WebToolTip com Udemy Data Science Basics Python Stats Feature Engineering and EDA

WebToolTip com Udemy Data Science Basics Python Stats Feature Engineering and EDA

Name	[ WebToolTip.com ] Udemy - Data Science Basics - Python,Stats,Feature Engineering and EDA	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	3.9 GB
Total Files	86
Last Seen
Hash	088461655AA7DD4BF5DD4933F5DAE3D039E45D44

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Get Bonus Downloads Here.url	0.2 KB
/1 - Introduction/
1 - Introduction.mp4	9.8 MB
/2 - Python Programming/
1 - How Python Thinks Execution Flow & Memory Management.mp4	170.0 MB
10 - Python File Handling.mp4	128.1 MB
11 - Python Multiprocessing.mp4	101.5 MB
12 - Asyncio in Python.mp4	191.8 MB
13 - List & Dictionary Comprehension in Python.mp4	96.2 MB
14 - Decorator & Generator in Python.mp4	116.1 MB
15 - Lambda Function in Python.mp4	17.2 MB
16 - Map, Filter & Reduce in Python.mp4	26.2 MB
17 - Python Virtual Environment Setup.mp4	114.6 MB
2 - Python Installation.mp4	16.0 MB
3 - Python Variables.mp4	62.1 MB
4 - Python Loops.mp4	43.6 MB
5 - Python Data Structures.mp4	101.7 MB
6 - How to import module in Python.mp4	51.6 MB
7 - Python Methods.mp4	49.1 MB
8 - Python Handling Errors.mp4	46.2 MB
9 - Object Oriented Programming in Python.mp4	233.4 MB
/.../3 - Math for Machine Learning/
1 - Introduction to Vectors.mp4	38.7 MB
10 - What is the Chain Rule.mp4	9.6 MB
2 - Types of Vectors.mp4	17.7 MB
3 - Vector Addition.mp4	10.3 MB
4 - What is Vector Span.mp4	16.3 MB
5 - Vector Multiplication.mp4	46.4 MB
6 - Vectors Explained with a Housing Price Dataset.mp4	42.7 MB
7 - Understanding Derivatives.mp4	33.9 MB
8 - What is a Partial Derivative.mp4	13.7 MB
9 - Introduction to Gradients in Calculus.mp4	15.7 MB
/.../4 - Statistics for Data Science/
1 - Introduction to Statistics.mp4	11.8 MB
10 - Common Statistical Terms You Should Know.mp4	43.0 MB
11 - Z-Scores in Statistics.mp4	42.4 MB
12 - Non-Gaussian Distribution Explained.mp4	96.3 MB
13 - Binomial and Poisson Distribution.mp4	65.8 MB
14 - What is Central Limit Theorem.mp4	9.3 MB
15 - Confidence Interval in Statistics.mp4	23.1 MB
16 - Hypothesis Testing.mp4	81.8 MB
17 - T-Test and ANOVA.mp4	60.7 MB
2 - Levels of Measurement in Statistics.mp4	26.2 MB
3 - Mean, Median & Mode.mp4	28.1 MB
4 - What is Probability Distribution Function.mp4	35.4 MB
5 - What is Probability Mass Function.mp4	32.9 MB
6 - Small Correction in PMF.mp4	4.3 MB
7 - What is Probability Density Function.mp4	25.3 MB
8 - The Bell Curve Exploring the Normal Distribution.mp4	52.3 MB
9 - Population and Sample in Statistics.mp4	13.4 MB
/5 - Data Visualization/
1 - Introduction to Data Visualization.mp4	9.7 MB
10 - Visualizing Categorical Data with Count Plots.mp4	13.5 MB
11 - Finding Patterns in a Dataset Using Data Visualization.mp4	48.8 MB
2 - Project Setup.mp4	19.2 MB
3 - Bar Chart Explained.mp4	35.8 MB
4 - Downloading Datasets from Kaggle.mp4	34.5 MB
5 - Mean, Median and Model.mp4	20.6 MB
6 - Histogram and KDE Plot.mp4	47.0 MB
7 - Scatter Plot.mp4	28.2 MB
8 - Visualizing Relationship with Pairplots.mp4	28.3 MB
9 - Bar Plot Explained.mp4	25.2 MB
/6 - Feature Engineering/
1 - Introduction to Feature Engineering.mp4	46.9 MB
10 - MICE Imputation.mp4	50.7 MB
11 - How to Detect Outliers in a Dataset.mp4	43.7 MB
12 - Feature Construction Explained.mp4	7.8 MB
2 - What is Standardization.mp4	46.8 MB
3 - What is Normalization.mp4	20.4 MB
4 - Ordinal Encoding Explained.mp4	20.0 MB
5 - One Hot Encoding (OHE) Explained.mp4	48.6 MB
6 - What is Variable Transformation.mp4	34.8 MB
7 - How to Handle Mixed Variable in a Dataset.mp4	14.7 MB
8 - How to Handle Missing Data in a Dataset.mp4	93.3 MB
9 - KNN Imputation.mp4	51.3 MB
/.../7 - Exploratory Data Analysis/
1 - Introduction to EDA.mp4	69.1 MB
10 - Data Analysis.mp4	122.5 MB
11 - Feature Engineering in a Dataset.mp4	48.7 MB
12 - Data Leakage Explained.mp4	34.5 MB
2 - EDA vs Feature Engineering.mp4	35.4 MB
3 - Project Setup.mp4	23.7 MB
4 - Exploring the Dataset.mp4	56.1 MB
5 - Changing Data Types in a Dataset.mp4	31.2 MB
6 - How to Perform Imputation on a Dataset.mp4	67.0 MB
7 - Imputation on Discreate Features.mp4	27.7 MB
8 - Data Cleaning in EDA.mp4	52.5 MB
9 - Detecting Outliers in a Dataset.mp4	80.2 MB
/.../eda-source-code/data/
Streaming.csv	314.6 KB
/.../eda-source-code/
eda-project.ipynb	365.1 KB
requirements.txt	0.1 KB
/8 - Thank You/
1 - Thank You.mp4	545.4 KB
~Get Your Files Here !/
Bonus Resources.txt	0.1 KB
Total files 86