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- 🍊 This Week's Juice: How to (easily) run LLMs locally, TED Talk on AI Marketing, and How to Get AI QR Codes!
🍊 This Week's Juice: How to (easily) run LLMs locally, TED Talk on AI Marketing, and How to Get AI QR Codes!
Learn how to (easily) run open-source LLMs locally on Your Computer 💻, TED Talk on AI Marketing 🎯, and How to Get AI QR Codes 📜!
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Hey friends!
AI has been making leaps in its innovation.
But how can we have more control over our data?
Enter open-source locally-run LLMs - AI models that run locally on your computer so you can run models for free and securely.
And I got really into it this week.
Here’s the juice 🍊:
How to (Easily) Run Local LLMs on Your Computer 💻
A TED Talk on AI Marketing 🎯
How to Get AI QR Codes 📜
Let’s get this started!
- Justin 🍊
Read time: 5 minutes
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1. How to (Easily) Run Local LLMs on Your Computer 💻
I’ve always been cautious about uploading private information to ChatGPT, Gemini, or any AI model online.
There’s one big concern: data privacy.
These big tech companies use the data we input to train their models, so I never upload any sensitive content.
But there has been a compelling solution: locally run LLMs.
In this segment, I’ll explore a new open-source interface: LM Studio.
From its beautiful interface, you can discover open-source models, download them, and run them locally on your computer or a localhost.
But does LM Studio collect any data?
No. One of the main reasons for using a local LLM is privacy, and LM Studio is designed for that. Your data remains private and local to your machine.
Let me show you how.
Step 1: Download LM Studio
The first thing you need to do is head to LM Studio’s website and download it.
It’s open-source, which means it’s free.
Step 2: Search and Download an LLM
In this tutorial, I’ll just search for “Mistral”.
It will bring up a list of Model Cards with Mistral in it, which are like repositories for LLMs from an open-source ML sharing website called Hugging Face.
I picked this one by TheBloke.
On the right, you’ll see a bunch of files displayed on the Model Card.
You can also view the Model Card in your browser (Huggin Face) by clicking on a button at the top right.
These files differ in their quantization, which determines the fidelity of the results.
LM Studio will make a compatibility guess based on your machine’s specs.
Any LLMs with the words “FULL GPU OFFLOAD POSSIBLE” in green mean that you can probably run them.
I downloaded this one: mistral-7b-instruct-v0.1.Q3_K_S.gguf
As the file sizes are huge, give it some time to download.
Step 3: Initialize Model and Configure Settings
Click on the AI Chat bubble on the left panel.
Select a model to load at the top. I’ll select the model I just downloaded.
The model will take a while to load.
Before we start, please click on Markdown at the top so that you can get pretty text responses.
Next, on the right, you can set a system prompt.
You can do some advanced configuration for these parameters:
Context length
Temperature
Tokens to generate
and other settings.
I’ll leave it as default, but you can play around with them to get your desired result.
Step 4: Chat with LLMs Offline
Let’s get chatting!
I entered this prompt and hit enter:
“you are an expert content strategist and email marketers with 5 years of experience. I want you to give me a 2 week newsletter content strategy for one month. my newsletter is about AI and it's called The Juicer.”
Here’s its response:
Seems like the responses aren’t amazing (compared to GPT-4o), but it works great!
What I’d do next is try out some newer open-source LLMs by Meta (LLaMa 3) or choose a model with a higher quantization number.
Also, note that your chats will be saved on the left side, similar to ChatGPT’s interface!
Have fun running this model for your private use!
Feel free also to explore using your models on a local host or a multi-model session in the Playground tab.
This tutorial was adapted from this YouTube video:
2. A TED Talk on AI Marketing 🎯
Overview:
In this TED talk, Jessica Apotheker discusses the impending impact of generative AI on marketing and the need for marketers to adapt to it.
This is a must-watch for marketers!
She mentions that while generative AI can significantly enhance the productivity of marketing activities, marketers can risk content overload and the potential loss of brand identity due to over-reliance on AI.
Apotheker advocates for the strategic reskilling of marketers to integrate predictive AI tools while preserving the creativity and innovation that define a brand's identity.
Key Insights:
Impact of Generative AI on Marketing: Apotheker cites a study by the Boston Consulting Group and Harvard that found a 40% increase in the right-brained performance of marketers with ChatGPT. This indicates the substantial impact of AI on marketing productivity.
Hiring for AI Integration: She emphasizes the need for marketers to develop a "left-AI brain" by strategically hiring marketing data scientists and engineers to build and integrate predictive AI tools within marketing decision-making processes.
Balancing AI vs Human: Apotheker urges retainment of top right-brained marketers to preserve brand identity and innovation, but they need to be reskilled to use AI.
Avoiding Over-Reliance on AI: The speaker warns against the potential pitfalls of over-reliance on generative AI, citing a study that revealed a 40% drop in the collective divergence of ideas when people over-rely on AI.
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3. How to Create AI-Generated QR Codes 📜
I know I’m late to the party with AI QR codes.
But I thought to share how I created the image above!
Simply head to this link and key in the necessary fields like your QR code content and prompt.
Then scroll down and hit run!
Give it time to process!
Here’s the output image!
I’m sure you can make more beautiful landscapes than me!
Scan it to try 😀
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That's all, folks - see you next Wednesday!
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