All materials (presentations and tutorials) from AI Saturdays - Boise Chapter, organized by AI Developers, Boise!
Connect with us:
- AI Developers, Boise Slack Group
- Facebook Group
- AI6 forum
- AI Saturdays (nurture.ai) Slack Group
- Week 0 (March 5, 2018) - AI6 Orientation
- Week 1 (March 12, 2018) [old link] [Preliminary Readings]
- Python, Installation and Environment Setup
- Introduction to Python
- Numpy, Scipy and Matplotlib
- Week 2 (March 19, 2018) [old link] [Preliminary Readings]
- Beginners level tutorial on Numpy
- Beginners level tutorial on Pandas
- Tutorial on Linear Regression (Naive Implementation and Intuition)
- Linera Regression Intuition
- Univariate Linear Regression
- Linear regression using Matrix Multiplication
- Linear Algebra - data generation simulation and demonstration
- Week 3 (June 2, 2018) [old link] [Preliminary Readings]
- Titanic: Machine Learning from Disaster (Kaggle) and Logistic Regression
- Probability Distributions
- Data Science in Agriculture
- Week 4 (June 9, 2018) [Preliminary Readings]
- Tensorflow, GCP and ML Engine
- Convex Optimization (General Intuition)
- Gradient Descent ( Naive implementation from scratch to train a simple linear regression)
- Week 5 (June 16, 2018)[Preliminary Readings]
- TBA