Introduction to this course
Introduction to this course & Course Benefits
Installation of Anaconda Navigator
Quick Summary of Jupyter Notebook
How to follow this course-Must Watch
Project 1–>> Predict success of a Zomato Restaurant using Machine Learning
Datasets & Resources
Understand your data
Perform Data Cleaning on your data
Analysing your categories of Restaurants
Perform Restaurant Overview Analysis
Perform In-Depth Analysis of Restaurant
Analysing Best budget Restaurants
Perform Geographical analysis on data..
Analysing Customer Behaviour using WordCloud
Analysing Reviews of Restaurant…
What is Imbalance Data & how to handle it??
How to Prepare your data for Machine Learning
Perform Feature Importance on data
How to came across with your missing values in data..
Perform Feature encoding on your data.
Apply Feature Encoding & Prepare your data for Modelling
Intuition Behind Random Forest Part-1
Intuition Behind Random Forest Part-2
Apply Random Forest algorithm on data.
Intuition behind Logistic Regression –part 1
Intuition behind Logistic Regression –part 2
Intuition Behind Naive Bayes-Part 1
How Naive Bayes works with Text Data..
Intuition Behind Decision Tree- Part 1
Intuition Behind Decision Tree- Part 2
Intuition Behind Decision Tree- Part 3
Intuition Behind Decision Tree- Part 4
Intuition Behind Decision Tree- Part 5
Intuition Behind Decision Tree- Part 6
Project 2–>> Predict whether News is Fake or not ( NLP Use-case)
Datasets & Resources
Understand your data
How to Perform Stemming on your data
Intuition behind Bag of Words
Applying Bag of words on data..
Apply Naive Bayes on data..
Analyse your data & Playing with More algorithms
Project 3–>> Predict sales of a Product ( Time Series Use-case)
Datasets & Resources
Perform Data Cleaning on Time Series Data..
Checking Stationary Trend in Data
How to make your Data Stationary ?
Intuition behind ARIMA –part 1
Intuition behind MA model –ARIMA part 2
Intuition behind AR model — ARIMA part 3
Intuition behind Integrating — ARIMA part 4
Apply ARIMA Algorithm on data..
Applying SARIMAX Algorithm on data
Doing Predictions on Future date..
