Maths Tip for AI Beginners

What's AI by Louis-François Bouchard · Beginner ·🏗️ Systems Design & Architecture ·3y ago

Key Takeaways

The video discusses the importance of learning math for AI beginners, suggesting that they should learn math concepts as they go, rather than waiting to learn all the math before starting to work on machine learning models. It emphasizes the use of systems design principles in AI development, particularly in the context of neural networks and matrix operations.

Full Transcript

the math I think is also important you know most experts will say go go home learn all the math and then come back and start you know making a simple model for classifying house prices I don't agree with that you should definitely get an idea of the math but you shouldn't wait and learn the math before you should learn it as you go so I think people should get into machine learning by training models by applying them to what they like to the kind of problems that they are passionate about and as they go they learn the math so they see a matrix for example in a neural network or something and it's okay I'm gonna learn a little bit of that but but but as you go foreign

Original Description

Math Tip for AI Beginners From my interview with the fantastic AI online educator and youtuber Luis Serrano. Listen to the full podcast on my channel ! #ai #ml #maths
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Playlist

Uploads from What's AI by Louis-François Bouchard · What's AI by Louis-François Bouchard · 0 of 60

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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
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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
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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
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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
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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
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15 Understanding Computer Vision: An Entry-Level Introduction to ML-Driven CV
Understanding Computer Vision: An Entry-Level Introduction to ML-Driven CV
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16 Chatbots for Beginners: A Comprehensive Intro to Machine Learning Applications
Chatbots for Beginners: A Comprehensive Intro to Machine Learning Applications
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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
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18 Object Detection Clearly Explained for Everyone
Object Detection Clearly Explained for Everyone
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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
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21 Data Science Demystified - An Essential Introduction
Data Science Demystified - An Essential Introduction
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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
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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
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25 AI or Human? What is the Turing Test
AI or Human? What is the Turing Test
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26 Genetic Algorithms Demystified - How Algorithms Evolve
Genetic Algorithms Demystified - How Algorithms Evolve
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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
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28 Human Pose Estimation in Machine Learning Explained (2D & 3D)
Human Pose Estimation in Machine Learning Explained (2D & 3D)
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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
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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
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31 Introduction to Energy-Based Learning | Yann LeCun Paper
Introduction to Energy-Based Learning | Yann LeCun Paper
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32 The Science Behind Google Translate: Understanding Transformers
The Science Behind Google Translate: Understanding Transformers
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33 Mastering CNNs in 5 Minutes | ConvNets Explained
Mastering CNNs in 5 Minutes | ConvNets Explained
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34 Discover the Power of YOLOv4 - Real-Time Object Detection Simplified
Discover the Power of YOLOv4 - Real-Time Object Detection Simplified
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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
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36 AI Powers PAC-MAN - The Game Engine-Free Revolution
AI Powers PAC-MAN - The Game Engine-Free Revolution
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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
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38 Facebook's TransCoder: Converting Programming Languages with AI
Facebook's TransCoder: Converting Programming Languages with AI
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39 Transforming Images to 3D Models with AI - Discover PIFuHD
Transforming Images to 3D Models with AI - Discover PIFuHD
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40 Optimize Your ML Models - Avoid Underfitting and Overfitting
Optimize Your ML Models - Avoid Underfitting and Overfitting
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41 Behind the Scenes - Disney's Secrets to High-Res Face Swaps
Behind the Scenes - Disney's Secrets to High-Res Face Swaps
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42 Linear Regression in Machine Learning Explained in 5 Minutes
Linear Regression in Machine Learning Explained in 5 Minutes
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43 Style Transfer Better Than GANs! Swapping Autoencoder Explained
Style Transfer Better Than GANs! Swapping Autoencoder Explained
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44 Use AI to Remove Objects from Videos
Use AI to Remove Objects from Videos
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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...
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46 Autocomplete Images With AI: image-GPT explained
Autocomplete Images With AI: image-GPT explained
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47 Turning Reality into Art - AI That Cartoonizes Your Pictures and Videos
Turning Reality into Art - AI That Cartoonizes Your Pictures and Videos
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48 From Portrait to Cartoon - Discover the Power of FreezeG
From Portrait to Cartoon - Discover the Power of FreezeG
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49 Transfer clothes between photos using AI. From a single image!
Transfer clothes between photos using AI. From a single image!
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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
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51 Smart Navigation - How AI Robots Understand and Explore Environments
Smart Navigation - How AI Robots Understand and Explore Environments
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52 Techfitlab Breaks Down Tesla Autopilot, AI, ML, and DL Complexities
Techfitlab Breaks Down Tesla Autopilot, AI, ML, and DL Complexities
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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
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54 Maximize Business Efficiency with AI / GPT Technology!
Maximize Business Efficiency with AI / GPT Technology!
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55 AI Transforms Google Photos into Real-Life Scenes
AI Transforms Google Photos into Real-Life Scenes
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56 Old Photo Restoration Using Deep Learning | 2020 Novel Approach Explained & Results
Old Photo Restoration Using Deep Learning | 2020 Novel Approach Explained & Results
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57 This computer vision algorithm removes the water from underwater images !
This computer vision algorithm removes the water from underwater images !
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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!
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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!
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60 Toonify: Turn Real Faces into Animated Disney Characters
Toonify: Turn Real Faces into Animated Disney Characters
What's AI by Louis-François Bouchard

This video teaches AI beginners the importance of learning math concepts as they go, rather than waiting to learn all the math before starting to work on machine learning models. It emphasizes the use of systems design principles in AI development, particularly in the context of neural networks and matrix operations. By following this approach, beginners can start building and training machine learning models, while learning the necessary math concepts along the way.

Key Takeaways
  1. Start by training simple machine learning models
  2. Learn math concepts as you encounter them in your models
  3. Apply systems design principles to your AI development
  4. Use neural networks and matrix operations to build more complex models
  5. Practice and iterate on your models to reinforce your learning
💡 Learning math concepts as you go, rather than waiting to learn all the math before starting, can help AI beginners get started with machine learning more quickly and effectively.

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