Notes from appliedaicourse https://www.appliedaicourse.com/
Topics
- Exploratory Data Analysis
- Probability
- Linear Algebra
- Dimensionality Reduction
- Feature Engineering - NLP
- Feature Engineering - other techniques
- Classification & Regression Problems
- Model Perfomance
- KNearestNeighbours
- Logistic Regression
- Linear Regression
- Naive Bayes
- Optimization Algos
- Support Vector Machines
- Decision Trees
- Ensemble Models
- K-Means Clustering
- Hierarchial Clustering
- DBSCAN
- Recommender Systems
- Deep Learning Neural Nets
- Deep Learning Multi Layer Perceptrons
- Deep Learning Convolution Neural Nets
- Deep Learning Long Short Term Memory