Intro

Programming a Game

Detecting golfing

Hello World of Machine Learning

TensorFlow app demonstration

What is a dense layer?

What is the loss function?

Predicting values

What is a neuron?

Conclusion

Intro to Machine Learning

Intro

Artificial Intelligence

Image Recognition

Traditional programming vs machine learning

Linear regression example

Code overview

Neural Network Model

How machine learning works

Conclusion

What is machine learning exactly?

Any interesting applications of machine learning?

Best resources for learning machine learning?

How to find a good machine learning project?

Why did you choose ML as your career?

What language should you get started with if you’re new to coding?

What do you look for when you hire ML engineers?

Intro

Image classification

Fashion MNIST dataset

Loading the data

Training images

Labels

Neural network design

Activation functions

Training

Spotting features

Intro

Introducing Bea Stollnitz

The videos we released this week covering ML for Beginners

We learn Jim's US geography is terrible and Bea loves Iceland

An ask for more Reactor content in Portuguese, and we have some!

Career advice, getting a job in AI/ML

Building your portfolio

The ML for Beginners curriculum

How can you change your role into an ML position? Build a portfolio on GitHub!

Kaggle challenges can also help boost your portfolio

How can programmers use ML to help data analysts and scientists? APIs help anyone use ML with no experience.

The Julia programming language for ML

Do you need Azure ML to learn from ML for Beginners? No!

Improving security with ML

Responsible AI

Deploying AI models using Azure ML

Blogs vs GitHub for portfolios

We are in a time where responsible AI is the most important thing in this field

Multimodal models and voice controlled ChatGPT by building your own apps.

What to learn after Python basics to learn ML? ML for Beginners!

Agenda

Benchmarks and Metrics

Difference between Machine Learning and other benchmarks

Why did things slow down after 2019?

Benchmark updates

How to submit to ML Perf

Open source data and models

Are there any special initiatives to capture dying languages?

Challenges with ML

Why is ML Commons open source?

Intro

How does machine learning work?

Feature Engineering

How did we do?

Specialized hardware

Machine Learning Poem

Model Validation

What is decision intelligence?

Future of Machine Learning

Conclusion

Introduction

What is Machine Learning?

AI vs ML vs Data Science

Supervised Learning

Unsupervised Learning

Reinforcement Learning

Classification

Regression

Intro

Python

Maths

ML Developer Stack

Learn Machine Learning

How To Really Get Good

milliliter Pronunciation Intro

How to Pronounce ml

More Difficult Pronunciations

8 Liters = How Many Milliliters?

71.46 L = How Many mL?

Multiplying by 1000

13 000 mL = how many liters?

289 mL = how many liters?

Converting mL to L

Abbreviation for Liter (L)

Summary

Ai versus Ml

Definitions

Machine Learning

Supervised Machine Learning

Unsupervised Machine Learning

Deep Learning

Intelligence

Motion

Venn Diagram

Benefits of BigQuery ML

How to set up BigQuery ML?

Conclusion

Intro

Helm.ai overview

Supervised vs unsupervised learning (deep teaching)

Real world example of unsupervised learning

Can the software be used on more than cars?

Helm.ai architecture

Future technical enhancements

Wrap Up