Udemy - Data Science Basics - Python,Stats,Feature Engineering and EDA
File List
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 180 B |
| ~Get Your Files Here !/1 - Introduction/1 - Introduction.mp4 | 9.34 MB |
| ~Get Your Files Here !/2 - Python Programming/1 - How Python Thinks Execution Flow & Memory Management.mp4 | 162.12 MB |
| ~Get Your Files Here !/2 - Python Programming/10 - Python File Handling.mp4 | 122.12 MB |
| ~Get Your Files Here !/2 - Python Programming/11 - Python Multiprocessing.mp4 | 96.78 MB |
| ~Get Your Files Here !/2 - Python Programming/12 - Asyncio in Python.mp4 | 182.92 MB |
| ~Get Your Files Here !/2 - Python Programming/13 - List & Dictionary Comprehension in Python.mp4 | 91.74 MB |
| ~Get Your Files Here !/2 - Python Programming/14 - Decorator & Generator in Python.mp4 | 110.72 MB |
| ~Get Your Files Here !/2 - Python Programming/15 - Lambda Function in Python.mp4 | 16.36 MB |
| ~Get Your Files Here !/2 - Python Programming/16 - Map, Filter & Reduce in Python.mp4 | 25.03 MB |
| ~Get Your Files Here !/2 - Python Programming/17 - Python Virtual Environment Setup.mp4 | 109.3 MB |
| ~Get Your Files Here !/2 - Python Programming/2 - Python Installation.mp4 | 15.25 MB |
| ~Get Your Files Here !/2 - Python Programming/3 - Python Variables.mp4 | 59.23 MB |
| ~Get Your Files Here !/2 - Python Programming/4 - Python Loops.mp4 | 41.59 MB |
| ~Get Your Files Here !/2 - Python Programming/5 - Python Data Structures.mp4 | 96.98 MB |
| ~Get Your Files Here !/2 - Python Programming/6 - How to import module in Python.mp4 | 49.22 MB |
| ~Get Your Files Here !/2 - Python Programming/7 - Python Methods.mp4 | 46.8 MB |
| ~Get Your Files Here !/2 - Python Programming/8 - Python Handling Errors.mp4 | 44.09 MB |
| ~Get Your Files Here !/2 - Python Programming/9 - Object Oriented Programming in Python.mp4 | 222.59 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/1 - Introduction to Vectors.mp4 | 36.95 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/10 - What is the Chain Rule.mp4 | 9.2 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/2 - Types of Vectors.mp4 | 16.89 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/3 - Vector Addition.mp4 | 9.85 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/4 - What is Vector Span.mp4 | 15.5 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/5 - Vector Multiplication.mp4 | 44.23 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/6 - Vectors Explained with a Housing Price Dataset.mp4 | 40.71 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/7 - Understanding Derivatives.mp4 | 32.28 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/8 - What is a Partial Derivative.mp4 | 13.08 MB |
| ~Get Your Files Here !/3 - Math for Machine Learning/9 - Introduction to Gradients in Calculus.mp4 | 15.02 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/1 - Introduction to Statistics.mp4 | 11.24 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/10 - Common Statistical Terms You Should Know.mp4 | 40.98 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/11 - Z-Scores in Statistics.mp4 | 40.43 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/12 - Non-Gaussian Distribution Explained.mp4 | 91.85 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/13 - Binomial and Poisson Distribution.mp4 | 62.74 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/14 - What is Central Limit Theorem.mp4 | 8.88 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/15 - Confidence Interval in Statistics.mp4 | 22.03 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/16 - Hypothesis Testing.mp4 | 77.98 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/17 - T-Test and ANOVA.mp4 | 57.85 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/2 - Levels of Measurement in Statistics.mp4 | 24.96 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/3 - Mean, Median & Mode.mp4 | 26.81 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/4 - What is Probability Distribution Function.mp4 | 33.76 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/5 - What is Probability Mass Function.mp4 | 31.39 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/6 - Small Correction in PMF.mp4 | 4.09 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/7 - What is Probability Density Function.mp4 | 24.16 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/8 - The Bell Curve Exploring the Normal Distribution.mp4 | 49.85 MB |
