Skip to content
LangChain
0:04:54
2 646
54
5
Last update : 25/08/2024

🚀 Power Up Your LLM Applications: Mastering Dynamic Few-Shot Prompting 🪄

🎯 Why This Matters:

Tired of lackluster responses from your Language Learning Model (LLM)? Dynamic few-shot prompting is your secret weapon to transform your LLM applications from good to extraordinary! 💥

💡 What is Few-Shot Prompting?

Imagine showing your LLM a few examples of well-structured questions and answers before asking your actual question. That’s few-shot prompting! It’s like giving your LLM a crash course on what you’re looking for. 📚

🤯 Real-World Example:

Think about using an LLM to answer questions about a technical document. By providing examples related to specific concepts, your LLM can provide much more accurate and relevant answers.

⚡ Pro Tip: The key to effective few-shot prompting is selecting the most relevant examples. This is where LangSmith’s dynamic few-shot example selectors come in!

🔍 LangSmith Datasets: Your Few-Shot Powerhouse

### 🗃️ Indexing Your Examples
With LangSmith datasets, you can easily store your questions and answers. Once you’ve uploaded your dataset, LangSmith allows you to index it for lightning-fast searches.

### 🎯 Dynamic Example Selection: No More Manual Labor!
Based on a user’s input, LangSmith automatically selects the most relevant examples from your dataset to include in the prompt. It’s like having a personal assistant for your LLM!

🚀 Putting It All Together with LangChain

LangSmith seamlessly integrates with LangChain, making it incredibly easy to implement dynamic few-shot prompting in your applications. Simply:

  1. Create an ExampleSelector using your dataset ID.
  2. Incorporate this selector into your LangChain code.

And voilà! You’ll witness a dramatic improvement in your LLM’s performance. ✨

🧰 Your Toolbox:

  • LangSmith: Dive into the world of dynamic few-shot example selection.
  • LangChain: Your go-to framework for building applications with LLMs.

🚀 Ready to Level Up?

Dynamic few-shot prompting is a game-changer. By leveraging the power of LangSmith and LangChain, you can unlock your LLM’s true potential and build applications that are more accurate, efficient, and impressive than ever before!

Other videos of

Play Video
LangChain
0:10:09
625
38
3
Last update : 05/10/2024
Play Video
LangChain
0:31:04
22 575
620
20
Last update : 02/10/2024
Play Video
LangChain
0:12:55
4 618
103
8
Last update : 02/10/2024
Play Video
LangChain
0:21:48
5 560
146
9
Last update : 25/09/2024
Play Video
LangChain
0:03:21
4 380
142
18
Last update : 25/09/2024
Play Video
LangChain
0:14:26
5 564
201
10
Last update : 18/09/2024
Play Video
LangChain
0:08:18
3 500
122
15
Last update : 18/09/2024
Play Video
LangChain
0:15:30
1 930
35
1
Last update : 11/09/2024
Play Video
LangChain
0:20:39
3 071
94
6
Last update : 11/09/2024