Advanced Data Analytics Training using Python

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  • 01 Python Fundamentals/006 Built in Data Types and Type Casting.mp4 137.59 MB
    01 Python Fundamentals/002 Why should you learn Python_.mp4 129.01 MB
    01 Python Fundamentals/002 Why+should+we+learn+Python.pptx 1.78 MB
    01 Python Fundamentals/003 Installing Python and Jupyter Notebook.mp4 95.22 MB
    01 Python Fundamentals/004 Understanding the Interface of Jupyter Notebook.mp4 70.32 MB
    01 Python Fundamentals/005 02.+Variables.ipynb 9.7 KB
    01 Python Fundamentals/005 Naming Convention for variables.mp4 94.99 MB
    01 Python Fundamentals/005 Naming+Convention+for+variables.pptx 600.36 KB
    01 Python Fundamentals/001 Introduction.mp4 60.78 MB
    01 Python Fundamentals/006 Built+in+Data+Types+and+Type+Casting.pptx 811.45 KB
    01 Python Fundamentals/006 Data+Types+and+Type+Casting.ipynb 1.58 KB
    01 Python Fundamentals/007 Scope of Variables.mp4 66.6 MB
    01 Python Fundamentals/007 Scope+of+Variables.pptx 839.92 KB
    01 Python Fundamentals/008 Quiz Solution.mp4 46.51 MB
    01 Python Fundamentals/009 Exercise on Variables and Data Types.mp4 53.91 MB
    01 Python Fundamentals/010 Solution on Variables and Data Types.mp4 34.77 MB
    01 Python Fundamentals/011 Exercise on Scope of Variables.mp4 73.89 MB
    01 Python Fundamentals/012 Solution on Scope of Variables.mp4 33.76 MB
    01 Python Fundamentals/013 Arithematic+and+Assignment+Operators.ipynb 11.78 KB
    01 Python Fundamentals/013 Arithmetic and Assignment Operators.mp4 78.06 MB
    01 Python Fundamentals/014 Comparison, Logical, and Bitwise Operators.mp4 62.41 MB
    01 Python Fundamentals/014 Comparison,+Logical+and+Bitwise+Operators.ipynb 10.97 KB
    01 Python Fundamentals/015 Identity and Membership Operators.mp4 39.19 MB
    01 Python Fundamentals/015 Identity+and+Membership+Operators.ipynb 3.73 KB
    01 Python Fundamentals/016 Quiz Solution.mp4 34.18 MB
    01 Python Fundamentals/017 Exercise on Arithmetic and Assignment Operators.mp4 72.3 MB
    01 Python Fundamentals/018 Solution on Arithmetic and Assignment Operators.mp4 41.52 MB
    01 Python Fundamentals/019 Exercise on Comparison, Logical, and Bitwise Operators.mp4 77.32 MB
    01 Python Fundamentals/020 Solution on Comparison, Logical, and Bitwise Operators.mp4 39.35 MB
    01 Python Fundamentals/021 Exercise on Identity and Membership Operators.mp4 65.2 MB
    01 Python Fundamentals/022 Solution on Identity and Membership Operators.mp4 34.54 MB
    01 Python Fundamentals/023 String Formatting.mp4 50.08 MB
    01 Python Fundamentals/023 String+Formatting.ipynb 2.82 KB
    01 Python Fundamentals/024 String Methods.mp4 43.12 MB
    01 Python Fundamentals/024 String+Methods.ipynb 4.75 KB
    01 Python Fundamentals/025 User Input.mp4 41.13 MB
    01 Python Fundamentals/025 User+Input.ipynb 1.75 KB
    01 Python Fundamentals/026 Quiz Solution.mp4 53.07 MB
    01 Python Fundamentals/027 Exercise on Strings.mp4 52.91 MB
    01 Python Fundamentals/028 Solution on Strings.mp4 42.61 MB
    01 Python Fundamentals/029 If, elif, and else.mp4 65.91 MB
    01 Python Fundamentals/029 if,+elif+and+else.ipynb 1.52 KB
    01 Python Fundamentals/030 For and While.mp4 53.02 MB
    01 Python Fundamentals/030 for+and+while+loop.ipynb 2.65 KB
    01 Python Fundamentals/031 Break and Continue.mp4 40.77 MB
    01 Python Fundamentals/031 Break+and+continue.ipynb 1.5 KB
    01 Python Fundamentals/032 Quiz Solution.mp4 49.05 MB
    01 Python Fundamentals/033 Exercise on Loops and Conditionals.mp4 74.45 MB
    01 Python Fundamentals/034 Solution on Loops and Conditionals.mp4 49.88 MB
    02 Python Data Structures/001 Differences between Lists and Tuples.mp4 48.68 MB
    02 Python Data Structures/002 Operations on Lists.mp4 44.43 MB
    02 Python Data Structures/003 Operations on Tuples.mp4 27.44 MB
    02 Python Data Structures/004 Quiz Solution.mp4 37.08 MB
    02 Python Data Structures/005 Exercises on Lists.mp4 63.77 MB
    02 Python Data Structures/006 Solution on Lists.mp4 40.95 MB
    02 Python Data Structures/007 Introduction to Dictionaries.mp4 66.83 MB
    02 Python Data Structures/008 Operations on Dictionaries.mp4 37.52 MB
    02 Python Data Structures/009 Nested Dictionaries.mp4 60.5 MB
    02 Python Data Structures/010 Introduction to Sets.mp4 75.46 MB
    02 Python Data Structures/011 Set Operations.mp4 58.61 MB
    02 Python Data Structures/012 Quiz Solution.mp4 38.26 MB
    02 Python Data Structures/013 Exercise on Sets.mp4 68.35 MB
    02 Python Data Structures/014 Solution on Sets.mp4 41.17 MB
    02 Python Data Structures/015 Exercises on Dictionaries.mp4 76.19 MB
