Jaydeep Chakraborty
Different types of Machine Learning
- 1. Supervised learning
- 1.1 Classification
- 1.2 Regression
- 1.3. Forecasting
- 2. Unsupervised learning
- 2.1 Clustering
- 2.2 Dimension reduction
- 3. Semi-supervised learning
- 4. Reinforcement learning
Different types of ML Algorithm
- Naïve Bayes Classifier Algorithm (classification)
- Decision Trees (classification, regression)
- Random Forests (classification, regression)
- Logistic Regression (classification)
-
Linear Regression (regression)
https://github.com/jaydeepchakraborty/NLP/blob/master/LinearRegressionWithPyTorch.ipynb
- Support Vector Machine Algorithm (classification, regression)
- K Nearest Neighbours (classification)
- Neural Network (classification, regression)
- K Means Clustering Algorithm (clustering)
-
Autoencoder (dimension reduction)
https://github.com/jaydeepchakraborty/NLP/blob/master/AutoEncoder.ipynb
-
Recursive Neural Network
-
Many - to - One (seq - one)
https://github.com/jaydeepchakraborty/NLP/blob/master/RNN((seq)%20-_%201).ipynb
-
Many - to - One (seq - one) | padding
https://github.com/jaydeepchakraborty/NLP/blob/master/RNN-PAD((seq)%20-_%201).ipynb
-
Many - to - One (seq - one) | attention
https://github.com/jaydeepchakraborty/NLP/blob/master/RNN-Attention((seq)%20-_%201).ipynb
-
Many - to - One (seq - one) | padding | attention
https://github.com/jaydeepchakraborty/NLP/blob/master/RNN-Attention-PAD((seq)%20-_%201).ipynb
-
Many - to - One (seq - one) | padding | attention | mask
https://github.com/jaydeepchakraborty/NLP/blob/master/RNN-Attention-PAD-Mask((seq)%20-_%201).ipynb
-
Many - to - Many (seq - seq) | padding | attention | mask
https://github.com/jaydeepchakraborty/NLP/blob/master/RNN-Attention((seq%2C%20seq)%20-_%201).ipynb
-
Many - to - One (seq - one)
-
Transformer
-
Basics | Architecture
https://github.com/jaydeepchakraborty/NLP/blob/master/Transformer.ipynb
-
Many - to - One (seq - one)
https://github.com/jaydeepchakraborty/NLP/blob/master/Transformer((seq)%20-_%201).ipynb
-
Many - to - Many (seq - seq)
https://github.com/jaydeepchakraborty/NLP/blob/master/Transformer((seq)%20-_%20seq).ipynb
- Recursive Neural Network
-
Graph Neural Network
-
Basics | Architecture
https://github.com/jaydeepchakraborty/NLP/blob/master/GNN_Introduction.ipynb