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Data Analytics Course Introduction (Start From Here)
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Connect with Teaching Assistant for Doubt Clearance.
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How To Connect Teaching Assistant (TA) ?
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How To Follow Course Structure ?
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How To Get Course Certificate ?
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How To Submit Resume For Review ?
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How To Apply For Internship ?
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Understand The Individual Course Structure
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Please Read
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How to start with Python Module ?
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Structure of Excel, Tableau & PowerBi Module
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Structure of SQL Module
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Structure of Google Data Studio, QuickSight and R
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Fundamentals of AI and Data Science(Optional)
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1. Intro To Artificial Intelligence
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2. Intro To Machine Learning
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3.What is Data ?
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4. Brief Intro To ML Algorithms
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5. Life Cycle of Data Science & ML Project
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6. What is Deep Learning ?
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7. Real World Implementation of AI
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8. Different Roles in Data Science
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Core Python
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Video 0: Importance of programming
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Python Basics Assignment(Download this first)
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Video 1: Print
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Video 2: Comments
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Video 3: Variables
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Video 4: Datatypes
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Video 5: TypeCasting
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Video 6: ArithmeticOperation
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Video 7: Indexing & Slicing
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Video 8: String Operations
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Video 9: Input Output
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Video 10: Math Function
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Video 11 : BinaryNumber(optional for data science)
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Video 12: Python Operator
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Video 13 : Data Structures Introduction
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Video 14.1 : List Part 1
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Video 14.2 : List Part 2
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Video 14.3 : List Part 3
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Video 15 : IF ELSE
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Video 15.1: Statement & Indentation
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Video 16: Loops
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Video 17: Loop Problem Statements in Python , Nested Loop Examples (Optional)
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Video 18: Functions in Python , User Defined Functions
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Video 19: Top 5 Python Functions YOU MUST KNOW
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Python Basics Explanation Video
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Python reloaded assignment(download this)
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Video 20: Set
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Video 21: Dictionary
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Video 22: Tuple
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Video 23: List Dict Set Comprehensions in Python(More Examples)
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VIdeo 24: DECODING RECURSION in Python
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Python_Reloaded Assignment Solution(Explanation)
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Video 25: File Handling
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Video 26: Error Handling
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Data Structures Assignment(Download this first)
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Data structure solution
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Video 0 : Python_Intermediate_Tutorial
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Video 1: Python Intermediate Intro
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Python Intermediate Assignment(Download this first)
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Video 2: Duplicate, Occurence, Factorial Problem
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Video 3: Reversing a Number
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Video 4: IP Address Problem
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Video 5: Removing Punctuation, 2-D Array
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Video 6: Cost of Removal Problem
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Video 7: Smallest String , Count Code
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Video 8: Sum of the Series, Count of Vowels
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Video 9: Longest Substring
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Video 10: Hangman
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Intermediate solution
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Video : Regex Tutorial
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Regex assignment
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Regex_Explanation_Video
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Hackerank Section
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Video : Create Account (Hackerrank)
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Hacker_rank Challenge Assignment
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Problem Sol 1 : PythonIfElse
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Problem Sol 2 : PythonArithOper
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Problem Sol 3 : PythonPrintFun
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Problem Sol 4 : PythonWriteAFuncLeapYr
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Problem Sol 5 : ListComprehension
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Problem Sol 6: RunnerUp
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Problem Sol 7: NestedLists
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Problem Sol 8: FindingPercentage
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Problem Sol 9: Lists
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Problem Sol 10: Tuples
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Problem Sol 11: MinionGame
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Problem Sol 12: DoorMatDesign
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Problem Sol 13: MergeTool
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Problem Sol 14: findaString
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Problem Sol 15: NoIdea
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Problem Sol 16: SymDiffSet
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Problem Sol 17: LambdaMap
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Problem Sol 18: ValidEmail
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Problem Sol 19: ReduceFunc
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Problem Sol 20: CollectionCounter
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Probloem Sol 21 : NamedTuples
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Problem Sol 22 : DefaultDict
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Hackerank All Problem Solution of Assignment
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Python Notes Link
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Python For Data Science
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Numpy
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Introduction To NumPy
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Numpy assignment(Download this first)
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Video 1: Numpy Array Dimensions