    02 Python Data Structures/016 Solution on Dictionaries.mp4 54.85 MB
    02 Python Data Structures/017 Introduction to Stacks and Queues.mp4 48.76 MB
    02 Python Data Structures/018 Implementing Stacks and Queues using Lists.mp4 36.51 MB
    02 Python Data Structures/019 Implementing Stacks and Queues using Deque.mp4 41.56 MB
    02 Python Data Structures/020 Quiz Solution.mp4 39.49 MB
    02 Python Data Structures/021 Exercise on Stacks and Queues.mp4 112.68 MB
    02 Python Data Structures/022 Solution on Stacks and Queues.mp4 52.89 MB
    02 Python Data Structures/023 Time Complexity.mp4 120.24 MB
    02 Python Data Structures/024 Linear Search.mp4 95.41 MB
    02 Python Data Structures/025 Binary Search.mp4 109.51 MB
    02 Python Data Structures/026 Bubble Sort.mp4 75.61 MB
    02 Python Data Structures/027 Insertion and Selection Sort.mp4 120.17 MB
    02 Python Data Structures/028 Merge Sort.mp4 115.32 MB
    02 Python Data Structures/029 Quiz Solution.mp4 73.16 MB
    02 Python Data Structures/030 Exercise on Searching and Sorting.mp4 90.08 MB
    02 Python Data Structures/031 Solution on Searching and Sorting.mp4 49.04 MB
    02 Python Data Structures/032 Exercise on Time Complexity.mp4 62.11 MB
    02 Python Data Structures/033 Solution on Time Complexity.mp4 50.72 MB
    02 Python Data Structures/035 Difference+between+Lists+and+Tuples.ipynb 2.59 KB
    02 Python Data Structures/036 Operations+on+Lists.ipynb 3.9 KB
    02 Python Data Structures/037 Operations+on+tuples.ipynb 1.94 KB
    02 Python Data Structures/041 Introduction+to+Dictionaries.ipynb 2.63 KB
    02 Python Data Structures/042 Operations+on+Dictionaries.ipynb 3.95 KB
    02 Python Data Structures/043 Nested+Dictionaries.ipynb 4.02 KB
    02 Python Data Structures/044 Introduction+to+Sets.ipynb 4.62 KB
    02 Python Data Structures/045 Set+Operations.ipynb 3.2 KB
    02 Python Data Structures/051 Introduction+to+Stacks+and+Queues.pptx 1.5 MB
    02 Python Data Structures/052 Implementing+Stacks+and+Queues+using+Lists.ipynb 3.61 KB
    02 Python Data Structures/053 Implementing+Stacks+and+Queues+using+deque.ipynb 3.21 KB
    02 Python Data Structures/057 Time+Complexity.pptx 1.14 MB
    02 Python Data Structures/058 Linear+Search.pptx 583.23 KB
    02 Python Data Structures/059 Binary+Search.pptx 585.13 KB
    02 Python Data Structures/060 Bubble+Sort.pptx 585.89 KB
    02 Python Data Structures/061 Insertion+and+Selection+Sort.pptx 597.38 KB
    02 Python Data Structures/062 Merge+Sort.pptx 582.34 KB
    03 Python Functions Deepdive/001 Introduction to Functions.mp4 40.15 MB
    03 Python Functions Deepdive/002 Default Parameters in Functions.mp4 54.03 MB
    03 Python Functions Deepdive/003 Positional Arguments.mp4 32.08 MB
    03 Python Functions Deepdive/004 Keyword Arguments.mp4 36.31 MB
    03 Python Functions Deepdive/005 Python Modules.mp4 42.66 MB
    03 Python Functions Deepdive/006 Quiz Solution.mp4 47.71 MB
    03 Python Functions Deepdive/007 Exercises on Functions.mp4 92.55 MB
    03 Python Functions Deepdive/008 Solution on Functions.mp4 39.86 MB
    03 Python Functions Deepdive/009 Exercises on Modules.mp4 84.73 MB
    03 Python Functions Deepdive/010 Solution on Modules.mp4 47.9 MB
    03 Python Functions Deepdive/011 Lambda Functions.mp4 53.11 MB
    03 Python Functions Deepdive/012 Filter, Map, and Zip Functions.mp4 79.86 MB
    03 Python Functions Deepdive/013 List, set, and Dictionary Comprehensions.mp4 54.57 MB
    03 Python Functions Deepdive/014 Quiz Solution.mp4 40.24 MB
    03 Python Functions Deepdive/015 Exercise on Lambda Functions.mp4 62.98 MB
    03 Python Functions Deepdive/016 Solution on Lambda Functions.mp4 35.06 MB
    03 Python Functions Deepdive/017 Exercise on Filter, Map, and Zip Functions.mp4 64.96 MB
    03 Python Functions Deepdive/018 Solution on Filter, Map, and Zip Functions.mp4 39.86 MB
    03 Python Functions Deepdive/019 Exercise on Comprehensions.mp4 61.18 MB
    03 Python Functions Deepdive/020 Solution on Comprehensions.mp4 45.49 MB
    03 Python Functions Deepdive/021 Introduction to Aggregate Functions.mp4 30.7 MB
    03 Python Functions Deepdive/022 Introduction to Analytical Functions.mp4 34.64 MB
    03 Python Functions Deepdive/023 Quiz Solution.mp4 38.23 MB
    03 Python Functions Deepdive/024 Exercise on Aggregate Functions.mp4 83.68 MB
    03 Python Functions Deepdive/025 Solution on Aggregate Functions.mp4 42.09 MB
    03 Python Functions Deepdive/026 Exercise on Analytical Functions.mp4 79.91 MB
    03 Python Functions Deepdive/027 Solution on Analytical Functions.mp4 42.01 MB
    03 Python Functions Deepdive/028 Solving the Factorial Problem using Recursion.mp4 55.36 MB
