Muggle -> VB4
VB6 - > Java
Java -> .Net
Java -> iOS mobile / game development
This is the biggest, not so much just from the technology stack, but more purely due to the size and complexity of all things ML, AI. Not coming from a mathematical / statistical background, it's really quite a deep hole to jump into, and quite a challenge.
Not only did this book walk me through a bunch of machine learning and data analysis theory, it got me to learn Python and in translating to Java I also got introduced to a whole bunch on Java related tools and frameworks.
I created blog posts for chapters 2-8, and decided to just work through the Python for chapters 9, 10, 11 and 12, for 2 reasons;
1. Improve my Python
2. Get it done so I can move onto my new personal project, using all this ML and Python knowledge to create an cross platform application with a rich UI using either Kivy or QT.
To list some the ML / Data Analysis topics covered in PCI:
- Classifiers
- Neural Networks
- Clustering
- Web crawlers
- Data indexers
- PageRank algorithm
- Genetic Algorithms
- Simulated Annealing
- K-Nearest Neighbours
- Bayesian filtering
- Decision trees
- Support vector machines
- Kernel Methods
- Linear Regression
- Evolving intelligence
The Java tools, libs and frameworks investigated:
- Encog
- Neo4J
- Google Guava
- Crawler4J
- Java Tuples
- Graphstream
- SQLite
- Rome
- JSoup
Python tools, libs and resources discovered:
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