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Video 2: List Vs Numpy
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Video 3: Numpy array Reshaping
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Video 4: Numpy Array Indexing
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Video 5: Numpy Slicing Operations
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Video 6: Numpy View Vs Copy
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Video 7 : Numpy Hstack Vs Vstack
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Video 8: Numpy Concatenation
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Video 9: Numpy Insert Append Delete
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Complete numpy tutorial(Add on)
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Numpy Assignment solution
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Pandas
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Introduction To Pandas
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Pandas assignment(download this first)
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Video 1: Pandas Series
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Video 2: Pandas DataFrame
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Video 3: Pandas Concatenation
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Video 4: Top Pandas Commands in Data Science
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Video 5: Indexing DataFrame
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Video 6: How to upload and read data in colab
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Video 7: Pandas Groupby
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Video 8: Pandas Date Range
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Pandas creating and reading CSV files in Jupyter notebook(Add on)
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Black Friday Case Study
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Pandas Assignment Solution
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Data Cleaning
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Data Cleaning(Download this first)
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Video 1: Introduction of Data Cleaning
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Video 2: nan special case 1
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Video 3: nan special case 2
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Video 4: basic missing value treatment
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Video 5: Ffill, Bfill & KNNImputer
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Video 6: deciding imputation technique
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Video 7: Dataframe Iterations
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Video 8: Pandas Function
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Data Cleaning Assignment Solution
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EDA
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Intro To EDA
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Eda assignment(download this first)
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Video 1: Deleting rows and columns from the Dataframe
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Video 2: Duplicate Values
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Video 3: Missing Value Handling
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Video 4: Removing Outliers from the DataFrame
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Video 5: IQR Outlier & Z score
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Video 6: Data Visualisation by Different Plots
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Video 7: Matplotlib(creating visual, labels,subplot)
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Video 8: Matplotib part 2(Object Oriented way, fonts, fig_size,dpi)
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Video 9: Matplotlib part 3(Legends,labels)
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Video 10 : Matplotlib part 4(barchart, scatter plot chart,histogram,piechart)
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Video 11: Seaborn tutorial part 1
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Video 12: Seaborn tutorial part 2
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EDA Assignment Explanation Part 1
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EDA Assignment Explanation Part 2
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Quiz Section
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Python Quiz
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Data Structure Quiz
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NumPy Quiz
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Pandas Quiz
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Excel
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Dataset used in course
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Video 1: Tableau and Excel Comparison
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Video 2: Basic Excel Interface
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Video 3: Data Types in Excel
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Video 4: Applying Calculations
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Video 5: Relative and Absolute Cell Reference
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Video 6: Calculation Order Preference
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Video 7: Cell error
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Task 1 Excel
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Task 1 Excel Answer
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Video 8: Functions
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Video 9: Modifying Spreadsheets
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Video 10: Formatting the spreadsheet
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Task 2 Excel
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Task 2 Excel Answer
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Video 1-10 Quiz
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Video 11: Conditional Formatting
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Video 12: Illustrations
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Video 13: Column Chart
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Video 14: Different Chart Types
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Video 15: Print Command
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Task 3 Excel
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Task 3 Excel Answer
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Video 16: Print Command
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Video 17: Sort
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Video 18: Filters & Subtotal
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Video 19: Custom Sort
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Video 20: Format as a Table
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Video 11-20 Quiz
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Video 21: Duplicates Rows Treatment
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Task 4 Excel
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Task 4 Excel Answer
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Video 22: DSUM I
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Video 23: DSUM II
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Video 24: Other Functions
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Video 25: SubTotal Function
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Video 26: Data Validation I
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Video 27: Data Validation II
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Task 5 Excel
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Task 5 Excel Answer
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Video 28: Pivot Table
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Video 29: Grouping in Pivot Table
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Video 30: Modifying Pivot Table
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Video 21-30 Quiz
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Video 31: Features of Pivot Table
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Video 32: Filters in Pivot Table
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Task 6 Excel
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Task 6 Excel Answer
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Video 33: Introduction to Power Pivot
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Video 34: Joining Sheets in Power Pivot
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Video 35: KPI in Powerpivot
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Video 36: Freeze Panes
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Video 37: Group & Print Tiltle