    03 Python Functions Deepdive/029 Solving the Fibonacci Problem using Recursion.mp4 62.67 MB
    03 Python Functions Deepdive/030 Quiz Solution.mp4 38.07 MB
    03 Python Functions Deepdive/031 Exercise on Recursions.mp4 68.01 MB
    03 Python Functions Deepdive/032 Solution on Recursions.mp4 36.71 MB
    03 Python Functions Deepdive/033 Introduction to Classes and Objects.mp4 39.53 MB
    03 Python Functions Deepdive/034 Inheritance.mp4 32.5 MB
    03 Python Functions Deepdive/035 Encapsulation.mp4 62.2 MB
    03 Python Functions Deepdive/036 Polymorphism.mp4 46.33 MB
    03 Python Functions Deepdive/037 Quiz Solution.mp4 40.45 MB
    03 Python Functions Deepdive/038 Exercise on Classes and Objects.mp4 85.12 MB
    03 Python Functions Deepdive/039 Solution on Classes and Objects.mp4 36.58 MB
    03 Python Functions Deepdive/068 Introduction+to+functions.ipynb 1.11 KB
    03 Python Functions Deepdive/068 Introduction+to+Functions.pptx 578.28 KB
    03 Python Functions Deepdive/069 Default+parameters+in+functions.ipynb 2.77 KB
    03 Python Functions Deepdive/069 Default+Parameters+in+Functions.pptx 571.27 KB
    03 Python Functions Deepdive/070 Positional+Arguments.ipynb 1.6 KB
    03 Python Functions Deepdive/071 Keyword+Arguments.ipynb 2.7 KB
    03 Python Functions Deepdive/072 Python+Modules.ipynb 5.53 KB
    03 Python Functions Deepdive/078 lambda+functions.ipynb 866 B
    03 Python Functions Deepdive/078 Lambda+Functions.pptx 574.44 KB
    03 Python Functions Deepdive/079 Filter,+Map+and+Zip+functions.ipynb 3.14 KB
    03 Python Functions Deepdive/079 Filter,+Map,+and+Zip+Functions.pptx 577.46 KB
    03 Python Functions Deepdive/080 List,+Set+and+Dictionary+Comprehensions.ipynb 1.96 KB
    03 Python Functions Deepdive/080 List,+set,+and+Dictionary+Comprehensions.pptx 569.9 KB
    03 Python Functions Deepdive/088 Introduction+to+Aggregate+functions.ipynb 2.97 KB
    03 Python Functions Deepdive/089 Introduction+to+Analytical+functions.ipynb 2.68 KB
    03 Python Functions Deepdive/095 Solving+the+Factorial+Problem+using+Recursion.pptx 729.91 KB
    03 Python Functions Deepdive/096 Solving+the+Fibonacci+Problem+using+Recursion.pptx 720.34 KB
    03 Python Functions Deepdive/100 1.+Introduction+to+Classes+and+Objects.ipynb 3.63 KB
    03 Python Functions Deepdive/101 2.+Inheritance.ipynb 1.62 KB
    03 Python Functions Deepdive/102 3.+Encapsulation.ipynb 2.14 KB
    03 Python Functions Deepdive/102 Encapsulation.pptx 725.79 KB
    03 Python Functions Deepdive/103 4.+Polymorphism.ipynb 2.72 KB
    04 Python for Data Science/001 Introduction to datetime.mp4 37.53 MB
    04 Python for Data Science/002 The date and time class.mp4 33.62 MB
    04 Python for Data Science/003 The datetime class.mp4 22.51 MB
    04 Python for Data Science/004 The timedelta class.mp4 19.41 MB
    04 Python for Data Science/005 Quiz Solution.mp4 44.07 MB
    04 Python for Data Science/006 Exercise on Date and Time.mp4 65.94 MB
    04 Python for Data Science/007 Solution on Date and Time.mp4 39.36 MB
    04 Python for Data Science/008 Meta Characters for Regular Expressions.mp4 74.1 MB
    04 Python for Data Science/009 Built-in Functions for Regular Expressions.mp4 37.61 MB
    04 Python for Data Science/010 Special Characters for Regular Expressions.mp4 40.9 MB
    04 Python for Data Science/011 Sets for Regular Expressions.mp4 56.14 MB
    04 Python for Data Science/012 Quiz Solution.mp4 32.82 MB
    04 Python for Data Science/013 Exercise on Regular Expressions.mp4 62.08 MB
    04 Python for Data Science/014 Solution on Regular Expressions.mp4 33.72 MB
    04 Python for Data Science/015 Array Creation using Numpy.mp4 50.97 MB
    04 Python for Data Science/016 Mathematical Operations using Numpy.mp4 36.41 MB
    04 Python for Data Science/017 Built-in Functions in Numpy.mp4 39.95 MB
    04 Python for Data Science/018 Quiz Solution.mp4 57.61 MB
    04 Python for Data Science/019 Exercise on Built-in Functions in Numpy.mp4 64.39 MB
    04 Python for Data Science/020 Solution on Built-in Functions in Numpy.mp4 37.41 MB
    04 Python for Data Science/021 Reading Datasets using Pandas.mp4 65.68 MB
    04 Python for Data Science/022 Plotting Data in Pandas.mp4 35.73 MB
    04 Python for Data Science/023 Indexing, Selecting, and Filtering Data using Pandas.mp4 68.94 MB
    04 Python for Data Science/024 Merging and Concatenating DataFrames.mp4 76.62 MB
    04 Python for Data Science/025 Lambda, Map, and Apply Functions.mp4 37.16 MB
    04 Python for Data Science/026 Quiz Solution.mp4 54.69 MB
    04 Python for Data Science/027 Exercise on Pandas Plotting.mp4 50.78 MB
