際際滷

際際滷Share a Scribd company logo
credit: Photo by Gaetano Cessati on Unsplash
Benny Bauer (@benikbauer)
Learning
Machine Learning
Anyone knows this person?
source: https://www.youtube.com/watch?v=rVQVAPiJWKU
source: https://towardsdatascience.com/cousins-of-artificial-intelligence-dda4edc27b55
AI vs. ML vs. DL
source: https://www.youtube.com/watch?v=-SgkLEuhfbg
How ML works?
source:https://www.youtube.com/watch?v=-SgkLEuhfbg
http://www.deeplearningbook.org/contents/intro.html, Figure 1.5
source: https://towardsdatascience.com/cousins-of-artificial-intelligence-dda4edc27b55
http://www.deeplearningbook.org/contents/intro.html, Figure 1.5
How Deep Learning works?
source: Nvidia
AI Advancement
source: https://towardsdatascience.com/wtf-is-machine-learning-a-quick-guide-39457e49c65b
Supervised Learning
source: https://towardsdatascience.com/wtf-is-machine-learning-a-quick-guide-39457e49c65b
Unsupervised Learning
AI Services Stack
Cognition as a Service
ML as a Service
AI Services Stack
ML IaaS
Cognition as a Service
ML as a Service
ML IaaS
source: Amazon
AWS
source: https://cloud.google.com/products/ai/building-blocks/
Google Cloud
source: https://azure.microsoft.com/en-us/services/cognitive-services/
Azure
Cognition as a Service
ML as a Service
ML IaaS
source: https://azure.microsoft.com/en-us/services/cognitive-services/
AWS
source: https://cloud.google.com/automl/
Google Cloud
source: https://azure.microsoft.com/en-us/services/machine-learning-studio/
Azure
Cognition as a Service
ML as a Service
ML IaaS
ML IaaS
- Hardware accelerated instances
- VM images with ML frameworks
Getting Started
as ML Engineer
source: https://blog.exellys.com/machine-learning-changing-world-job/machine-learning-pyramid/
Skills Hierarchy
source: https://mapr.com/ebooks/spark/08-recommendation-engine-spark.html
ML/DL Workflow
¢ Math
$ Linear algebra
$ Calculus
$ Statistics & Probability
¢ Data processing
¢ Coding
Prerequisites
source: https://towardsdatascience.com/some-useful-advice-and-q-a-for-machine-learning-data-science-starters-part-i-54f8abd531d5
https://towardsdatascience.com/how-to-shrink-numpy-scipy-pandas-and-matplotlib-for-your-data-product-4ec8d7e86ee4
Courses
Courses
And more courses...
https://github.com/josephmisiti/awesome-machine-learning/blob/master/courses.md
credit: https://aws.amazon.com/machine-learning/amis/
Frameworks
Tools
Playground Platforms
https://colab.research.google.com
credit: https://aws.amazon.com/machine-learning/amis/
YouTube
Blogs & Facebook
https://towardsdatascience.com/ https://becominghuman.ai/
????????? ??????? Machine & Deep learning Israel
Curated Lists
https://github.com/josephmisiti/awesome-machine-learning
https://github.com/EthicalML/awesome-machine-learning
-operations
https://becominghuman.ai/cheat-sheets-for-ai-neural-net
works-machine-learning-deep-learning-big-data-678c51b4
b463
Examples
source: https://www.youtube.com/watch?v=T76bK2t2r8g
Questions?
Thanks
Benny Bauer (@benikbauer)
A few more words
about AI
source: https://acceleratingbiz.com/proof-point/future-artificial-intelligence/
AI Stages
source: https://waitbutwhy.com/2015/01/artificial-intelligence-revolution-2.html
The Future?

More Related Content

Learning Machine Learning