Udemy Data Science and Machine Learning Study Bootcamp From A to Z

Files Included :

1 Introduction.mp4 (16.99 MB)
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2 Understanding Data Types and Structures in Python.mp4 (46.23 MB)
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3 Understanding Python Data Structure Wrap up.mp4 (29.19 MB)
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1 Introduction to Regression.mp4 (48.55 MB)
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2 The Basics of Linear regression & Regression Performance.mp4 (57.44 MB)
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3 Cross-validation for R-squared & Analyzing Cross-Validation Metrics.mp4 (63.88 MB)
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4 Regularized Regression.mp4 (66.78 MB)
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1 The k-Nearest Neighbors Classification Supervised ML Learning Algorithms.mp4 (60.66 MB)
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2 How Good is your Model and How to use Random Forest Classifier.mp4 (59.55 MB)
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3 Logistic Regression and the ROC Curve.mp4 (95.82 MB)
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4 Hyperparameter Tuning with GridSearchCV & RandomizedSearchCV.mp4 (79.77 MB)
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1 Preprocessing Data and Creating Dummy Variable for Categorical Data Variables.mp4 (103.72 MB)
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2 Handling Missing Data And Creating The ML Pipeline.mp4 (89.97 MB)
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3 Centering and Scaling Techniques in ML Supervised Learning Algorithms.mp4 (95.24 MB)
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1 Evaluating Multiple Models with Examples.mp4 (87.29 MB)
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2 Comparing Models.mp4 (98.9 MB)
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3 Logistic Regression and Support Vector Machines for Text Classification.mp4 (80.73 MB)
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1 Linear Classifier & Decision Boundaries.mp4 (99.19 MB)
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2 Linear Classifiers & The Coefficients.mp4 (78.73 MB)
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3 What is The Loss Function.mp4 (81.04 MB)
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4 Loss Function Diagrams.mp4 (129.26 MB)
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5 Logistic Regression Regularization & Identifying Negative Reviews.mp4 (143.32 MB)
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6 Logistic Regression and Probabilities.mp4 (113.08 MB)
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7 Multi-class Logistic Regression.mp4 (134.8 MB)
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1 Unsupervised Learning The Fundamentals of Clustering.mp4 (95.03 MB)
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2 Clustering Evaluation & Optimization.mp4 (77.22 MB)
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3 Transforming Features for Better Clustering & Clustering Stocks Using KMeans.mp4 (105.94 MB)
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4 Hierarchical Clustering & Visualizing Hierarchies.mp4 (67.95 MB)
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1 t-SNE for 2-dimensional maps.mp4 (77.45 MB)
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1 Visualizing The PCA Transformation & Calculating Cumulative Explained Variance.mp4 (88.16 MB)
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2 Dimension Reduction with PCA.mp4 (67.33 MB)
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3 Dimension Reduction with PCA and Non-negative Matrix Factorization (NMF).mp4 (134.15 MB)
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1 Learn How to Building Recommender System using NMF!.mp4 (96.89 MB)
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1 Introduction to Predictive Modeling and Machine Learning.mp4 (29.15 MB)
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2 Data Exploration and Preprocessing of the Titanic Dataset.mp4 (42.4 MB)
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3 Model Selection and Evaluation of The Titanic Dataset.mp4 (31.31 MB)
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4 Model Training and Hyperparameter Tuning of The Titanic Dataset.mp4 (59.47 MB)
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5 Deployment of The Predictive Models of The Titanic Dataset.mp4 (61.48 MB)
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1 String Functions in Python Part 1.mp4 (17.75 MB)
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10 Control Flow IF.mp4 (17.9 MB)
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11 For Loop Part 1.mp4 (13.47 MB)
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12 For Loop Part 2.mp4 (27.19 MB)
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13 While Loop Part 1.mp4 (30.05 MB)
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14 While Loop Part 2.mp4 (21.13 MB)
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15 While Loop Best Practices.mp4 (15.73 MB)
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16 Introduction to Functions in Python.mp4 (14.96 MB)
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17 Functions in Python and Arguments.mp4 (18.69 MB)
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18 Function Tips & Tricks Recursion.mp4 (9.95 MB)
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19 Function Tips & Tricks Functions Decorators and Higher Order Functions.mp4 (9.65 MB)
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2 String Functions in Python Part 2.mp4 (8.14 MB)
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20 Functions Tips & Tricks Lambda Functions.mp4 (10.18 MB)
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21 Function Tips & Tricks Functions Caching & Memoization.mp4 (18.75 MB)
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22 Error Handling in Python.mp4 (9.66 MB)
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23 Files and Modules in Python.mp4 (59.49 MB)
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24 Creating Simple Class.mp4 (29.36 MB)
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25 Overviewing Constructor.mp4 (87.95 MB)