    04 Python for Data Science/028 Solution on Pandas Plotting.mp4 39.06 MB
    04 Python for Data Science/029 Exercise on Indexing and Selecting.mp4 55.38 MB
    04 Python for Data Science/030 Solution on Indexing and Selecting.mp4 40.06 MB
    04 Python for Data Science/031 Exercise on Apply Functions.mp4 65.02 MB
    04 Python for Data Science/032 Solution on Apply Functions.mp4 38.53 MB
    04 Python for Data Science/107 1.+Introduction+to+datetime.ipynb 985 B
    04 Python for Data Science/108 2.+The+date+and+time+Class.ipynb 3.46 KB
    04 Python for Data Science/109 3.+The+datetime+class.ipynb 2.08 KB
    04 Python for Data Science/110 4.+The+timedelta+class.ipynb 2.43 KB
    04 Python for Data Science/114 1.+Meta+Characters+for+Regular+Expressions.ipynb 4.45 KB
    04 Python for Data Science/115 2.+Built-in+functions+for+Regular+Expressions.ipynb 2.04 KB
    04 Python for Data Science/116 3.+Special+Characters+for+Regular+Expressions.ipynb 2.47 KB
    04 Python for Data Science/117 4.+Sets+for+Regular+Expressions.ipynb 2.85 KB
    04 Python for Data Science/121 1.+Array+Creation+using+Numpy.ipynb 3.26 KB
    04 Python for Data Science/122 2.+Mathematical+functions+using+Numpy.ipynb 4.31 KB
    04 Python for Data Science/123 3.+Built-in+functions+in+Numpy.ipynb 3.28 KB
    04 Python for Data Science/127 1.+Reading+Datasets+using+Pandas.ipynb 7.6 KB
    04 Python for Data Science/127 Iris.csv 4.99 KB
    04 Python for Data Science/128 2.+Plotting+Data+in+Pandas.ipynb 36.11 KB
    04 Python for Data Science/129 3.+Indexing,+Slicing+and+Filtering.ipynb 29.62 KB
    04 Python for Data Science/130 4.+Merging+and+Concatenating.ipynb 29.02 KB
    04 Python for Data Science/130 Merging.pptx 1009.97 KB
    04 Python for Data Science/131 5.+Lambda,+Map+and+Apply+functions.ipynb 16.43 KB
    04 Python for Data Science/131 employee.csv 222.63 KB
    05 Data Exploration/001 Why EDA and how it is useful.mp4 42.26 MB
    05 Data Exploration/002 Course curriculum walkthrough.mp4 54.87 MB
    05 Data Exploration/003 Data Profiling.mp4 68.44 MB
    05 Data Exploration/004 Analyzing Target Data.mp4 51.18 MB
    05 Data Exploration/005 Quiz Solution.mp4 48.06 MB
    05 Data Exploration/006 Summarizing data.mp4 38.07 MB
    05 Data Exploration/007 Exploring the Dabl Library.mp4 101.88 MB
    05 Data Exploration/008 Exploring the Sweetviz Library.mp4 81.6 MB
    05 Data Exploration/009 Using Color Gradients for better analysis.mp4 43.85 MB
    05 Data Exploration/010 Best Practices for Data Exploration.mp4 40.04 MB
    05 Data Exploration/011 Quiz Solution.mp4 55.89 MB
    05 Data Exploration/1. Introduction/Analyzing Target Data.ipynb 29.53 KB
    05 Data Exploration/1. Introduction/Data Exploration.pptx 1.12 MB
    05 Data Exploration/1. Introduction/Data Profiling.ipynb 2.01 MB
    05 Data Exploration/1. Introduction/Iris.csv 4.99 KB
    05 Data Exploration/2. Examining/Exploring Dabl library.ipynb 204.5 KB
    05 Data Exploration/2. Examining/Exploring Sweetviz library.ipynb 1.77 KB
    05 Data Exploration/2. Examining/Iris.csv 4.99 KB
    05 Data Exploration/2. Examining/Summarizing the data.ipynb 7.46 KB
    05 Data Exploration/2. Examining/Using Color gradients for better analysis.ipynb 70.67 KB
    06 Statistics and Probability/001 Why you should learn Statistics and Probability.mp4 35.1 MB
    06 Statistics and Probability/002 Walking through the course Content.mp4 29.42 MB
    06 Statistics and Probability/003 Applications of Probability in Real Life.mp4 61.71 MB
    06 Statistics and Probability/004 Basic Probability.mp4 74.53 MB
    06 Statistics and Probability/005 Conditional Probability.mp4 80.37 MB
    06 Statistics and Probability/006 Set Theory.mp4 75.69 MB
    06 Statistics and Probability/007 Bayes' Theorem.mp4 58.7 MB
    06 Statistics and Probability/008 Permutations and Combinations.mp4 96.85 MB
    06 Statistics and Probability/009 Quiz Solution.mp4 85.82 MB
    06 Statistics and Probability/010 Types of Data.mp4 71.44 MB
    06 Statistics and Probability/011 Measures of Central Tendency.mp4 67.85 MB
    06 Statistics and Probability/012 Measures of Spread.mp4 78.96 MB
    06 Statistics and Probability/013 Measures of Dependence.mp4 41.44 MB
    06 Statistics and Probability/014 Quiz Solution.mp4 64.18 MB
    06 Statistics and Probability/015 Continuous vs Discrete Distributions.mp4 36.39 MB
    06 Statistics and Probability/016 Introduction to Normal Distribution.mp4 54.99 MB
    06 Statistics and Probability/017 Concept of Skewness.mp4 41.08 MB
    06 Statistics and Probability/018 Using QQ Plots to check Normal Distribution.mp4 47.49 MB
    06 Statistics and Probability/019 Quiz Solution.mp4 59.63 MB
