“An essential for AI Engineers”

What's AI by Louis-François Bouchard · Intermediate ·🧠 Large Language Models ·2y ago

Key Takeaways

The video discusses the release of the book 'Building LLMs for Production' which covers comprehensive textbook on building LLM applications, including fundamentals, code, models, APIs, and deployments, with a focus on reducing hallucinations and optimizing usage for production environments using tools like Lama Index and Lang Chain.

Full Transcript

we just released our first book building llms for production after a year and a half and contributions from a dozen experts I can confidently say that our team at tozi created the most comprehensive textbook on building llm applications Jerry Le CEO of Lama index calls it the most comprehensive textbook to date on building llm applications covering everything from fundamentals to enhanced building plugs I left my PhD to create real world Solutions and continue my goal of making AI more accessible this 470 page guide covers code models apis and deployments whether you are using Lama index or Lang chain our book teaches Timeless Concepts to reduce hallucinations and optimize usage all you need is some python knowledge you can get a copy of building llms for production on Amazon now I'm eager to see your reviews

Original Description

#llm #ai #gpt4
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1 What is Artificial intelligence? | Artificial Intelligence terms explained for everyone 1
What is Artificial intelligence? | Artificial Intelligence terms explained for everyone 1
What's AI by Louis-François Bouchard
2 What is Machine Learning? | Introduction to ML for beginners in a minute 2
What is Machine Learning? | Introduction to ML for beginners in a minute 2
What's AI by Louis-François Bouchard
3 What is Deep Learning | Introduction to DL for beginners in a minute 3
What is Deep Learning | Introduction to DL for beginners in a minute 3
What's AI by Louis-François Bouchard
4 What is Supervised Learning | Machine Learning basics explained for beginners 4
What is Supervised Learning | Machine Learning basics explained for beginners 4
What's AI by Louis-François Bouchard
5 What is Unsupervised Learning | Machine Learning basics explained for beginners 5
What is Unsupervised Learning | Machine Learning basics explained for beginners 5
What's AI by Louis-François Bouchard
6 What is Semi-Supervised Learning | Machine Learning basics explained for beginners 6
What is Semi-Supervised Learning | Machine Learning basics explained for beginners 6
What's AI by Louis-François Bouchard
7 What is Reinforcement Learning | Machine Learning basics explained for beginners 7
What is Reinforcement Learning | Machine Learning basics explained for beginners 7
What's AI by Louis-François Bouchard
8 What is Classification | Introduction to Machine Learning for beginners | The Most Used Terms 8
What is Classification | Introduction to Machine Learning for beginners | The Most Used Terms 8
What's AI by Louis-François Bouchard
9 What is Regression | Introduction to Machine Learning for beginners | The Most Used Terms 9
What is Regression | Introduction to Machine Learning for beginners | The Most Used Terms 9
What's AI by Louis-François Bouchard
10 What is Clustering | Introduction to Machine Learning for beginners | The Most Used Terms 10
What is Clustering | Introduction to Machine Learning for beginners | The Most Used Terms 10
What's AI by Louis-François Bouchard
11 What is Backpropagation | Artificial Intelligence & Machine Learning Basics for Beginners 11
What is Backpropagation | Artificial Intelligence & Machine Learning Basics for Beginners 11
What's AI by Louis-François Bouchard
12 What is NLP ? | Introduction to Natural Language Processing for Beginners | Machine Learning 12
What is NLP ? | Introduction to Natural Language Processing for Beginners | Machine Learning 12
What's AI by Louis-François Bouchard
13 Comparing AGI and Traditional AI: Now and Beyond
Comparing AGI and Traditional AI: Now and Beyond
What's AI by Louis-François Bouchard
14 Demystifying Neural Network: A Beginner's Guide to Machine Learning Fundamentals
Demystifying Neural Network: A Beginner's Guide to Machine Learning Fundamentals
What's AI by Louis-François Bouchard
15 Understanding Computer Vision: An Entry-Level Introduction to ML-Driven CV
Understanding Computer Vision: An Entry-Level Introduction to ML-Driven CV
What's AI by Louis-François Bouchard
