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Sophia Yang, Ph.D.
Sophia Yang, Ph.D.

4.3K Followers

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Updated on May 24, 2023 — Hello! Welcome. Here I organized my blog posts into categories. Connect with me via Twitter, Linkedin, and YouTube, and join DS/ML book club :) DS/ML/AI: The Best ChatGPT Plugins 🤗Hugging Face Transformers Agent Best Practices in Prompt Engineering 4 Autonomous AI Agents you need to Know The easiest way to work…

3 min read

3 min read


Published in

Towards Data Science

·May 25

The Best ChatGPT Plugins

Web browsing, summarizing, coding, and more — Just a few days ago, OpenAI made an exciting update by introducing web browsing and Plugins to all ChatGPT Plus users. …

ChatGPT

8 min read

The Best ChatGPT Plugins
The Best ChatGPT Plugins
ChatGPT

8 min read


Published in

Towards Data Science

·May 14

🤗Hugging Face Transformers Agent

Comparisons with 🦜🔗LangChain Agent — Just two days ago, 🤗Hugging Face released Transformers Agent — an agent that leverages natural language to choose a tool from a curated collection of tools and accomplish various tasks. Does it sound familiar? Yes, it does because it’s a lot like 🦜🔗LangChain Tools and Agents. In this blog…

Llm

5 min read

🤗Hugging Face Transformers Agent
🤗Hugging Face Transformers Agent
Llm

5 min read


Published in

Towards Data Science

·May 1

Best Practices in Prompt Engineering

Learnings and Thoughts from Andrew Ng’s New Course — Deep Learning AI has recently launched a new ChatGPT Prompt Engineering for Developers course led by Isa Fulford and Andrew Ng. It’s a free 1.5-hour short course and this course is amazing. In this article, I’d like to discuss these two parts: Part 1: Course summary Part 2: My thoughts…

OpenAI

8 min read

Best Practices in Prompt Engineering
Best Practices in Prompt Engineering
OpenAI

8 min read


Published in

Towards Data Science

·Apr 16

4 Autonomous AI Agents you need to know

“Westworld” simulation, Camel, BabyAGI, AutoGPT ⭐ with the power of LangChain ⭐ — Autonomous AI agents have been the hottest topic. It’s truly impressive how rapidly things have progressed and unfolded in this area. Are autonomous AI agents the future, particularly in the area of prompt engineering? AI experts including Andrej Karpathy referred to AutoGPTs as the Next frontier of prompt engineering…

ChatGPT

9 min read

4 Autonomous AI Agents you need to know
4 Autonomous AI Agents you need to know
ChatGPT

9 min read


Published in

Towards Data Science

·Apr 9

Building a Question Answering PDF Chatbot

LangChain + OpenAI + Panel + HuggingFace — Let’s build a chatbot to answer questions about external PDF files. With 5 simple steps, you should be able to build a question-answering PDF chatbot like this: 😊 Want to try out this app? I hosted this app on Hugging Face: https://sophiamyang-panel-pdf-qa.hf.space/LangChain_QA_Panel_App 💻 You can find all my code…

Chatbots

6 min read

Building a Question Answering PDF Chatbot
Building a Question Answering PDF Chatbot
Chatbots

6 min read


Published in

Towards Data Science

·Apr 8

4 Ways to Do Question Answering in LangChain

Chat with your long PDF docs: load_qa_chain, RetrievalQA, VectorstoreIndexCreator, ConversationalRetrievalChain — Are you interested in chatting with your own documents, whether it is a text file, a PDF, or a website? LangChain makes it easy for you to do question answering with your documents. But do you know that there are at least 4 ways to do question answering in…

Langchain

6 min read

4 Ways to Do Question Answering in LangChain
4 Ways to Do Question Answering in LangChain
Langchain

6 min read


Published in

Towards Data Science

·Mar 26

The easiest way to work with large language models?

An overview of LangChain — Is LangChain the easiest way to interact with large language models and build applications? It’s an open-source tool and recently added ChatGPT Plugins. It provides so many capabilities that I find useful: ✨ integrate with various LLM providers including OpenAI, Cohere, Huggingface, and more. ✨ create a question-answering or text summarization bot…

ChatGPT

7 min read

The easiest way to work with large language models?
The easiest way to work with large language models?
ChatGPT

7 min read


Mar 20

Train your own language model with nanoGPT

Let’s build a songwriter — This morning, I watched Andrej Karpathy’s Build ChatGPT from Scratch video. I was so impressed. Only true legend can make such a complex model look so effortless. In his video, he builds a GPT language model from scratch with only a few hundred lines of code and organized everything in…

Nanogpt

6 min read

Train your own language model with nanoGPT
Train your own language model with nanoGPT
Nanogpt

6 min read


Published in

Towards Data Science

·Feb 1

How to Make an AI Image Editing Chatbot

Stable Diffusion InstructPix2Pix in a Panel app — By Sophia Yang and Philipp Rudiger InstructPix2Pix, a conditional diffusion model, combines a language model GPT-3 and a text-to-image model Stable Diffusion to perform image edits based on user prompts. Inspired by the InstructPix2Pix project and several apps hosted on HuggingFace, we are interested in making an AI image editing…

Stable Diffusion

5 min read

How to Make an AI Image Editing Chatbot
How to Make an AI Image Editing Chatbot
Stable Diffusion

5 min read

Sophia Yang, Ph.D.

Sophia Yang, Ph.D.

4.3K Followers

🤝 LinkedIn: www.linkedin.com/in/sophiamyang 🐦 Twitter: twitter.com/sophiamyang ✨✨✨ ✨ 🎥 YouTube: youtube.com/SophiaYangDS ✨✨✨📚Book Club: dsbookclub.github.io

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