“I hear and I forget, I see and I remember, I do and I understand.”
– Confucius
Most machine learning books are very theoretical. Very few books explain how to use machine learning in a practical manner. In this series, I will share my learning experience of machine learning and deep learning, starting from 0.
I use Java daily, so in earlier times I tried to use Java for machine learning. You can see some posts use Java. Later, I found that Python is much more efficient for machine learning (coding-wise) so I switched to Python.
Deep Learning
- Set up development environment for deep learning
- Hardware setup for deep learning
- Popular deep learning libraries
- Neural Network Back-propagation
- Recurrent neural network back-propagation through time (BPTT)
- RNN Example – AI Programmer (1)
- RNN Example – AI Programmer (2)
- RNN Example – AI Programmer (3)
- RNN Network Structures
- Deep learning resources
Machine Learning
- What is machine learning?
- Decision Tree (Java)
- k-Nearest Neighbors (Java)
- K-means Clustering (Java)
- Logistic Regression
- Support Vector Machine (SVM)
- Logistic Regression vs. SVM
- How to handle noise data?
- How to handle over-fitting?
Key Terms
- Gradient descent optimization
- Activation functions
- Cost functions
- Dropout
MEDLINE is a great resource for finding information on different topics, including nursing. MEDLINE contains academic articles about different topics in the medical field, such as veterinary medicine, nursing, and healthcare management. Use this database to find reliable sources and build your paper around a strong thesis. Having a good topic for your nursing term paper is only half the battle. It takes planning and research.