16 Chatbots for Beginners: A Comprehensive Intro to Machine Learning Applications
Chatbots for Beginners: A Comprehensive Intro to Machine Learning Applications
What's AI by Louis-François Bouchard
17 What is Image Segmentation ? | Computer Vision & ML Techniques Explained for Beginners 17
What is Image Segmentation ? | Computer Vision & ML Techniques Explained for Beginners 17
What's AI by Louis-François Bouchard
18 Object Detection Clearly Explained for Everyone
Object Detection Clearly Explained for Everyone
What's AI by Louis-François Bouchard
19 What is a RNN ? | Introduction to Recurrent Neural Network FOR EVERYONE 19
What is a RNN ? | Introduction to Recurrent Neural Network FOR EVERYONE 19
What's AI by Louis-François Bouchard
20 What is Transfer Learning ? | Deep Learning Basics Explained for Beginners 20
What is Transfer Learning ? | Deep Learning Basics Explained for Beginners 20
What's AI by Louis-François Bouchard
21 Data Science Demystified - An Essential Introduction
Data Science Demystified - An Essential Introduction
What's AI by Louis-François Bouchard
22 Demystifying Data Mining - A Clear and Concise Explanation
Demystifying Data Mining - A Clear and Concise Explanation
What's AI by Louis-François Bouchard
23 Decoding Logistic Regression - A Simple and Comprehensive Explanation
Decoding Logistic Regression - A Simple and Comprehensive Explanation
What's AI by Louis-François Bouchard
24 What is the YOLO algorithm? | Introduction to You Only Look Once, Real Time Object Detection 24
What is the YOLO algorithm? | Introduction to You Only Look Once, Real Time Object Detection 24
What's AI by Louis-François Bouchard
25 AI or Human? What is the Turing Test
AI or Human? What is the Turing Test
What's AI by Louis-François Bouchard
26 Genetic Algorithms Demystified - How Algorithms Evolve
Genetic Algorithms Demystified - How Algorithms Evolve
What's AI by Louis-François Bouchard
27 What is Data Labeling ? | Prepare Your Data for ML and AI | Attaching meaning to digital data 27
What is Data Labeling ? | Prepare Your Data for ML and AI | Attaching meaning to digital data 27
What's AI by Louis-François Bouchard
28 Human Pose Estimation in Machine Learning Explained (2D & 3D)
Human Pose Estimation in Machine Learning Explained (2D & 3D)
What's AI by Louis-François Bouchard
29 What is Self-Supervised Learning ? | Will machines be able to learn like humans ? 29
What is Self-Supervised Learning ? | Will machines be able to learn like humans ? 29
What's AI by Louis-François Bouchard
30 What are GANs ? | Introduction to Generative Adversarial Networks | Face Generation & Editing - 30
What are GANs ? | Introduction to Generative Adversarial Networks | Face Generation & Editing - 30
What's AI by Louis-François Bouchard
31 Introduction to Energy-Based Learning | Yann LeCun Paper
Introduction to Energy-Based Learning | Yann LeCun Paper
What's AI by Louis-François Bouchard
32 The Science Behind Google Translate: Understanding Transformers
The Science Behind Google Translate: Understanding Transformers
What's AI by Louis-François Bouchard
33 Mastering CNNs in 5 Minutes | ConvNets Explained
Mastering CNNs in 5 Minutes | ConvNets Explained
What's AI by Louis-François Bouchard
34 Discover the Power of YOLOv4 - Real-Time Object Detection Simplified
Discover the Power of YOLOv4 - Real-Time Object Detection Simplified
What's AI by Louis-François Bouchard
35 Learn to Draw Real People using AI: Unveiling Future of Image-to-Image Translation
Learn to Draw Real People using AI: Unveiling Future of Image-to-Image Translation
What's AI by Louis-François Bouchard
36 AI Powers PAC-MAN - The Game Engine-Free Revolution
AI Powers PAC-MAN - The Game Engine-Free Revolution
What's AI by Louis-François Bouchard
37 This AI makes blurry faces look 60 times sharper! Introduction to PULSE: photo upsampling
This AI makes blurry faces look 60 times sharper! Introduction to PULSE: photo upsampling
What's AI by Louis-François Bouchard
38 Facebook's TransCoder: Converting Programming Languages with AI
Facebook's TransCoder: Converting Programming Languages with AI
What's AI by Louis-François Bouchard
39 Transforming Images to 3D Models with AI - Discover PIFuHD
Transforming Images to 3D Models with AI - Discover PIFuHD
What's AI by Louis-François Bouchard
40 Optimize Your ML Models - Avoid Underfitting and Overfitting
Optimize Your ML Models - Avoid Underfitting and Overfitting
What's AI by Louis-François Bouchard
