What is Artificial Intelligence

Application of Statistics and Programming in Data Science & Artificial Intelligence

Importance of Data in Artificial Intelligence, Data Science and Data Analytics

Introduction to Data Types

Basic Statistics

Probability

Inferential Statistics

Python Introduction

Data Types and Data Structure Variables

Functions

Control Flow

Exception Handling

Classes

Useful Data Science Liabraries

Import Datasets and Modules

Numpy arrays

Pandas

Data Visualization

Instroduction to Predictive Analytics and Machine Learning

Linear Regression

Logistic Regression

Cluster Analysis

Time Series Forecasting

Decision Tree

Ensemble Methods in Tree Based Models

Support Vector Machines

K-Nearest Neighbor (KNN)

Inroduction

Extracting Data using NLP

Text Preprocessing for application

Text Indexing for Analysis

Feature Engineering for Word Cloud

Advanced NLP and ML for NLP

Implementing Industrial Applications

NLP and Deep Learnign for NLP

Neural Networks

Artificial Neural Networks (ANN)

Tensorflow & Keras

Recurrent Neural Network (RNN)

Convolutional Neural Network (CNN)