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Machine Learning for SEOs
@BritneyMuller
Senior SEO Scientist
@BritneyMuller
@BritneyMuller
Machine Learning is becoming more accessible &
will free us up to work on higher level strategy.
Machine Learning for SEOs
#1 Machine Learning Examples
#2 What is Machine Learning?
#3 Tools & Resources
@BritneyMuller
@BritneyMuller
@BritneyMuller
bit.ly/rand-b
@BritneyMuller
How Can Machine Learning Help YOU!?!
Content Research
Shout out to Kameron
Jenkins for talking
about this tool!
Automate Videos
Automate Transcriptions
#TTTLIVE19
bit.ly/tf-for-poets
#TTTLIVE19
#TTTLIVE19
Automate Meta Descriptions
@BritneyMuller
@BritneyMuller
@BritneyMuller
@BritneyMuller
Machine Learning will free us up to
work on higher level strategy.
Machine Learning for SEOs
#1 Machine Learning Examples
#2 What is Machine Learning?
#3 Tools & Resources
What is Machine Learning?
Machine Learning is a subset of AI that
combines statistics & programming
to give computers the ability to “learn”
without explicitly being programmed.
But, how does it ‘learn’!?
If Machine Learning was a car
data would be the fuel.
10 Year Challenge?
Gboard - the Google
Keyboard
Training data will get better &
Machine Learning will free us up
to do more strategic work.
Machine Learning for SEOs
#1 Machine Learning Examples
#2 What is Machine Learning?
#3 Tools & Resources
#TTTLIVE19
@BritneyMuller
Use Google's own NLP to know how G is understanding
your content (vs your competitors)!!!
#TTTLIVE19
CPU > GPU > TPU
Our Data Science Team at Moz is innovating
in this space and have developed ground-
breaking features coming soon!
Getting Started
• Search ‘Harvard CS109’ in GitHub
• Google CodeLabs – Break things!!!
• MNist --The “Hello World!” of Machine Learning
• Colab Notebooks OR Jupyter Notebooks
• Learn With Google AI
• Image-net.org
• Kaggle
• MonkeyLearn
• Yearning Learning (free book preview by Andre Ng)
• Neural Networks & Deep Learning
• Correlation vs Causation (by Dr. Pete!)
• Exploring Word2Vec
• The Zipf Mystery
• BigML
• Targeting Broad Queries in Search
• Project Mosaic Books
• Algorithmia
• How to eliminate bias in data driven marketing
• TensorFlow Dev Summit 2018 [videos]
• NLP Sentiment Analysis
• Talk 2 Books
• The Shallowness of Google Translate
• TF-IDF
• LSI
• LDA
• Learn Python
• Massive Open Online Courses
• Coursera Machine Learning
• RAY by Professors at UC Berkeley
Advanced Resources
ML for SEO Takeaways:
➢ 1. Machine Learning combines statistics & programming
➢ 2. An ML model is only as good as its training data
➢ 3. YOU can create a ML model today
➢ 4. ML will help us level up as an industry!
➢ 5. Diversity is paramount in ML
Thank You!
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller
Machine Learning for SEOs - SearchLeeds - Britney Muller

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