    06 Statistics and Probability/020 Sample Mean and Population Mean.mp4 86.22 MB
    06 Statistics and Probability/021 Central Limit Theorem.mp4 57.01 MB
    06 Statistics and Probability/022 Bias and Variance.mp4 66.24 MB
    06 Statistics and Probability/023 Maximum Likelihood Estimation.mp4 72.51 MB
    06 Statistics and Probability/024 Confidence Intervals.mp4 121.32 MB
    06 Statistics and Probability/025 Quiz Solution.mp4 70.96 MB
    06 Statistics and Probability/Statistics/4_Using_QQ_Plots_to_check_Normal_Distribution.ipynb 24.14 KB
    06 Statistics and Probability/Statistics/Continous_and_Descrete_Distribution (1).ipynb 84.84 KB
    06 Statistics and Probability/Statistics/Normal_Distribution.ipynb 17.9 KB
    07 Hypothesis Testing/001 What is Hypothesis Testing.mp4 52.32 MB
    07 Hypothesis Testing/002 Null Hypothesis and Alternate Hypothesis.mp4 55.33 MB
    07 Hypothesis Testing/003 Types of Error.mp4 33.87 MB
    07 Hypothesis Testing/004 P-Value and Level of Significance.mp4 75.74 MB
    07 Hypothesis Testing/005 Quiz Solution.mp4 52.68 MB
    07 Hypothesis Testing/006 One Sampled T Test.mp4 69.4 MB
    07 Hypothesis Testing/007 Two Sampled T Test.mp4 40.26 MB
    07 Hypothesis Testing/008 Paired Sampled T Test.mp4 44.02 MB
    07 Hypothesis Testing/009 Quiz Solution.mp4 44.49 MB
    07 Hypothesis Testing/010 One Sampled Z Test.mp4 67.84 MB
    07 Hypothesis Testing/011 Two Sampled Z Test.mp4 48.31 MB
    07 Hypothesis Testing/012 Quiz Solution.mp4 42.1 MB
    07 Hypothesis Testing/013 One Sampled ANOVA Test.mp4 44.3 MB
    07 Hypothesis Testing/014 Two Sampled ANOVA Test.mp4 38.79 MB
    07 Hypothesis Testing/015 Quiz Solution.mp4 39.45 MB
    07 Hypothesis Testing/016 Goodness of Fit Test.mp4 39.15 MB
    07 Hypothesis Testing/017 Test of Independence.mp4 31.82 MB
    07 Hypothesis Testing/018 Quiz Solution.mp4 38.85 MB
    07 Hypothesis Testing/Hypothesis Testing/1. Students T Test.ipynb 32.55 KB
    07 Hypothesis Testing/Hypothesis Testing/2. Z Test.ipynb 171.12 KB
    07 Hypothesis Testing/Hypothesis Testing/3. ANOVA Test.ipynb 12.02 KB
    07 Hypothesis Testing/Hypothesis Testing/4. Chi-Squared Test.ipynb 34.09 KB
    07 Hypothesis Testing/Hypothesis Testing/06. Inferential Statistics.ipynb 765.78 KB
    07 Hypothesis Testing/Hypothesis Testing/07. Comparative Statistcs.ipynb 33.19 KB
    07 Hypothesis Testing/Hypothesis Testing/08. Hypothesis Testing.ipynb 304.75 KB
    07 Hypothesis Testing/Hypothesis Testing/ANOVA Test.ipynb 11.55 KB
    07 Hypothesis Testing/Hypothesis Testing/Chi-Squared Test.ipynb 32.42 KB
    07 Hypothesis Testing/Hypothesis Testing/Hypothesis Testing.pptx 2.26 MB
    07 Hypothesis Testing/Hypothesis Testing/Student's T-Test.ipynb 30.67 KB
    07 Hypothesis Testing/Hypothesis Testing/train.csv 449.88 KB
    07 Hypothesis Testing/Hypothesis Testing/Z-test.ipynb 171.27 KB
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/1. Students T Test-checkpoint.ipynb 32.55 KB
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/2. Z Test-checkpoint.ipynb 72 B
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/3. ANOVA Test-checkpoint.ipynb 12.02 KB
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/4. Chi-Squared Test-checkpoint.ipynb 72 B
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/06. Inferential Statistics-checkpoint.ipynb 765.65 KB
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/07. Comparative Statistcs-checkpoint.ipynb 33.19 KB
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/08. Hypothesis Testing-checkpoint.ipynb 304.64 KB
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/ANOVA Test-checkpoint.ipynb 11.55 KB
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/Chi-Squared Test-checkpoint.ipynb 72 B
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/Student's T-Test-checkpoint.ipynb 30.67 KB
    07 Hypothesis Testing/Hypothesis Testing/.ipynb_checkpoints/Z-test-checkpoint.ipynb 72 B
    08 Data Cleaning/001 Causes and Impact of Missing Values.mp4 64.26 MB
    08 Data Cleaning/002 Types of Missing Values.mp4 61.74 MB
    08 Data Cleaning/003 When should we delete the missing values.mp4 79.6 MB
    08 Data Cleaning/004 Imputing missing values with the business logic.mp4 73.98 MB
    08 Data Cleaning/005 Imputing missing values with Mean_Median_Mode.mp4 55.98 MB
    08 Data Cleaning/006 Imputing missing values in a real-time scenario.mp4 82.54 MB
    08 Data Cleaning/007 Quiz Solution.mp4 49.16 MB
    08 Data Cleaning/008 How outliers can be harmful for machine learning models.mp4 69.06 MB
    08 Data Cleaning/009 Finding out outliers from the data.mp4 63.2 MB
    08 Data Cleaning/010 Using Winsorization to deal with outliers.mp4 50.53 MB
