What is Machine Learning?
Machine Learning Training lets you gain expertise in Machine Learning Algorithms like K-Means Clustering, Decision Trees, Random Forest, and Naive Bayes using Python and R. Data Science Training encompasses a conceptual understanding of Statistics, Text Mining and an introduction to Deep Learning. Throughout this Data Science Course, you will implement real-life use-cases on Media, Healthcare, Social Media, Aviation and HR.
Session 1 –
Session 2 –
Introduction to Python for Machine Learning
Session 3 –
Introduction to Machine Learning
Exploratory Data Analysis : Missing Value, Outlier Analysis etc.
Session 4 –
Dimensionality Reduction: PCA, LDA, Kernel PCA
Session 5 –
Decision Tree Classification, Random Forest Classification, Error Matrices
Session 6 –
Linear Regression, Logistic Regression , KNN, Naive Bayes, SVM
Session 7 –
Clustering: K-Means, Hierarchical Clustering & Association Rule Learning: Apriori, Eclat
Session 8 –
Model Selection & Boosting: k-fold Cross Validation, Parameter Tuning, Grid Search, XGBoost
Session 9 –
Natural Language Processing: Bag-of-words model and algorithms for NLP
Session 10 –
Deep Learning: Artificial Neural Networks, Convolutional Neural Networks
Duration & Timings :
Duration – 30 Hours.
Training Type: Online Live Interactive Session.
Weekend Session – Sat & Sun 9:30 AM to 12:30 PM (EST) – 5 Weeks. December 14, 2019.
Weekend Session – Sat & Sun 9:30 AM to 12:30 PM (EST) – 5 Weeks. January 18, 2020.