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

Feb 19, 2024

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Large Language Models Practical CourseI'm working in a LLM hands-on course with models from OpenAI and Hugging Face. We are going to see and use a lot of tools and practice with small projects that will grow as we can apply the new knowledge

Github: https://github.com/peremartra/Large-Language-Model-Notebooks-Course
Pere Martra
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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…
·9 min read·Feb 19, 2024
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Pere Martra
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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…
8 min read·Nov 20, 2023
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Pere Martra
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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.
10 min read·Nov 9, 2023
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Pere Martra
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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…
·8 min read·Nov 3, 2023
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Pere Martra
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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 7-billion-parameter Bloom model on a T4 16GB GPU in Google…
12 min read·Oct 20, 2023
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Pere Martra
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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…
·9 min read·Oct 5, 2023
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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…
13 min read·Sep 29, 2023
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Pere Martra
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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…
12 min read·Aug 21, 2023
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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…
·13 min read·Aug 5, 2023
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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…
13 min read·Sep 14, 2023
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Pere Martra
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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…
·10 min read·Sep 10, 2023
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Pere Martra
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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!
13 min read·Jul 28, 2023
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Pere Martra
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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…
15 min read·Jul 16, 2023
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Pere Martra
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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.
8 min read·Jun 15, 2023
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Pere Martra
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Towards AI
Create Your First Chatbot Using GPT 3.5, 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.
10 min read·May 3, 2023
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Large Language Models Practical Course

I'm working in a LLM hands-on course with models from OpenAI and Hugging Face. We are going to see and use a lot of tools and practice with small projects that will grow as we can apply the new knowledge Github: https://github.com/peremartra/Large-Language-Model-Notebooks-Course

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…

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 7-billion-parameter Bloom model on a T4 16GB GPU in Google…

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…

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…

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 Your First Chatbot Using GPT 3.5, 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