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TORRENT DETAILS
Udemy - Python Data Analysis Bootcamp For Beginners - All In One
TORRENT SUMMARY
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Master Python Essentials, Data Cleaning, Manipulation, Analysis, Transformation, Statistics, Hypothesis Testing and More
What you'll learn:
Learn Python's syntax, data types, variables, and operators to construct simple programs and execute basic functions.
Learn to regulate program flow, use loops and conditional statements like if, elif, and else.
Acquire skills to use Python lists, dictionaries, tuples, and sets.
Learn NumPy and Pandas the key Python packages for data manipulation and computing.
Learn how to quickly fix NameError, TypeError, IndentationError, and other issues.
Harness the power of ChatGPT for real-time code suggestions, completion, and improvement.
Learn and apply the data analysis methodology, from data cleaning to hypothesis testing, in real-world applications.
Increase your critical thinking and problem-solving skills for data analysis, decision-making, and recommendation.
Use value counts, percentage, group by, pivot tables, correlation, and regression professionally and realistically.
Solve over 60+ real-world data analytical questions to practice applying data analysis to various circumstances.
Emphasize practical application to gain valuable insights from data and create educated judgments and suggestions.
Learn Python for data analysis using industry-standard libraries and tools.
Master statistical inference, draw meaningful findings, and make data-driven decisions.
Develop critical thinking, data analysis, and practical recommendations for informed decision-making.
Requirements:
No coding experience is needed
Desire to learn data analysis in python
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Setting Up Your Data Analysis Environment/1. Installing Python and Jupyter Notebook.html
232 B
~Get Your Files Here !/1. Setting Up Your Data Analysis Environment/1.1 Mac.pdf
1.5 MB
~Get Your Files Here !/1. Setting Up Your Data Analysis Environment/1.2 Windows.pdf
929.7 KB
~Get Your Files Here !/1. Setting Up Your Data Analysis Environment/2. Setting Up The AI Environment ChatGPT.html
138 B
~Get Your Files Here !/1. Setting Up Your Data Analysis Environment/2.1 Instructions of setting up ChatGPT.pdf
409.1 KB
~Get Your Files Here !/10. Statistical Analysis and Hypothesis Testing/1. One sample T-test.mp4
70.2 MB
~Get Your Files Here !/10. Statistical Analysis and Hypothesis Testing/2. Independent sample T-test.mp4
57.3 MB
~Get Your Files Here !/10. Statistical Analysis and Hypothesis Testing/3. One way analysis of variance (ANOVA).mp4
67.3 MB
~Get Your Files Here !/10. Statistical Analysis and Hypothesis Testing/4. Chi-square test for independence.mp4
83.6 MB
~Get Your Files Here !/10. Statistical Analysis and Hypothesis Testing/5. Pearson correlation analysis.mp4
82.5 MB
~Get Your Files Here !/10. Statistical Analysis and Hypothesis Testing/6. Linear regression analysis.mp4
103.8 MB
~Get Your Files Here !/10. Statistical Analysis and Hypothesis Testing/7. Hypothesis Testing and Analysis.html
165 B
~Get Your Files Here !/11. Understanding Python Errors/1. Module not found error.mp4
8.6 MB
~Get Your Files Here !/11. Understanding Python Errors/2. Syntax error.mp4
9.5 MB
~Get Your Files Here !/11. Understanding Python Errors/3. Key error.mp4
7.4 MB
~Get Your Files Here !/11. Understanding Python Errors/4. Index error.mp4
6.9 MB
~Get Your Files Here !/11. Understanding Python Errors/5. Attribute error.mp4
8.6 MB
~Get Your Files Here !/11. Understanding Python Errors/6. Value error.mp4
7.8 MB
~Get Your Files Here !/11. Understanding Python Errors/7. Type error.mp4
8.3 MB
~Get Your Files Here !/12. Handling Errors in Python/1. Debugging errors in seconds.mp4
22.9 MB
~Get Your Files Here !/12. Handling Errors in Python/2. Enhancing python codes.mp4
26 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/1. Why Python.mp4
32.5 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/2. Your First Python Code Getting Started.mp4
14.5 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/3. Variables and naming conventions.mp4
28.1 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/4. Data types integers, float, strings, boolean.mp4
28.9 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/5. Type conversion and casting.mp4
46.6 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/6. Arithmetic operators (+, -, , , %, ).mp4
32.6 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/7. Comparison operators (, =, =, ==, !=).mp4
35.3 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/8. Logical operators (and, or, not).mp4
32.1 MB
~Get Your Files Here !/2. Python Programming Fundamentals - Level 1/9. Python Programming Basics – Level 1.html
165 B
~Get Your Files Here !/3. Python Programming Fundamentals - Level 2/1. Lists creation, indexing, slicing, modifying.mp4
73.6 MB
~Get Your Files Here !/3. Python Programming Fundamentals - Level 2/2. Sets unique elements, operations.mp4
