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Learn Data Science with R Training in Jalandhar with R, Python, Excel, SAS, and Tableau tool from Data Science Certified Experts. Call 9914077736 for more details about Data Science Course fees, Certification, Placements, Real-time Projects in Jalandhar City. We Rated as Best Data Science with R Training Provider in Jalandhar with 100% Job Assistance for our Students. In this course, we Cover Statistics, hypothesis testing, Machine Learning, AI Concepts, Deep Learning, Data Science algorithm, and Analytics Concepts.
Data Science with R Training Syllabus in Jalandhar
Module 1: Introduction to Data Science
- What is Data Science?
- What is Machine Learning?
- What is Deep Learning?
- What is AI?
- Data Analytics & it’s types
Module 2: Introduction to R
- What is R?
- Why R?
- Installing R
- R environment
- How to get help in R
- R Studio Overview
Module 3: R Basics
- Environment setup
- Data Types
- Variables Vectors
- Lists
- Matrix
- Array
- Factors
- Data Frames
- Loops
- Packages
- Functions
- In-Built Data sets
Module 4: R Packages
- DMwR
- Dplyr/plyr
- Caret
- Lubridate
- E1071
- Cluster/fpc
- table
- Stats/utils
- Ggplot/ggplot2
- Glmnet
Module 5: Importing Data
- Reading CSV files
- Saving in Python data
- Loading Python data objects
- Writing data to csv file
Module 6: Manipulating Data
- Selecting rows/observations
- Rounding Number
- Selecting columns/fields
- Merging data
- Data aggregation
- Data munging techniques
Module 7: Statistics Basics
- Central Tendency
- Mean
- Median
- Mode
- Skewness
- Normal Distribution
- Probability Basics
- What does mean by probability?
- Types of Probability
- ODDS Ratio?
- Standard Deviation
- Data deviation & distribution
- Variance
- Bias variance Trade off
- Underfitting
- Overfitting
- Distance metrics
- Euclidean Distance
- Manhattan Distance
- Outlier analysis
- What is an Outlier?
- Inter Quartile Range
- Box & whisker plot
- Upper Whisker
- Lower Whisker
- Scatter plot
- Cook’s Distance
- Missing Value treatments
- What is a NA?
- Central Imputation
- KNN imputation
- Dummification
- Correlation
- Pearson correlation
- Positive & Negative correlation
Module 8: Error Metrics
- Classification
- Confusion Matrix
- Precision
- Recall
- Specificity
- F1 Score
- Regression
- MSE
- RMSE
- MAPE
Module 9: Machine Learning
Module 10: Supervised Learning
- Linear Regression
- Linear Equation
- Slope
- Intercept
- R square value
- Logistic regression
- ODDS ratio
- Probability of success
- Probability of failure
- ROC curve
- Bias Variance Tradeoff
Module 11: Unsupervised Learning
- K-Means
- K-Means ++
- Hierarchical Clustering
Module 12: Machine Learning using R
- Linear Regression
- Logistic Regression
- K-Means
- K-Means++
- Hierarchical Clustering – Agglomerative
- CART
- 5.0
- Random forest
- Naïve Bayes
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Learn Data Science with Python Training in Jalandhar with Data Science Certified Experts using R, Python, Excel, SAS, and Tableau. For more information about Data Science Course Fees, Certification, Placements, and Real-Time Projects in Jalandhar City, call 9914077736. We are rated as the best Data Science with Python training provider in Jalandhar, with 100% job placement assistance. The Course By Itronix Solution Includes:Module 1: Introduction to Data Science What is Data Science? Line PlotBar GraphHistogramScatter PlotArea PlotPie ChartWorking With Multiple PlotsModule 10: Importing data Reading CSV filesSaving in Python dataLoading Python data objectsWriting data to csv fileModule 11: Manipulating Data Selecting rows/observationsRounding NumberSelecting columns/fieldsMerging dataData aggregationData munging techniquesModule 12: Statistics Basics Central TendencyMeanMedianModeSkewnessNormal DistributionProbability BasicsWhat does mean by probability?
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