What is Machine Learning
What is AI
What is Machine Learning?
Types of Machine Learning
Machine Learning Workflow
Machine Learning Life Cycle
Learn Online Directly From Professional Trainers!
Section-1
What is AI
What is Machine Learning?
Types of Machine Learning
Machine Learning Workflow
Machine Learning Life Cycle
Section-2
Basic Python
Getting Started with Anaconda
NumPy
Pandas
Matplotlib
Sklearn
Seaborn
Section-3
Correlation Analysis and Feature Selection
Linear Regression with Scikit-Learn
Evaluate Regression Model Performance
Dealing with Non-linear Relationships
Feature Importance
Data Preprocessing
Introduction to Classification
Logistic Regression
Confusion Matrix
Section-4
Support Vector Machine (SVM) Concepts
Support Vector Regression
Section-5
Training and Visualizing a Decision Tree
Tree Regression, Regularization and Over Fitting
Matplotlib
Sklearn
Seaborn
Section-6
Ensemble Learning Methods Introduction
Random Forests and Extra-Trees
Project
Section-7
kNN Introduction
Project
Section-8
Dimensionality Reduction Concept
PCA Introduction
Project
Section-9
Introduction to Neural Networks
Neural Network Architecture Foundations of Deep Learning Binary Classification Problem Natural Language Processing
You get to interact with highly experienced professionals who are AWS certified, have years of real-life projects and training experience. Moreover, Sreeprakash Neelakantan has published a book on Docker!
This is an instructor-led online course with presentation slides. Each student will be provided access to a cloud-based lab to do all the hands-on exercises.