Machine Learning for SEOs - SearchLeeds - Britney Muller
- 5. Machine Learning is becoming more accessible &
will free us up to work on higher level strategy.
- 6. Machine Learning for SEOs
#1 Machine Learning Examples
#2 What is Machine Learning?
#3 Tools & Resources
- 33. Machine Learning for SEOs
#1 Machine Learning Examples
#2 What is Machine Learning?
#3 Tools & Resources
- 34. 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.
- 44. Training data will get better &
Machine Learning will free us up
to do more strategic work.
- 45. Machine Learning for SEOs
#1 Machine Learning Examples
#2 What is Machine Learning?
#3 Tools & Resources
- 52. Use Google's own NLP to know how G is understanding
your content (vs your competitors)!!!
- 60. Our Data Science Team at Moz is innovating
in this space and have developed ground-
breaking features coming soon!
- 61. 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
- 62. • 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
- 63. 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