Data Science / Deep Learning / ML / AI

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