language Models using LangChain.

Get ready to use your own data with Large Language Models From Hugging Face Using a Vector Database and LangChain!

Harness the Power of Vector Databases: Influencing Language Models with Personalized Information.

We are going to personalize the prompt with information stored in ChromaDB, a Vector Database. This is known as Retrieval Augmented…

Influencing a Large Language Model response with in-context learning.

A simple introduction to prompt Engineering with OpenAI. Some differences between gpt-3.5 and gpt-4o.

First NL2SQL Chat with OpenAI and Gradio.

You are going to create a simple Natural Language to SQL translator using models from OpenAI and create the interface with Gradio.

How to Create a Natural Language to SQL Translator Using OpenAI API

In this simple guide, we are going to see how to use the gpt-3.5-turbo model using the OpenAI API to create a SQL Generator.

Create a simple Chatbot with OpenAI and Gradio.

This is not about creating a chatbot. It is about understanding how roles work in OpenAI, how memory is maintained, and how to create a…

Create Your First Chatbot Using GPT gpt-3.5-turbo / gpt-4o-mini, OpenAI, Python and Panel.

In this article, we’ll see how the OpenAI API works and how we can use one of its famous models to make our own Chatbot.

Pere Martra