Artificial intelligence and data science with Python

Things to Set-Up

· Environment Set-up and Installation

· Jupyter Notebooks

· Virtual Environments

Python for Data Analysis - Numpy

· Introduction to Numpy

· Numpy Arrays

· Numpy Array Indexing

· Numpy Operations

Python for Data Analysis - Pandas

· Introduction to Pandas

· Series

· DataFrames

· Missing Data

· Groupby

· Merging Joining and Concatenating

· Operations

· Data Input and Output

Python for Data Visualization - Matplotlib

· Introduction to Matplotlib

· Matplotlib practical

Python for Data Visualization - Seaborn

· Introduction to Seaborn

· Distribution Plots

· Categorical Plots

· Matrix Plots

· Grids

· Regression Plots

· Style and Color

Python for Data Visualization

· Pandas Built-in Data Visualization

· Pandas Data Visualization - Practcal

Python for Data Visualization - Plotly and Cufflinks

· Introduction to Plotly and Cufflinks

· Plotly and Cufflinks

Machine Learning

· Introduction to Machine Learning

· Introduction to Machine - ISLR

· Machine Learning with Python

Linear Regression

· Linear Regression Theory

· Linear Regression with Python

·

Cross Validation and Bias-Variance Trade-Off

· Bias Variance Trade-Off

Logistic Regression

· Logistic Regression Theory

· Logistic Regression with Python

Natural Language Processing and Deep Learning Section!

K Nearest Neighbors

· KNN Theory

· KNN with Python

Decision Trees and Random Forests

· Introduction to Tree Methods

· Decision Trees and Random Forest with Python

· Decision Trees and Random Forest in details

Support Vector Machines

· SVM Theory

· Support Vector Machines with Python

K Means Clustering

· K Means Algorithm Theory

· K Means with Python

· Principal Component Analysis

· PCA with Python

Recommender Systems

· Introduction to Recommender Systems

· Recommender Systems with Python

Natural Language Processing

· Natural Language Processing Theory

· NLP with Python

Neural Nets and Deep Learning

· Neural Network Theory

· What is TensorFlow ?

· Changes with TensorFlow

· TensorFlow Installation

· TensorFlow Basics

· MNIST with Multi-Layer Perceptron

· Natural Language Processing Theory

· NLP with Python

· TensorFlow with ContribLearn

· Tensorflow Practical