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Getting Started Local Setup and Development Environment Python Programming & Computer Science Types Flow Control Data Structures Functions OOP and Time Complexity SciPy Stack NumPy pandas and matplotlib Mathematics Statistics Probability Calculus and Linear Algebra Introduction to Data Science and Statistical Analytics Introduction to Data Science Use cases The need for Business Analytics Data Science Life Cycle Different tools available for Data Science Introduction to R Installing R and R-Studio R packages and R Operators if statements and loops (for while repeat break next) switch case Data Exploration Data Wrangling and R Data Structure Importing and Exporting data from an external source Data exploratory analysis R Data Structure (Vector Scalar Matrices Array Data frame List) Functions Apply Functions Data Visualization Data Science Training Course Bar Graph (Simple Grouped Stacked) Histogram Pie Chart Line Chart Box (Whisker) Plot Scatter Plot Correlogram Introduction to Statistics Terminologies of Statistics Measures of Centers Measures of Spread Probability Normal Distribution Binary Distribution Hypothesis Testing Chi-Square Test ANOVA Predictive Modeling 1 ( Linear Regression) Supervised Learning Linear Regression Bivariate Regression Multiple Regression Analysis Correlation ( Positive negative and neutral) Industrial Case Study Machine Learning Use-Cases Machine Learning Process Flow Machine Learning Categories Predictive Modeling 2 (Logistic Regression) Logistic Regression Decision Trees What are Classification and its use cases What is Decision Tree Algorithm for Decision Tree Induction Creating a Perfect Decision Tree Confusion Matrix Random Forest Random Forest What is Naive Bayes Unsupervised learning Data Science Training Course What is Clustering & its Use Cases What is K-means Clustering What is Canopy Clustering What is Hierarchical Clustering Association Analysis and Recommendation engine Market Basket Analysis (MBA) Association Rules Apriori Algorithm for MBA Introduction of Recommendation Engine Types of Recommendation User-Based and Item-Based Recommendation Use-case Sentiment Analysis Introduction to Text Mining Introduction to Sentiment Setting up API Bridge between R and Twitter Account Extracting Tweet from Twitter Acc Scoring the tweet Time Series What is Time Series data Time Series variables Different components of Time Series data Visualize the data to identify Time Series Components Implement ARIMA model for forecasting Exponential smoothing models Identifying different time series scenario based on which different Exponential Smoothing model can be applied Implement respective ETS model for forecasting
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