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Video 38: 3D Cell referencing
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Video 39: Consolidate
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Video 40: Name Range
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Task 7 Excel
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Task 7 Excel Answer
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Video 41: IF Function
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Video 42: IF Function II
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Video 43: Nested Function
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Video 44: Nested IF Function
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Video 45: SUMIF Function
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Task 8 Excel
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Task 8 Excel Answer
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Video 31-45 Quiz
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Video 46: VKLOOP Function
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Video 47: IFERROR Function
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Video 48: HLOOKUP Function
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Video 49: INDEX Function
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Video 50: MATCH Function
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Video 51: INDEX & MATCH Nested
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Video 52: INDEX & MATCH Nested II
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Video 53: Dynamic Use of HLOOKUP
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Task 9 Excel
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Task 9 Excel Answer
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Video 54: LEFT,RIGHT,MID,LEN
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Video 55: SEARCH Function
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Video 56: CONCAT Function
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Task 10 Excel
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TASK 10 Excel Answer
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Video 57: Formula Audit I
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Video 58: Formula Audit II
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Video 59: Worsheet Protection
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Video 60: Workbook Protection
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Video 46-60 Quiz
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Video 61: Goal Seek
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Video 62: Solver Function
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Video 63: Data Table
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Video 64: Scenario Manager
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Video 65: Macro Introduction
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Video 66: Macro Recording
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Video 67: Editing Macro with VBA
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Video 68: Creating Macro Buttons
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Video 69: Ways of Running Macro
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Video 70: VBA
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Video 71: Basic Codes in VBA
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Video 72: VBA Procedures
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Video 73: VBA Procedures II
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Video 74: Variables in VBA
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Video 75: Conditionals
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Video 76: Do while loop
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Video 77: VBA Loops
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Video 61-77 Quiz
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Video 78: Creating Dashboard
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Video 79: INDIRECT
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Video 80 : OFFSET
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EXCEL Uber Case Study
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Tableau
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All dataset at one place(tableau)
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Video 0 : Introduction to Tableau
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Video 1 - Tableau Installation
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Video 2: Tableau User Interface
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Video 3: Dimensions and Measures
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Video 4: epare Bar Charts using Tableau
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Video 5: How to prepare Line Charts using Tableau
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Video 6: Combined Axis and Area Chart
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Video 7: Dual Axis Chart
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Video 8: Uses of charts
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Video 9: Different types of Plots
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Q1 Tableau
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Q1 Tableau Solution
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Video 1-9 Quiz
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Video 10-Working with Data
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Video 11- Default Properties of Fields
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Video 12- Dimension Filter
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Video 13- Measure Filter
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Video 14- Visual Filter
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Video 15- Interactive Filter
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Video 16-Data Source Filter
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Video 17- Context Filter
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Video 18 - Sets
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Q2 Tableau
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Q2 Tableau Solution
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Video 19- Parameters
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Video 20- Groups
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Q3 Tableau
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Q3 Tableau Solution
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Q4 Tableau
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Q 4 Tableau Solution
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Video 21-Calculated Fields
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Video 22- Date Functions
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Video 23- Text Functions
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Video 24- Bins and Histogram
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Q5 Tableau
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Q 5 Tableau Solution
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Video 25- Sort Function
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Video 10-25 Quiz
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Video 26- Reference lines and Trend lines
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Video 27 - Quick Table Calculations
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Video 28 - Pareto Chart and Waterfall Chart
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Q6 Tableau
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Q 6 Tableau Solution
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Video 29 - Introduction to Dashboards
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Video 30 - Object in Dashboards
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Video 31- Filters in Dashboard
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Video 32- Actions
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Video 33 - Dashboard for Mobile
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Video 34 - Story
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Q7 Tableau
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Q 7 Tableau Solution
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Video 35 - Union
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Video 36 - Joins
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Video 37 - Data blending -I
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Video 38 - Data Blending -II
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Video 39 - Fixed LOD
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Video 40 - Include LOD
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Video 41 - Exclude LOD
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Q8 Tableau
