Getting started with ai for free devopsdays rdu

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1
GETTING STARTED
WITH AI FOR FREE
A Primer
Dan Barker
Chief Architect - Archer
@barkerd427

2
Why AI?
@barkerd427

3
Leverage what you have
What you have:
▪ User data
▪ System data
▪ Free data!
What you solve:
▪ Fraud
▪ Disk space
▪ Patt...

4
Free data and research!!!
▪ https://toolbox.google.com/datasetsearch
▪ https://www.kaggle.com/
▪ https://scholar.google....

5
Jupyter Notebooks and
Google Colab
Data Science for everyone
@barkerd427

6
How to learn for free
▪ Jupyter Notebook
− Runs Locally
− Uses your local resources
▪ Google Colab
− Uses cloud resource...

7
Go to Google Colab:
ai.danbarker.codes

8
What is AI?
@barkerd427

9
AI is like “Digital”
▪ Natural Language Processing
▪ Machine Learning
▪ Deep Learning
▪ Vision
▪ Robotics
@barkerd427

10
Natural Language
Processing - NLP
@barkerd427

11
What is NLP?
▪ Natural Language Understanding
− Sentiment Analysis
▪ Natural Language Generation
@barkerd427

12
NLP Tools
▪ Python
− Natural Language Toolkit (NLTK)
− TextBlob
− SpaCy
− Textacy
− PyTorch-NLP
▪ Node
− Retext
− Compr...

13
Just starting?
▪ Python
− TextBlob
− Textacy
@barkerd427

14
Let’s look at Textacy and TextBlob

15
Machine Learning
@barkerd427

16
What is Machine Learning?
▪ Supervised learning
− predictive
− labeled data
− regression and classification
− Nearest N...

17
ML Tools
▪ numpy
▪ pandas
▪ matplotlib
▪ SciPy
▪ scikit-learn
▪ PyTorch
@barkerd427

18
Pandas, SciPy, and Boston
Housing Data

19
Deep Learning
@barkerd427

20
What is Deep Learning?
▪ Type of Machine Learning
▪ Hierarchical feature learning
▪ Deep Neural Networks
▪ Convolutiona...

21
Deep Learning Tools
▪ TensorFlow
▪ PyTorch
▪ Keras
▪ Caffe
▪ Microsoft Cognitive Toolkit
▪ MXNet
▪ Chainer
@barkerd427

22
The Bias
@barkerd427

23 @barkerd427

25
Complex Systems Theory
▪ we don’t actually understand
cognitive biases
▪ we don’t accurately attribute
success/failure
...

26
Resources
▪ https://www.kdnuggets.com/
▪ https://www.coursera.org/learn/machine-learning
▪ https://towardsdatascience.c...

27
Dan Barker
dan@danbarker.codes
danbarker.codes
dan.barker@rsa.com
rsa.com
@barkerd427

Getting started with ai for free devopsdays rdu

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