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26 Learning How to creating Dunder Methods.mp4 (20.71 MB)
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27 Learning about Inheritance.mp4 (29.89 MB)
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28 Knowing What is the Encapsulation.mp4 (14.43 MB)
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29 Learning also about Multiple Inheritance.mp4 (22.79 MB)
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3 String Functions in Python Part 3.mp4 (12.24 MB)
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30 Knowing What is the Overriding.mp4 (17.89 MB)
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31 Learning about Decorators.mp4 (27.46 MB)
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32 Learning How to use Build-in Decorators.mp4 (39.13 MB)
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4 String Functions in Python Part 4.mp4 (4.45 MB)
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5 String Functions in Python Part 5.mp4 (6.52 MB)
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6 Lists.mp4 (26.47 MB)
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7 Tuples.mp4 (8.72 MB)
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8 Sets.mp4 (26.86 MB)
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9 Dictionaries.mp4 (30.31 MB)
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1 Generative AI for Data Analysis.mp4 (36.9 MB)
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2 Generative AI for Data Science.mp4 (36.95 MB)
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1 Numpy Intro.mp4 (7.63 MB)
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2 Numpy shape & Numpy size.mp4 (40.81 MB)
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3 Creating Numpy nd arrays using Numpy functions.mp4 (40.61 MB)
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4 Numpy unique( ) & Array slicing.mp4 (25.23 MB)
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5 Numpy Calculations and Operators.mp4 (37.34 MB)
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6 Numpy Aggregations.mp4 (22.94 MB)
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7 Numpy Reshape and Transposing.mp4 (39.46 MB)
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8 Numpy Comparing.mp4 (28.44 MB)
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9 Numpy Images Processing.mp4 (28.1 MB)
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1 Installing Jupyter Lab & Pandas.mp4 (22.95 MB)
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10 Pandas Data Analysis.mp4 (17.96 MB)
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11 Sampling Error.mp4 (23.15 MB)
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12 How to Scrape a website in Python.mp4 (143.76 MB)
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13 Scrape a Table inside a Webpage using Pandas and LXML Python Modules!.mp4 (41.09 MB)
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14 Data Visualization of the Scraped Data.mp4 (49.14 MB)
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15 Save The Scraped Data to a Database.mp4 (51.8 MB)
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2 SQL PostgreSQL Down and install.mp4 (21.39 MB)
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3 Database Creation.mp4 (6.71 MB)
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4 Database Restore.mp4 (10.57 MB)
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5 Using Python Pandas Package to load PostgreSQL the Data Output file.mp4 (81.99 MB)
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6 Fetchmany and Fetchall.mp4 (24.55 MB)
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7 Querying Using Python Panadas.mp4 (33.62 MB)
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8 Pandas methods and functions.mp4 (31.94 MB)
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9 Visualizing Data.mp4 (41.3 MB)
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1 Part 1.mp4 (29.65 MB)
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2 Part 2.mp4 (134.01 MB)
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3 Part 3.mp4 (179.12 MB)
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1 Data manipulation using DataFrames.mp4 (75.83 MB)
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2 Accessing Data Using DataFrames.mp4 (79.84 MB)
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3 Data aggregation and summarization.mp4 (76.92 MB)
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4 Create New Columns, Drop Unnecessary Ones, and Perform Various Data Manipulation.mp4 (69.78 MB)
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5 Essential Techniques for Peeking at & Describing our Data in Python.mp4 (73.03 MB)
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6 Filtering Data.mp4 (75.38 MB)
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1 Introduction to Data Visualization in Python.mp4 (28.56 MB)
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2 Histograms – a Powerful Tool for Visualizing the Distribution of Data.mp4 (46.07 MB)
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3 Visualizing Trends using a Real-World Financial Data.mp4 (41.87 MB)
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4 Determining and Choosing the Appropriate Plot Type.mp4 (49.35 MB)
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1 Visual Exploring of Google App Store Data.mp4 (60.96 MB)
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2 Data Cleaning and Preprocessing of Google App Store Data.mp4 (46.13 MB)
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3 3 Data Visualization Techniques.mp4 (97.08 MB)
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4 Statistical Analysis and Hypothesis Testing.mp4 (49.78 MB)
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5 Data Storytelling.mp4 (51.65 MB)
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6 Conclusion.mp4 (66.59 MB)
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1 Introduction to Machine learning with scikit-learn.mp4 (52.38 MB)
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1 4 movies data.rar (2.08 MB)
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2 The Supervised Learning Workflow.mp4 (71.43 MB)
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3 Measuring Model Performance.mp4 (61.92 MB)
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