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Q 8 Tableau Solution
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Video 26-41 Quiz
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IPL Case Study
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IPL CASE STUDY - 1
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IPL CASE STUDY - 2
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IPL CASE STUDY - 3
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Superstore Case Study
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Case Study-Superstore-I
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Case Study-Superstore-II
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Covid19 Case Study
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Covid 19 case study
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Loan Application Case Study
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Loan Application Case Study
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PowerBI
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All dataset at one place
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Lecture 1: Introduction to powerbi
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Lecture 2: Bar Charts
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Lecture 3: Piechart, DonutChart, Funnel Chart
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Lecture 4: RibbonChart, LineChart, AreaChart
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Lecture 5: Combochart, Scatter, Waterfall Chart, TreeMap Chart
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Video1-5 Quiz
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Lecture 6: Maps, Filled Maps
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Lecture 7: Tables,Conditional_formatting, Matrix
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Lecture 8: Gauge Chart, Cards, Multi Row cards
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Lecture 9: Filter, drill
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Lecture 10: Slicer-Text, Number, Date
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video 6-10 quiz
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Lecture: 11: Advance Chart, Animated Bar chart, Wordcloud, Sunburst
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Lecture 12: Advanced chart-PlayAxis, Scroller, InfoGraphic
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Lecture 13: Inserting Object in Power BI(text, images, shapes)
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Lecture 14: Inserting Object in Power BI(Drill Through, bookmark)
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Lecture 15: Creating report in PBI
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Lecture 16: Publishing in power bi
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Lecture 17: Power BI dashboard
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Lecture 18: How to refresh data in power bi
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Lecture 19: Assigment 1 announcement
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Assignment 1 submission
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Assignment 1 solution
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video11-20 Quiz
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Lecture 21: Power_Query (INtroduction)
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Lecture 22: Text Function
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Lecture 23: Date Function
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Lecture 24: Number Function
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Lecture 25: Assignment 2 announcement
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Lecture 26: Assignment 2 submission here
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Assignment 2 solution
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Lecture 27: Appending_sheets
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Lecture 28: Merging sheets
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Lecture 29: Columns_from_example
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Lecture 30: Conditional_column
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Lecture 31: Assignment 3 announcement
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Assignment 3 submission here
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Assignment 3 solution
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Lecture 32: Fill,groupby,transpose
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Lecture 33: Keep and remove columns and rows
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Lecture 34: Data_modelling
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Lecture 35: assignment4_data_modelling
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Assignment 4 submission here
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assignment4 solution
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lecture 36: DAX,new column, new measures
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lecture 37: quick measure,new table
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lecture 38: M language (list tools)
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lecture 39: M language (custom column)
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lecture 40: M language (DAX function)
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lecture 41: M language (Creating own query)
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Video21-end Quiz
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More on DAX in Detail
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1(INTRO, DATATYPES, OPERATORS)
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2(first Dax )
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3(date function)
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4(Date_function_Part2)
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5(Text Function)
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6(Iogical)
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7(Calculated measure)
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8(previous day, year, quarter)
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CASE STUDIES
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Case Study 1: customer churn Analysis
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CaseStudy 2: Covid-19 Anlysis
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Case Study 3: Airline Analysis
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Case Study 4: Life Expectancy
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Case Study 5 : Walmart Sales Data Part 1 (Problem statement)
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Walmart Sales Data Part 2 (Dashboard Creation)
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SQL
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SQL Crash Course(Add on)
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Database concept
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Mysql installation
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SQL Queries Basic + Intermediate
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SQL Basics
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Video 1: CRUD
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Video 2: Data Definition Language
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CRUD Operations
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crud solution
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SQL Intermediate
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Video-3 Limit, Orderby
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Video-4 Where,Distinct,ComparisonOperators
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Video-5 Logical_Operators
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Video-6 Groupby,Having
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Video 7: Joins
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VIdeo-8 Nested_Queries
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Group by
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group by solution
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Joins Queries
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Joins solution
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Subquery
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subquery solution video
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Video 10: Table constraints
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Table Constraints
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table constraint solution video
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Video 11: case when statements
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PGexercise Problems
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PGexercise Solution