    08 Data Cleaning/011 Deleting and Capping the outliers.mp4 60.78 MB
    08 Data Cleaning/012 Dealing with outliers in a real-world scenario.mp4 50.82 MB
    08 Data Cleaning/013 Quiz Solution.mp4 56.08 MB
    08 Data Cleaning/014 Introduction to reindex, set_index, reset_index, and sort_index Functions.mp4 44.69 MB
    08 Data Cleaning/015 Introduction to Replace and Drop level Function.mp4 33.01 MB
    08 Data Cleaning/016 Introduction to Split and Strip Function.mp4 37.85 MB
    08 Data Cleaning/017 Introduction to Stack, and Unstack Functions.mp4 25.37 MB
    08 Data Cleaning/018 Introduction to Melt, Explode, and Squeeze Functions.mp4 41.44 MB
    08 Data Cleaning/019 Data Cleaning on Big Mart Dataset.mp4 38.25 MB
    08 Data Cleaning/020 Data Cleaning on Movie Dataset.mp4 37.28 MB
    08 Data Cleaning/021 Data Cleaning on Melbourne Housing Dataset.mp4 42.13 MB
    08 Data Cleaning/022 Data Cleaning on Naukri Dataset.mp4 106.2 MB
    09 Data Visualization/1. Animation with Bubbleplot.ipynb 3.56 MB
    09 Data Visualization/1. Introduction to Ipywidgets.ipynb 9.74 KB
    09 Data Visualization/1. Sunburst Charts.ipynb 3.34 MB
    09 Data Visualization/2. Animation with Facets.ipynb 4.13 MB
    09 Data Visualization/2. Interactive Univariate Analysis.ipynb 5.68 KB
    09 Data Visualization/2. Parallel Co-ordinate Charts.ipynb 3.3 MB
    09 Data Visualization/3. Animation with Scatter Maps.ipynb 3.53 MB
    09 Data Visualization/3. Funnel Charts.ipynb 3.31 MB
    09 Data Visualization/3. Interactive Bivariate Analysis.ipynb 9.76 KB
    09 Data Visualization/4. Animation with Choropleth Maps.ipynb 3.47 MB
    09 Data Visualization/4. Gantt Charts.ipynb 3.32 MB
    09 Data Visualization/4. Interactive Multivariate Analysis.ipynb 5.53 KB
    09 Data Visualization/5. Ternary Charts.ipynb 3.32 MB
    09 Data Visualization/6. Treemaps.ipynb 3.34 MB
    09 Data Visualization/7. Network Charts.ipynb 855.04 KB
    09 Data Visualization/001 Univariate Analysis.mp4 57.04 MB
    09 Data Visualization/002 Bivariate Analysis.mp4 44.97 MB
    09 Data Visualization/003 Multivariate Analysis.mp4 70.78 MB
    09 Data Visualization/004 Quiz Solution.mp4 47.14 MB
    09 Data Visualization/005 Scatter Plots.mp4 45.14 MB
    09 Data Visualization/006 Charts with Colorscale.mp4 31.79 MB
    09 Data Visualization/007 Bar, Line, and Area Charts.mp4 48.51 MB
    09 Data Visualization/008 Facet Grids.mp4 37.95 MB
    09 Data Visualization/009 Statistical Charts.mp4 38.35 MB
    09 Data Visualization/010 Polar Charts.mp4 29.38 MB
    09 Data Visualization/011 Subplots.mp4 34.78 MB
    09 Data Visualization/012 3D Charts.mp4 24.55 MB
    09 Data Visualization/013 Waffle Charts.mp4 29.34 MB
    09 Data Visualization/014 Maps.mp4 30.7 MB
    09 Data Visualization/015 Quiz Solution.mp4 48.82 MB
    09 Data Visualization/016 Animation with Bubbleplot.mp4 47.77 MB
    09 Data Visualization/017 Animation with Facets.mp4 26.69 MB
    09 Data Visualization/018 Animation with Scatter Maps.mp4 22.64 MB
    09 Data Visualization/019 Animation with Choropleth Maps.mp4 30.57 MB
    09 Data Visualization/020 Quiz Solution.mp4 34.58 MB
    09 Data Visualization/021 Introduction to Ipywidgets.mp4 38.55 MB
    09 Data Visualization/022 Interactive Univariate Analysis.mp4 29.9 MB
    09 Data Visualization/023 Interactive Bivariate Analysis.mp4 33.85 MB
    09 Data Visualization/024 Interactive Multivariate Analysis.mp4 29.16 MB
    09 Data Visualization/025 Quiz Solution.mp4 53.84 MB
    09 Data Visualization/026 Sunburst Charts.mp4 33.13 MB
    09 Data Visualization/027 Parallel Co-ordinate Charts.mp4 22.98 MB
    09 Data Visualization/028 Funnel Charts.mp4 39.13 MB
    09 Data Visualization/029 Gantt Charts.mp4 25.08 MB
    09 Data Visualization/030 Ternary Charts.mp4 20.33 MB
    09 Data Visualization/031 Tree Maps.mp4 21.45 MB
    09 Data Visualization/032 Network Charts.mp4 39.74 MB
    09 Data Visualization/033 Quiz Solution.mp4 38.5 MB
    09 Data Visualization/215 1.+Univariate+Analysis.ipynb 33.42 KB
    09 Data Visualization/216 2.+Bivariate+Analysis.ipynb 60.62 KB
    09 Data Visualization/217 3.+Multivariate+Analysis.ipynb 63.63 KB
    09 Data Visualization/219 01.+Scatter+plots.ipynb 3.43 MB
    09 Data Visualization/220 02.+Charts+with+Colormaps.ipynb 3.38 MB
    09 Data Visualization/221 03.+Line,+Area+and,+Bar+Charts.ipynb 4.18 MB
    09 Data Visualization/222 04.+Facet+Grids.ipynb 3.4 MB
    09 Data Visualization/223 05.+Statistical+Charts.ipynb 3.54 MB
    09 Data Visualization/224 06.+Polar+Charts.ipynb 3.4 MB
    09 Data Visualization/225 07.+Subplots.ipynb 3.32 MB
    09 Data Visualization/226 08.+3D+Charts.ipynb 127.19 KB
