[100% Free] Data Science and Machine Learning with R and Python
Data science,Machine Learning,Data visualization with R and Python using real world examples.
What Will I Learn?
- Solve any data analytics problem using R and Python
- Perform Data exploratory functions,importing and exporting the data sets,Data manipulation
- Perform Logistic Regression using Cancer remission data set.
- Data manipulation in R-Dply,Filter,multiple filter,mutate,arrange,summarize.
- Data visualization in R-Bar graphs,Stacked bar,grouped bar graph,Line chart for time series data,Box plot to calculate mean, median, min ,max ,3rd quartile and 1st quartile values
- Association Analysis in R using Market Basket analysis
- Basics of Python,importing sys library,platform,checking the platform,run a code,checking data type,performing calculations,concatenating of strings,conversion of values,working on tuples,
- Working with tuple continued,list,tuple,dictionaries(key value pair),set,In keyword,define a function,sorting using sorted function.
- Data mapping and indexing using enumerate,creating dictionaries using enumerate,sorting without order,reversing the list,append the list.
- Zip function,Iterate the value of tuple,If statement,else if statement,for loop,while,exception handling
- Mathematical on Array using Numpy,decalring the 2D array,3D array,dtype,numpy operations,boolean array
- Shape manipulation on Arrays,flatten the data set,reshape the data set,resize the array,split array,stacking of arrays,broadcasting,scalar on arrays,transpose function,inverse function on arrays using linalg function,sum of diagonal elements using trace.
- Pandas,series containing data and label,list,series from a scalar,creating series from dictionary,access the element in series according to location using iloc().
- Vector operation with data alignment,creating data frame out of dictionary of equal length list,create Data frame by combining two series,create Data frame from array.
- Vector operation with data alignment,creating data frame out of dictionary of equal length list,create Data frame by combining two series,create Data frame from array.
- Grouping by variable,Sorting of Data,standardization of data,apply standardized function to data frame
- Linear regression in python
Includes:
- 6 hours on-demand video
- Full lifetime access
- Access on mobile and TV
- Certificate of Completion
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