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Hackerank SQL Problems
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Hackerank SQL Solution
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Company Schema Practice Problem
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Company Schema solution video
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Advanced SQL
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University schema Case Study
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university schema solution
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Cursors_tutorial
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Cursors Assignment
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Cursors solution video
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SQL_Views tutorial
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Views Assignment
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Views solution
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Transactions tutorial
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Transactions Assignment
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transactions solution video
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Window functions
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CTE Tutorial
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SQL String transformations & Regex
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Date Time Manipulation
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Introduction of Data Modeling +forward engineering
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SQL Reverse engineering
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stored procedures
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Case Study 1 : DATAMART
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Case Study 2 : DATA BANK
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Case Study 3: Texture Tales
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Google Data Studio
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Google Analytics Case Study
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Google Analytics Part 1
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Google Analytics Part 2
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Google AD Assignment solution
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Personal Transaction Case Study
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financial dashboard of personal transaction
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Healthcare Case Study
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Thyrocare Dashboard
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E Commerce Case Study
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E com dashboard
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AWS Quicksight
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AWS analytics dashboard on patient info
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Hotel Bookings Case Study
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R For Data Analysis(Optional)
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Video 1 : Introduction
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Video 2 : Directory, Packages, Help
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Video 3: Assignment Operator
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Video 4: Datatypes
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Video 5: Print, paste, typecasting
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Assignment 1: Operators_datatype
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Assignment 1: Operators_datatype solution (R)
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Video 6: Vector Introduction
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Video 7: Vector-inbuilt
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Video 8: Vector-Repetition Method
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Video 9: vector operations
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VIdeo 10: Vectors-Operation-Append, Insertion, Remove,Membership
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Video 11: Vectors-Mathematical Operation
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Assignment 2: Vectors
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Assignment 2: Vectors solution(R)
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Video 12: (Conditional statements, loops)
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Video 13: Break, Next, While
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Assignment 3: Conditional Statements
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Assignment 3 Conditional Statements Solution (R)
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Video 14: Functions
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Video 15: (factors)
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Video 16: (lists)
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Assignment 4: Factors
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Assignment 4 Factors Solution (R)
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Video 17: (matrix)
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Video 18 : (Dataframe1)
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Video 19: (Dataoperations1)
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Video 20: DataframeOpeartions-2
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Video 21: DataframeOperations-3
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Assignment 5: Matrix
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Assignment 5 Matrix Solution (R)
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Assignment 6: DataFrame
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Assignment 6 DataFrame Solution (R)
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Video 23: Dplyr1
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Video 24: Dplyr2
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Assignment 7: Dplyr
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Assignment 7: Dplyr Solution (R)
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Assignment : List
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Assignment lists solution
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Video 25: Visualization1_1
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Video 26: Visualization2_1
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Video 27: visualization3_1
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Video 28; Visualization4
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Customer Segmentation Case Study
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Explaining Customer Problem Statement
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Download Customer File And Submission Point
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Customer Segment Analysis Solution
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Walmart Sales Data Analysis
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Explaining Walmart Business Problem
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Download Walmart File And Submission Point
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Walmart Analysis Solution
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Maths And Stats For Data Science(Assignments are Optional)
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Linear Algebra Tutorials
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Video 1- Introduction of Vectors
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Video 2-Addition and Subtraction of vectors
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Video 3-Properties & Co-ordinate system
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Video 4-Vector Sum
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Video 5-Dot Product
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Video 6- Examples
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Video 7- Arithmectic operations on Vectors
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Video 8- Vector Norms
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Video 9-Changing Coordinates
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Video 10- Linearly Independent vectors
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Video 11-Basis Vectors
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Video 12-Matrices Introduction
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Video 13-Types and Properties of Matrices
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Video 14- Rank
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Video 15- Nullity and Null Space
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Video 16-Linear Equations case 1
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Video 17- Case 2
