From LLMs to Agent Loops: An Introduction to Building AI Agents
In this video is an introductory crash course, blending insightful intuitions with a sprinkle of code, aimed at guiding you to create agentic loops, understand agents, and explore the power of LLM APIs, covering some coding examples and exploring intuitive patterns and frameworks that bridge the gap between LLMs generating text and real-world action taking an agentic autonomy. 👍 Thanks for watching, and if you enjoyed this deep dive, don't forget to give it a thumbs up, hit that subscribe button, and tune in for more content like this. :)
📚 Chapters:
00:00 - Introduction to transforming …
Watch on YouTube ↗
(saves to browser)
Chapters (25)
Introduction to transforming text models into action agents
1:00
The limitations of current models and bridging the gap
2:00
Exploring the basic pipeline from LLM to executing actions
3:00
Importance of function calling in agent development
4:00
Demonstrating function execution from model output
6:00
Parsing and executing functions from model text output
8:00
Setting up code demonstrations for function execution
10:00
Advancements in structured output with LLMs
12:00
Handling structured outputs for function calls
15:00
Achieving deterministic function execution in LLMs
18:00
Implementing structured outputs with Pydantic
20:00
Practical demonstration of structured output usage
22:00
Challenges in going beyond function calling
25:00
Control flow considerations and managing errors
28:00
Exploring the role of frameworks in development
30:00
Discussing Anthropic's article on effective agents
32:00
Simple patterns leading towards agent loops
35:00
Demonstrating the chaining pattern in code
37:00
Unpacking the router pattern for task categorization
40:00
Combining structured outputs with routing
42:00
The potential of parallel execution and its applications
45:00
Introduction to the agentic loop concept
47:00
Exploring open-ended problem solving with agents
50:00
Live example of autonomous agent action execution
53:00
Introducing the React paper and thought-ac
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