    09 Data Visualization/227 09.+Waffle+Charts.ipynb 9.06 KB
    09 Data Visualization/228 10.+Maps.ipynb 3.5 MB
    10 Query Analysis/001 Aggregate functions used for Grouping.mp4 51.7 MB
    10 Query Analysis/002 Using Groupby for Grouping Operations.mp4 27.15 MB
    10 Query Analysis/003 Groupby with Idxmax and Idxmin functions.mp4 25.92 MB
    10 Query Analysis/004 Using Color scales for better visualization.mp4 23.48 MB
    10 Query Analysis/005 Visualizing the Groupby Operations.mp4 28.72 MB
    10 Query Analysis/006 Using Pivot Tables for Grouping Operations.mp4 30.63 MB
    10 Query Analysis/007 Difference between Groupby and Pivot tables.mp4 24.43 MB
    10 Query Analysis/008 Performing Cross Tabulation.mp4 38.52 MB
    10 Query Analysis/009 Visualizing Cross tabulated Data.mp4 22.78 MB
    10 Query Analysis/010 Interactive Grouping Operations.mp4 35.71 MB
    10 Query Analysis/011 Quiz Solution.mp4 54.56 MB
    10 Query Analysis/012 When to perform Filtering Operations.mp4 38.4 MB
    10 Query Analysis/013 Introduction to Simple Filtering Operations.mp4 22.07 MB
    10 Query Analysis/014 Advanced Filtering Operations.mp4 35.68 MB
    10 Query Analysis/015 Filtering and Grouping Operations.mp4 21.78 MB
    10 Query Analysis/016 Interactive Filtering Operations.mp4 20.84 MB
    10 Query Analysis/017 Quiz Solution.mp4 46.03 MB
    10 Query Analysis/Filtering Operations/2. Introduction to Simple Filtering Operations.ipynb 77.86 KB
    10 Query Analysis/Filtering Operations/3. Advanced Filtering Operations.ipynb 52.51 KB
    10 Query Analysis/Filtering Operations/4. Filtering and Grouping Operations.ipynb 49.04 KB
    10 Query Analysis/Filtering Operations/5. Interactive Filtering Operations.ipynb 11.48 KB
    10 Query Analysis/Filtering Operations/employee.csv 222.63 KB
    10 Query Analysis/Filtering Operations/.ipynb_checkpoints/2. Introduction to Simple Filtering Operations-checkpoint.ipynb 77.86 KB
    10 Query Analysis/Filtering Operations/.ipynb_checkpoints/3. Advanced Filtering Operations-checkpoint.ipynb 52.51 KB
    10 Query Analysis/Filtering Operations/.ipynb_checkpoints/4. Filtering and Grouping Operations-checkpoint.ipynb 49.04 KB
    10 Query Analysis/Filtering Operations/.ipynb_checkpoints/5. Interactive Filtering Operations-checkpoint.ipynb 11.37 KB
    10 Query Analysis/Grouping Operations/01. Using Groupby for Grouping Operations.ipynb 21.25 KB
    10 Query Analysis/Grouping Operations/02. Aggregate functions used for Grouping.ipynb 25.6 KB
    10 Query Analysis/Grouping Operations/03. Groupby with Idxmax and Idxmin functions.ipynb 13.11 KB
    10 Query Analysis/Grouping Operations/04. Using Color scales for better visualization.ipynb 15.52 KB
    10 Query Analysis/Grouping Operations/05. Visualizing the Groupby Operations.ipynb 58.35 KB
    10 Query Analysis/Grouping Operations/06. Using Pivot Tables for Grouping Operations.ipynb 33.91 KB
    10 Query Analysis/Grouping Operations/07. Difference between Groupby and Pivot tables.ipynb 17.58 KB
    10 Query Analysis/Grouping Operations/08. Performing Cross Tabulation.ipynb 13.1 KB
    10 Query Analysis/Grouping Operations/09. Visualizing Cross tabulated Data.ipynb 39.46 KB
    10 Query Analysis/Grouping Operations/10. Interactive Grouping Operations.ipynb 12.32 KB
    10 Query Analysis/Grouping Operations/employee.csv 222.63 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/01. Using Groupby for Grouping Operations-checkpoint(1).ipynb 21.25 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/01. Using Groupby for Grouping Operations-checkpoint.ipynb 21.25 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/02. Aggregate functions used for Grouping-checkpoint(1).ipynb 25.6 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/02. Aggregate functions used for Grouping-checkpoint.ipynb 25.6 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/03. Groupby with Idxmax and Idxmin functions-checkpoint(1).ipynb 13.11 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/03. Groupby with Idxmax and Idxmin functions-checkpoint.ipynb 13.11 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/04. Using Color scales for better visualization-checkpoint(1).ipynb 15.52 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/04. Using Color scales for better visualization-checkpoint.ipynb 15.52 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/05. Visualizing the Groupby Operations-checkpoint(1).ipynb 58.35 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/05. Visualizing the Groupby Operations-checkpoint.ipynb 58.35 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/06. Using Pivot Tables for Grouping