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Video 18- Case 3
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Video 19 - Vectors Revisited
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Video 20- Vector line equation and projection
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Video 21- Hyperplanes & halfspaces
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Video 22- Eigenvalues & Eigenvectors
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Video 23-Properties of eigenvectors
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Calculus Tutorials
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Video 1-Functions
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Video 2-Derivatives
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Video 3-Derivative 2
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Video 4-Continous function
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Video 5- Integration
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Video 6-Maxima and Minima
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Video 7- Gradient Descent
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Statistics Tutorials
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Video 1- Mean, Median, Mode
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Video 2-Population and Sample mean
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Video 3-Population Variance
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Video 4-Sample Variance
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Video 5-Standarad Deviation
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Video 6-Alternative formula for variance
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Video 7- Probability
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Video 8-Types of Events
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Video 9- Example of events
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Video 10-Conditional Probabilty
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Video 11-Marginal & Conditional Probability
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Video 12-Random Variable
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Video 13-Probabilty Distribution
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Video 14-Normal Distribution
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Video 15-Example 1 of Normal distribution
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Video 16-Example 2 of Normal Distribution
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Video 17-Binomial Distribution
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Video 18-Example of Binomial Distribution
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Video 19- Poisson Distribution
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Video 20-Example of Poisson Distribution
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Video 21-Central Limit Theorem
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Video 22- Hypothesis
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Video 23-Null & Alternate Hypothesis
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Video 24-Terms related to Hypothesis Testing
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Video 25- Example 1
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Video 26- Recap of Example 1
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Video 27- Example 2
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Video 28- Z test
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Video 29-T test
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Video 30- Degrees of Freedom
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Video 31-1 sample t test
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Video 32- Two sample T test
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Video 33- Paired T-test
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Video 34- Chi-Sqare test1
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Video 35-Chi Square test2
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Video 36-ANOVA introduction
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Video 37- Sum of Squares
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Video 38- Sum of squares within and between
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Video 39- Types of ANOVA
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Video 40- Skewness & Kurtosis
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Linear Algebra Assignments
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Download Dot Product Assignment
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Video 1 : Dot Product(Theory )
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Video 2 : Dot Product(Coding )
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Dot Product solution video
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Download Norm of Vector Assignment
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Video 3 : Norm(Theory)
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Video 4 : Norm(Coding)
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Norm solution video
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Download Linear Combination Assignment
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Matrix Mult Assignment Video
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Linear comb solution video
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Download Matrix Multiplication Assignment
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Matrix Mult solution video
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Download Linear equation system Assignment
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Video 6: Matrix Equation
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Video 7 : Linear Equation
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Lineareqn solution video
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Download Linear transformation Assignment
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Video 8: Linear Transform
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Linear transform solution video
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Download Eigenvalues and Eigenvectors Assignment
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Video 9 : Eigvector and Eigenvalues
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Eigenvalues and Eigenvectors Solution Video
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Vector Spaces Assignment
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Video 1: Dot Product And Angle Between Them
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Video 2 : orthogonal, cross product and linear combination
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vector spaces solution
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Video 3 : Singular Value Decomposition
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Statistics Assignment
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Download Data Analysis Assignment
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data analysis solution
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Download Central Tendency Assignment
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central tendency solution
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Concept of Quantiles
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concept of quantile solution
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Variability
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variability solution
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Housing case study
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Mobile phone case study
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mobile phone solution
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Sampling
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sampling sol video
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T-test
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T-test-solution
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A/B Testing
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ab solution
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Drug Assignment
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drug solution
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Payroll Assignment
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payroll solution
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Stats behind plots
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stat behind plot solution
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probability in data science
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probability in data science solution
Preview - Data Analytics Combo Course
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