38.8 MB
~Get Your Files Here !/3. Python Programming Fundamentals - Level 2/3. Dictionaries key-value pairs, methods.mp4
44.6 MB
~Get Your Files Here !/3. Python Programming Fundamentals - Level 2/4. Conditional statements (if, elif, else).mp4
28.1 MB
~Get Your Files Here !/3. Python Programming Fundamentals - Level 2/5. Logical expressions in conditions.mp4
40.1 MB
~Get Your Files Here !/3. Python Programming Fundamentals - Level 2/6. Looping structures (for loops, while loops).mp4
34.8 MB
~Get Your Files Here !/3. Python Programming Fundamentals - Level 2/7. Defining, Creating and Calling functions.mp4
21.3 MB
~Get Your Files Here !/3. Python Programming Fundamentals - Level 2/8. Python Programming Basics – Level 2.html
165 B
~Get Your Files Here !/4. What is Data Analysis/1. Understanding data analysis.mp4
10.6 MB
~Get Your Files Here !/4. What is Data Analysis/2. Step-by-step data analysis procedure.mp4
9.8 MB
~Get Your Files Here !/4. What is Data Analysis/3. Practice dataset and quizz instructions.html
303 B
~Get Your Files Here !/4. What is Data Analysis/Practice datasets/Extra Data.xlsx
10.5 KB
~Get Your Files Here !/4. What is Data Analysis/Practice datasets/Extra Variable.xlsx
33 KB
~Get Your Files Here !/4. What is Data Analysis/Practice datasets/sales data.xlsx
85 KB
~Get Your Files Here !/4. What is Data Analysis/__MACOSX/Practice datasets/_Extra Data.xlsx
344 B
~Get Your Files Here !/4. What is Data Analysis/__MACOSX/Practice datasets/_Extra Variable.xlsx
344 B
~Get Your Files Here !/4. What is Data Analysis/__MACOSX/Practice datasets/_sales data.xlsx
344 B
~Get Your Files Here !/5. Clean Dataset for Integrity and Validity/1. Importing dataset into Jupyter Notebook.mp4
39.1 MB
~Get Your Files Here !/5. Clean Dataset for Integrity and Validity/2. Imputing missing values with SimpleImputer.mp4
81.1 MB
~Get Your Files Here !/5. Clean Dataset for Integrity and Validity/3. Finding and dealing with inconsistent data.mp4
61.8 MB
~Get Your Files Here !/5. Clean Dataset for Integrity and Validity/4. Identify and assign correct dataset.mp4
40.3 MB
~Get Your Files Here !/5. Clean Dataset for Integrity and Validity/5. Dealing with duplicate values.mp4
28.2 MB
~Get Your Files Here !/5. Clean Dataset for Integrity and Validity/6. Data Cleaning in Python.html
165 B
~Get Your Files Here !/6. Manipulate Data to Increase the Functionality/1. Sorting and arranging dataset.mp4
30.9 MB
~Get Your Files Here !/6. Manipulate Data to Increase the Functionality/2. Conditional Filtering of dataset.mp4
71.6 MB
~Get Your Files Here !/6. Manipulate Data to Increase the Functionality/3. Merging extra data with the dataset.mp4
31.2 MB
~Get Your Files Here !/6. Manipulate Data to Increase the Functionality/4. Concatenating variables within dataset.mp4
31.4 MB
~Get Your Files Here !/6. Manipulate Data to Increase the Functionality/5. Data Manipulation.html
165 B
~Get Your Files Here !/7. Explore dataset and generate significant insights/1. What is exploratory data analysis.mp4
27.9 MB
~Get Your Files Here !/7. Explore dataset and generate significant insights/2. Frequency and percentage analysis.mp4
165.7 MB
~Get Your Files Here !/7. Explore dataset and generate significant insights/3. Descriptive analysis for numeric data.mp4
95.7 MB
~Get Your Files Here !/7. Explore dataset and generate significant insights/4. Grouping analysis - numeric measure by nominal data.mp4
113.6 MB
~Get Your Files Here !/7. Explore dataset and generate significant insights/5. Pivot table - a tabulation of insights.mp4
144.4 MB
~Get Your Files Here !/7. Explore dataset and generate significant insights/6. Crosstabulation - categorical vs categorical data.mp4
68.6 MB
~Get Your Files Here !/7. Explore dataset and generate significant insights/7. Correlation - numeric vs numeric data.mp4
27.1 MB
~Get Your Files Here !/7. Explore dataset and generate significant insights/8. Exploratory data analysis.html
165 B
~Get Your Files Here !/8. What is Statistical Data Analysis/1. Various aspects of hypothesis testing.mp4
30.4 MB
~Get Your Files Here !/8. What is Statistical Data Analysis/2. Confidence level, significance level, p-value.mp4
27.4 MB
~Get Your Files Here !/8. What is Statistical Data Analysis/3. Steps in hypothesis testing.mp4
29.8 MB
~Get Your Files Here !/8. What is Statistical Data Analysis/4. Statistical data analysis.html
165 B
~Get Your Files Here !/9. Transforming Data into Normal Distribution/1. Test normality of numeric data.mp4
42.8 MB
~Get Your Files Here !/9. Transforming Data into Normal Distribution/2. Square root transformation method.mp4
37.8 MB
~Get Your Files Here !/9. Transforming Data into Normal Distribution/3. Logarithm transformation method.mp4
37.1 MB
~Get Your Files Here !/9. Transforming Data into Normal Distribution/4. Boxcox transformation method.mp4
37.9 MB
~Get Your Files Here !/9. Transforming Data into Normal Distribution/5. Yeo-johnson transformation method.mp4
41.6 MB
~Get Your Files Here !/9. Transforming Data into Normal Distribution/6. Data Transformation.html