Operations-checkpoint(1).ipynb 33.91 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/06. Using Pivot Tables for Grouping Operations-checkpoint.ipynb 33.91 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/07. Difference between Groupby and Pivot tables-checkpoint(1).ipynb 17.58 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/07. Difference between Groupby and Pivot tables-checkpoint.ipynb 17.58 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/08. Performing Cross Tabulation-checkpoint(1).ipynb 13.1 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/08. Performing Cross Tabulation-checkpoint.ipynb 13.1 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/09. Visualizing Cross tabulated Data-checkpoint(1).ipynb 39.46 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/09. Visualizing Cross tabulated Data-checkpoint.ipynb 39.46 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/10. Interactive Grouping Operations-checkpoint(1).ipynb 12.32 KB
    10 Query Analysis/Grouping Operations/.ipynb_checkpoints/10. Interactive Grouping Operations-checkpoint.ipynb 12.32 KB
    11 Startups Case Study and Analysis/001 Understanding the Problem Statement.mp4 50.26 MB
    11 Startups Case Study and Analysis/002 Setting up the Environment.mp4 21.28 MB
    11 Startups Case Study and Analysis/003 Data Cleaning.mp4 52.91 MB
    11 Startups Case Study and Analysis/004 Querying the data using Visualizations Part - 1.mp4 32.52 MB
    11 Startups Case Study and Analysis/005 Querying the data using Visualizations Part - 2.mp4 32.59 MB
    11 Startups Case Study and Analysis/006 Major learning from the Project.mp4 30.95 MB
    11 Startups Case Study and Analysis/EDA on Finance Data/Analyzing the Growth of Indian Startups.ipynb 984.87 KB
    11 Startups Case Study and Analysis/EDA on Finance Data/startup_funding.csv 415.82 KB
    11 Startups Case Study and Analysis/EDA on Finance Data/.ipynb_checkpoints/Analyzing the Growth of Indian Startups-checkpoint.ipynb 72 B
    12 Movie Recommender Systems/001 Setting up the Environment.mp4 45.42 MB
    12 Movie Recommender Systems/002 Taking a Deep Dive into the Dataset.mp4 48.52 MB
    12 Movie Recommender Systems/003 Understanding the Problem Statement.mp4 30.68 MB
    12 Movie Recommender Systems/004 Missing Values Imputation.mp4 51.85 MB
    12 Movie Recommender Systems/005 Top 10 Profitable Movies.mp4 50.09 MB
    12 Movie Recommender Systems/006 Manipulating the Duration and Language Column.mp4 51.36 MB
    12 Movie Recommender Systems/007 Extracting the Movie Genres.mp4 49.77 MB
    12 Movie Recommender Systems/008 Top 10 Most Popular Movies on Social Media.mp4 32.65 MB
    12 Movie Recommender Systems/009 Analyzing Which Genre is Most Bankable_.mp4 38.41 MB
    12 Movie Recommender Systems/010 Loss and Profit Analysis on English and Foreign Movies.mp4 42.21 MB
    12 Movie Recommender Systems/011 Gross Comparison of Long and Short Movies.mp4 46.19 MB
    12 Movie Recommender Systems/012 Association between IMDB Rating and Duration.mp4 47.33 MB
    12 Movie Recommender Systems/013 Comparing Critically acclaimed Actors.mp4 60.59 MB
    12 Movie Recommender Systems/014 Top Movies based on Gross, and IMDB.mp4 33.48 MB
    12 Movie Recommender Systems/015 Recommending Movies based on Languages and Actors.mp4 46.71 MB
    12 Movie Recommender Systems/016 Recommending Similar Genres and Movies.mp4 68.32 MB
    12 Movie Recommender Systems/017 Key Takeaways from this Project.mp4 33.41 MB
    12 Movie Recommender Systems/Final Solution.ipynb 516.08 KB
    12 Movie Recommender Systems/Homework-Solution.ipynb 96.12 KB
    12 Movie Recommender Systems/Homework.ipynb 1.72 KB
    12 Movie Recommender Systems/Movie Recommendation and Analysis.pptx 282.58 KB
    12 Movie Recommender Systems/movie_metadata.csv 1.43 MB
    13 Players Performance Analysis/001 Understanding the problem statement.mp4 53 MB
    13 Players Performance Analysis/002 Setting up the Environment.mp4 34.22 MB
    13 Players Performance Analysis/003 Data Cleaning.mp4 74.3 MB
    13 Players Performance Analysis/004 Feature Engineering.mp4 47.68 MB
    13 Players Performance Analysis/005 Data Visualization.mp4 77.87 MB
    13 Players Performance Analysis/006 Query Analysis.mp4 51.81 MB
    13 Players Performance Analysis/007 Major Learnings from the project.mp4 38.87 MB
    13 Players Performance Analysis/Player Performance Reviewer - Full Material/data-1.csv 8.72 MB
    14 Outro Section/001 Conclusion.mp4 49.18 MB
    14 Outro Section/002 How to Get Your Certificate of Completion.html 1.35 KB
    15 Bonus Section/001 Bonus Lecture.html 4.6 KB

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