41 Behind the Scenes - Disney's Secrets to High-Res Face Swaps
Behind the Scenes - Disney's Secrets to High-Res Face Swaps
What's AI by Louis-François Bouchard
42 Linear Regression in Machine Learning Explained in 5 Minutes
Linear Regression in Machine Learning Explained in 5 Minutes
What's AI by Louis-François Bouchard
43 Style Transfer Better Than GANs! Swapping Autoencoder Explained
Style Transfer Better Than GANs! Swapping Autoencoder Explained
What's AI by Louis-François Bouchard
44 Use AI to Remove Objects from Videos
Use AI to Remove Objects from Videos
What's AI by Louis-François Bouchard
45 OpenAI's Language Generator: GPT | The first AI Generating Text, Code, Websites...
OpenAI's Language Generator: GPT | The first AI Generating Text, Code, Websites...
What's AI by Louis-François Bouchard
46 Autocomplete Images With AI: image-GPT explained
Autocomplete Images With AI: image-GPT explained
What's AI by Louis-François Bouchard
47 Turning Reality into Art - AI That Cartoonizes Your Pictures and Videos
Turning Reality into Art - AI That Cartoonizes Your Pictures and Videos
What's AI by Louis-François Bouchard
48 From Portrait to Cartoon - Discover the Power of FreezeG
From Portrait to Cartoon - Discover the Power of FreezeG
What's AI by Louis-François Bouchard
49 Transfer clothes between photos using AI. From a single image!
Transfer clothes between photos using AI. From a single image!
What's AI by Louis-François Bouchard
50 Precise 3D Human Pose and Mesh Estimation from a Single RGB Image
Precise 3D Human Pose and Mesh Estimation from a Single RGB Image
What's AI by Louis-François Bouchard
51 Smart Navigation - How AI Robots Understand and Explore Environments
Smart Navigation - How AI Robots Understand and Explore Environments
What's AI by Louis-François Bouchard
52 Techfitlab Breaks Down Tesla Autopilot, AI, ML, and DL Complexities
Techfitlab Breaks Down Tesla Autopilot, AI, ML, and DL Complexities
What's AI by Louis-François Bouchard
53 ECCV 2020 Best Paper Award | RAFT: A New Deep Network Architecture For Optical Flow | WITH CODE
ECCV 2020 Best Paper Award | RAFT: A New Deep Network Architecture For Optical Flow | WITH CODE
What's AI by Louis-François Bouchard
54 Maximize Business Efficiency with AI / GPT Technology!
Maximize Business Efficiency with AI / GPT Technology!
What's AI by Louis-François Bouchard
55 AI Transforms Google Photos into Real-Life Scenes
AI Transforms Google Photos into Real-Life Scenes
What's AI by Louis-François Bouchard
56 Old Photo Restoration Using Deep Learning | 2020 Novel Approach Explained & Results
Old Photo Restoration Using Deep Learning | 2020 Novel Approach Explained & Results
What's AI by Louis-François Bouchard
57 This computer vision algorithm removes the water from underwater images !
This computer vision algorithm removes the water from underwater images !
What's AI by Louis-François Bouchard
58 DeepFakes in 5 minutes | Understand how deepfakes work and create your own!
DeepFakes in 5 minutes | Understand how deepfakes work and create your own!
What's AI by Louis-François Bouchard
59 A new brain-inspired intelligent system can drive a car using only 19 control neurons!
A new brain-inspired intelligent system can drive a car using only 19 control neurons!
What's AI by Louis-François Bouchard
60 Toonify: Turn Real Faces into Animated Disney Characters
Toonify: Turn Real Faces into Animated Disney Characters
What's AI by Louis-François Bouchard

The video introduces the book 'Building LLMs for Production' which provides a comprehensive guide to building LLM applications, covering fundamentals, code, models, APIs, and deployments, with a focus on reducing hallucinations and optimizing usage for production environments. This book is essential for AI engineers who want to build and deploy LLM applications. By following the guidance in the book, AI engineers can create effective LLM systems that meet their production needs.

Key Takeaways
  1. Get a copy of the book 'Building LLMs for Production'
  2. Review the fundamentals of LLMs
  3. Learn how to code and deploy LLM models
  4. Integrate LLM APIs into your application
  5. Optimize LLM usage to reduce hallucinations
💡 The book 'Building LLMs for Production' provides a comprehensive guide to building LLM applications, covering everything from fundamentals to enhanced building plugs, and is essential for AI engineers who want to build and deploy LLM applications.

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