Understanding Scientific Papers With Prompt Engineering & The ChatGPT API
I this video we'll look at a fun and insightful approach using advanced models like ChatGPT to dive deep into understanding scientific papers. Join us as we explore how to implement a prompt engineering pipeline based on Tim Roughgarden's lecture notes from Stanford. We'll dive into the key questions that help evaluate a paper, such as the problem it addresses, its primary contributions, and more. Watch as we set up our notebook, leveraging GPT-4 Turbo, to automatically generate and validate insights directly from complex papers. Perfect for students, researchers, and anyone looking to make se…
Watch on YouTube ↗
(saves to browser)
Chapters (16)
Introduction and Overview
0:09
Introducing the Five High-Level Questions for Paper Understanding
0:30
Tim Roughgarden's Lecture Note as a Basis
0:57
Setting Up the Notebook and Defining the Task
1:36
Using GPT-4 Turbo for Complex Reasoning
1:53
Selecting the Paper for Analysis
2:35
Initial Prompt for Main Idea Extraction
4:54
Review of the Model's Response
5:15
Creating Prompts for the Five High-Level Questions
7:00
Implementing the Prompt Template Function
9:00
Generating and Running Prompts for Each Question
11:46
Reviewing the Model's Responses to Each Question
12:31
Cross-Checking Citations from the Paper
19:56
Validating Outputs and Next Steps
20:31
Additional Applications and Extensions
21:15
Conclusion
Playlist
Uploads from Automata Learning Lab · Automata Learning Lab · 0 of 60
← Previous
Next →
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
A Quick Tutorial on NLP Basics
Automata Learning Lab
Automating your Digital Morning Routine with Python
Automata Learning Lab
Exploring Problem Solving with Python and Jupyter Notebook #1
Automata Learning Lab
Summarize Papers with Python and GPT-3
Automata Learning Lab
Automating Anki Flashcards with Python
Automata Learning Lab
An Experiment Tracking Tutorial with Mlflow and Keras
Automata Learning Lab
Automating Google Forms Submissions with Python
Automata Learning Lab
Productivity Tracking With Python and the Notion API
Automata Learning Lab
When your Machine Learning Model Fails Do This ;p
Automata Learning Lab
Machine Learning Tip#1 Practical Deep Learning Course
Automata Learning Lab
A Practical Summary of Matplotlib
Automata Learning Lab
Machine Learning Tips: Deep Learning Monitor
Automata Learning Lab
Machine Learning Tips#5 MLOPs specialization in Coursera #machinelearning
Automata Learning Lab
Automatically Changing Desktop Wallpaper with Python and the Nasa Image API
Automata Learning Lab
Building an Image Classifier to Filter Out Unused Images From Your Photo Album with Machine Learning
Automata Learning Lab
Automating VS Code Snippets with Python
Automata Learning Lab
How to Set Up a Machine Learning Environment with Conda and Pip-Tools
Automata Learning Lab
9 Google Search Tips for Machine Learning
Automata Learning Lab
Thinking Tools
Automata Learning Lab
Goal Planning for the IPad Pro
Automata Learning Lab
Automating Car Search with Python and Data Science
Automata Learning Lab
Generating Images from Text with Stable Diffusion and Hugging Face
Automata Learning Lab
A Practical Introduction to Data Science using the Spaceship Titanic Dataset from Kaggle
Automata Learning Lab
Quick Introduction to Python Syntax
Automata Learning Lab
Jiu Jitsu App with Python and Streamlit
Automata Learning Lab
Arbitrary Arguments in Python
Automata Learning Lab
2 Apps for Coding In The Ipad Pro
Automata Learning Lab
From Tensorflow to Pytorch?
Automata Learning Lab
Automate Lecture Notes with Python
Automata Learning Lab
Building an Audio Transcription App with OpenAI Whisper and Streamlit
Automata Learning Lab
Productivity Tracking with Python Short Summary
Automata Learning Lab
Summarize Papers with GPT3
Automata Learning Lab
Automating Expense Reports with Python
Automata Learning Lab
ChatGPT, Angry Pandas and AI Code
Automata Learning Lab
7 Strategies To Learn Anything Using ChatGPT
Automata Learning Lab
Building a Thought Summarization App with Whisper and GPT3
Automata Learning Lab
Automating your Morning Routine
Automata Learning Lab
Visualize a Neural Net Learning Polynomial Functions
Automata Learning Lab
Automating Notion with Python
Automata Learning Lab
Pose Tracking for Jiu Jitsu #automation #machinelearning #jiujitsu
Automata Learning Lab
Pose Tracking for Jiu Jitsu - Update #jiujitsu #machinelearning
Automata Learning Lab
Update to my Pose Tracking for Jiu Jitsu Project #machinelearning #jiujitsu #ai #deeplearning
Automata Learning Lab
ChatGPT API Released by OpenAI
Automata Learning Lab
ChatGPT API Response Format #machinelearning #ai #datascience
Automata Learning Lab
Beyond Stable Diffusion with Composer | Automata Learning Lab Paper Series #1
Automata Learning Lab
Beyond Diffusion Models with Composer #machinelearning #ai
Automata Learning Lab
Machine Learning for Jiu Jitsu
Automata Learning Lab
Finished my Project of Applying Pose Tracking to Jiu Jitsu #machinelearning #jiujitsu #ai
Automata Learning Lab
Prompt Engineering Basics #machinelearning #gpt4 #chatgpt
Automata Learning Lab
Visual ChatGPT: Integrating Images with ChatGPT Paper Series#2
Automata Learning Lab
Visual ChatGPT #machinelearning #ai #artificialintelligence
Automata Learning Lab
ViperGPT: Visual Reasoning with Code #machinelearning #ai
Automata Learning Lab
LERF - Language Embeddings + NERF for Querying 3D Spaces #machinelearning #ai
Automata Learning Lab
Summarize Papers with Python and ChatGPT
Automata Learning Lab
Large Language Models can use Tools Now! #artificialintelligence #machinelearning #ai
Automata Learning Lab
Sparks of AGI in GPT4? #machinelearning #ai #agi #artificialintelligence
Automata Learning Lab
Toolformer: LLMs can use Tools! #chatgpt #llms #gpt4 #gpt3 #artificialintelligence
Automata Learning Lab
Talking to Your Notes with LangChain #artificialintelligence #llms #gpt4 #chatgpt
Automata Learning Lab
MusicLM - From Text to Music #machinelearning #artificialintelligence
Automata Learning Lab
How to Talk to a PDF using LangChain and ChatGPT
Automata Learning Lab
DeepCamp AI