Tata Consultancy Services
Aug 2021 - Jun 2023
Assistant System Engineer - Trainee
● Majour training on - Machine learning and data science
- Topics covered
o Data preprocessing
o Regression - Simple linear regression, Multiple linear regression, Polynomial Regression, SVR, Decision Tree Regression, Random
Forest Regression
o Classification - Logistic Regression, K-NN, SVM, Kernel SVM, Naive Bayes, Decision Tree Classification, Random Forest
Classification
o Clustering - K-Means, Hierarchical Clustering
o Association rule learning - Apriori, Eclat
o Reinforcement learning - Upper Confidence Bound, Thompson Sampling
o Natural Language Processing - Bag-of-words model and algorithms for NLP
o Deep learning - Artificial Neural Networks, Convolutional Neural Networks
o Dimensionality reduction - PCA, LDA, Kernel PCA
o Model selection and boosting - k-fold Cross Validation, Parameter Tuning, Grid Search, XGBoost