Machine Learning is the most growing field in the domain of Computer Science and Engineering. It is involving new algorithms to solve the new problems. It is includes several subdivisions like data preparation and exploration,data representation and transformation,data visualization and presentation and predictive analytics. Essential Skills We Have:
Skills in Python
a) Numpy
b) Pandas
c) Matplotlib
d) Seaborn
e) Scikit-learn
f) NLTK
g) Open CV
h) TensorFlow
i) Keras
Data Pre-Processing:
a) Dealing with missing data
b) Data imputation
c) Handling categorical data
d) Encoding class labels for classification problems
e) Techniques of feature transformation
Data Visualization
Machine Learning:
Logistic Regression Classifier
Linear Regression
K-nearest neighbor (KNN)
Decision Tree Classifier
Random Forest Classifier
Support Vector Machine Classifier
Neural Networks:
ANN
CNN
RNN
LSTM
Bidirectional LSTM
etc