| ~Get Your Files Here !/4 - Statistics for Data Science/9 - Population and Sample in Statistics.mp4 | 12.79 MB |
| ~Get Your Files Here !/5 - Data Visualization/1 - Introduction to Data Visualization.mp4 | 9.23 MB |
| ~Get Your Files Here !/5 - Data Visualization/10 - Visualizing Categorical Data with Count Plots.mp4 | 12.84 MB |
| ~Get Your Files Here !/5 - Data Visualization/11 - Finding Patterns in a Dataset Using Data Visualization.mp4 | 46.5 MB |
| ~Get Your Files Here !/5 - Data Visualization/2 - Project Setup.mp4 | 18.3 MB |
| ~Get Your Files Here !/5 - Data Visualization/3 - Bar Chart Explained.mp4 | 34.18 MB |
| ~Get Your Files Here !/5 - Data Visualization/4 - Downloading Datasets from Kaggle.mp4 | 32.89 MB |
| ~Get Your Files Here !/5 - Data Visualization/5 - Mean, Median and Model.mp4 | 19.66 MB |
| ~Get Your Files Here !/5 - Data Visualization/6 - Histogram and KDE Plot.mp4 | 44.87 MB |
| ~Get Your Files Here !/5 - Data Visualization/7 - Scatter Plot.mp4 | 26.93 MB |
| ~Get Your Files Here !/5 - Data Visualization/8 - Visualizing Relationship with Pairplots.mp4 | 26.95 MB |
| ~Get Your Files Here !/5 - Data Visualization/9 - Bar Plot Explained.mp4 | 24.06 MB |
| ~Get Your Files Here !/6 - Feature Engineering/1 - Introduction to Feature Engineering.mp4 | 44.73 MB |
| ~Get Your Files Here !/6 - Feature Engineering/10 - MICE Imputation.mp4 | 48.38 MB |
| ~Get Your Files Here !/6 - Feature Engineering/11 - How to Detect Outliers in a Dataset.mp4 | 41.66 MB |
| ~Get Your Files Here !/6 - Feature Engineering/12 - Feature Construction Explained.mp4 | 7.43 MB |
| ~Get Your Files Here !/6 - Feature Engineering/2 - What is Standardization.mp4 | 44.67 MB |
| ~Get Your Files Here !/6 - Feature Engineering/3 - What is Normalization.mp4 | 19.48 MB |
| ~Get Your Files Here !/6 - Feature Engineering/4 - Ordinal Encoding Explained.mp4 | 19.09 MB |
| ~Get Your Files Here !/6 - Feature Engineering/5 - One Hot Encoding (OHE) Explained.mp4 | 46.32 MB |
| ~Get Your Files Here !/6 - Feature Engineering/6 - What is Variable Transformation.mp4 | 33.21 MB |
| ~Get Your Files Here !/6 - Feature Engineering/7 - How to Handle Mixed Variable in a Dataset.mp4 | 13.98 MB |
| ~Get Your Files Here !/6 - Feature Engineering/8 - How to Handle Missing Data in a Dataset.mp4 | 88.94 MB |
| ~Get Your Files Here !/6 - Feature Engineering/9 - KNN Imputation.mp4 | 48.94 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/1 - Introduction to EDA.mp4 | 65.86 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/10 - Data Analysis.mp4 | 116.79 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/11 - Feature Engineering in a Dataset.mp4 | 46.4 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/12 - Data Leakage Explained.mp4 | 32.92 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/2 - EDA vs Feature Engineering.mp4 | 33.73 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/3 - Project Setup.mp4 | 22.64 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/4 - Exploring the Dataset.mp4 | 53.46 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/5 - Changing Data Types in a Dataset.mp4 | 29.75 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/6 - How to Perform Imputation on a Dataset.mp4 | 63.92 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/7 - Imputation on Discreate Features.mp4 | 26.42 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/8 - Data Cleaning in EDA.mp4 | 50.06 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/9 - Detecting Outliers in a Dataset.mp4 | 76.48 MB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/eda-source-code/data/Streaming.csv | 307.21 KB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/eda-source-code/eda-project.ipynb | 356.54 KB |
| ~Get Your Files Here !/7 - Exploratory Data Analysis/eda-source-code/requirements.txt | 62 B |
| ~Get Your Files Here !/8 - Thank You/1 - Thank You.mp4 | 532.63 KB |
| ~Get Your Files Here !/Bonus Resources.txt | 70 B |
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