Data Science Mastery Journey into Machine Learning

[0dayddl]

15.64 GB | 15min 50s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English


Files Included :

1 -Introduction to Numpy.mp4 (24.22 MB)
10 -Fancy Indexing in Numpy.mp4 (17.12 MB)
11 -Transposing and Swapping.mp4 (20.36 MB)
12 -Universal Functions.mp4 (26.68 MB)
13 -Array Oriented Programming.mp4 (24.45 MB)
14 -Expressing Conditional Logic.mp4 (28.57 MB)
15 -Methods involving Math and Statistics.mp4 (22.02 MB)
16 -Boolean Array Methods.mp4 (9.39 MB)
17 -The Sorting.mp4 (16.65 MB)
18 -Unique Set Logic.mp4 (15.02 MB)
19 -Linear Algebra.mp4 (24.3 MB)
2 -Numpy ndarray.mp4 (16.58 MB)
20 -Pseudorandom Number Generator.mp4 (21.68 MB)
21 -Random Walks (An example).mp4 (27.45 MB)
22 -Simulation of plenty of Random Walks.mp4 (23.26 MB)
3 -ndarray.mp4 (23.66 MB)
4 -Data Types.mp4 (47.64 MB)
5 -Arithmetic.mp4 (16.9 MB)
6 -Indexing and Slicing.mp4 (18.04 MB)
7 -Indexing and Slicing - 2.mp4 (22.87 MB)
8 -Indexing and Slicing - 3.mp4 (16 MB)
9 -Boolean Indexing.mp4 (41.32 MB)
1 -Object Internals.mp4 (16.69 MB)
10 -Setting Array Values.mp4 (10.83 MB)
11 -ufunc Instance Methods.mp4 (47.09 MB)
12 -Writing New ufuncs.mp4 (21.34 MB)
13 -Structured, Record Arrays and Nested dtypes.mp4 (35.35 MB)
14 -More about Sorting.mp4 (22.97 MB)
15 -argsort and lexsort.mp4 (34.18 MB)
16 -Alternative Sort Algorithms and Partially Sorting Arrays.mp4 (29.1 MB)
17 -numpy searchsorted.mp4 (21.55 MB)
18 -Numba.mp4 (36.24 MB)
19 -Identifiers.mp4 (12.03 MB)
2 -dtype Hierarchy.mp4 (18.85 MB)
20 -Reserve Words.mp4 (8.16 MB)
21 -Strings.mp4 (18.37 MB)
3 -Reshaping Arrays.mp4 (18.98 MB)
4 -C vs Fortran Order.mp4 (10.42 MB)
5 -Splitting and Concatenating Arrays and r and c.mp4 (39.71 MB)
6 -tile and repeat.mp4 (23.87 MB)
7 -take and put.mp4 (13.72 MB)
8 -Broadcasting.mp4 (24.23 MB)
9 -Broadcasting Over Other Axes.mp4 (36.6 MB)
1 -Welcome to the Series.mp4 (21.97 MB)
10 -Value Membership, Deleting and Filtering.mp4 (15.57 MB)
11 -Nested Dict and Transposition.mp4 (23.48 MB)
12 -Methods and Duplicate Labels.mp4 (28.87 MB)
13 -Reindexing.mp4 (34.25 MB)
14 -Dropping.mp4 (21.89 MB)
15 -Arithmetic and Data Alignment.mp4 (33.26 MB)
16 -Arithmetic Methods.mp4 (10.07 MB)
17 -DataFrame and Series and Operations.mp4 (19.43 MB)
18 -Functions by Element and Row or Column and Statistics.mp4 (42.27 MB)
19 -Ranking and Sorting.mp4 (40.52 MB)
2 -Internal Elements and Assigning Values.mp4 (11.23 MB)
20 -Covariance and Correlation.mp4 (57.33 MB)
21 -Assigning a NaN Value.mp4 (12.98 MB)
22 -NaN Value Filtration.mp4 (27.3 MB)
23 -Filling.mp4 (9.09 MB)
24 -Hierarchical Indexing.mp4 (48.55 MB)
25 -Sorting Levels and Reordering.mp4 (17.75 MB)
26 -Summary Statistic.mp4 (6.91 MB)
3 -Defining Series and Filtering Values.mp4 (12.85 MB)
4 -Mathematical Functions and Evaluating Values.mp4 (22.27 MB)
5 -NaN Values.mp4 (13.41 MB)
6 -Dictionaries and Operations between Series.mp4 (23.22 MB)
7 -DataFrame.mp4 (47.77 MB)
8 -Selecting Elements.mp4 (24.51 MB)
9 -Assigning Values.mp4 (21.11 MB)
1 -Introduction to Data Manipulation.mp4 (12.52 MB)
10 -Removing.mp4 (13.07 MB)
11 -Duplicates Removal.mp4 (21.11 MB)
12 -Replacing Values via Mapping.mp4 (39.68 MB)
13 -Adding Values.mp4 (27.19 MB)
14 -Indexes of the Axes.mp4 (24.22 MB)
15 -Binning and Discretization.mp4 (46.69 MB)
16 -Filtering Outliers.mp4 (17.07 MB)
17 -Permutation.mp4 (19.87 MB)
18 -Built-in Methods of Strings.mp4 (50.42 MB)
19 -Regex (Regular Expressions).mp4 (58.93 MB)
2 -Merging.mp4 (34.67 MB)
20 -GroupBy.mp4 (17.43 MB)
21 -Example.mp4 (32.95 MB)
22 -Hierarchical Grouping.mp4 (16.22 MB)
23 -Group Iteration and Transformations.mp4 (33.12 MB)
24 -Functions.mp4 (14.6 MB)
25 -Advanced Data Aggregation.mp4 (24.39 MB)
26 -Advanced Data Aggregation - 2.mp4 (45.26 MB)
3 -Merging - 2.mp4 (33.96 MB)
4 -Merging - 3.mp4 (35.55 MB)
5 -Merging on Index.mp4 (15.39 MB)
6 -Concatenating.mp4 (56.86 MB)
7 -Combining.mp4 (18.35 MB)
8 -Pivoting with Hierarchical Indexing.mp4 (21.09 MB)
9 -Long or Stacked Format.mp4 (34.61 MB)
1 -Introduction in Data Visualization.mp4 (22.82 MB)
10 -Adding a Legend - 2.mp4 (27.03 MB)
11 -Handling Date Values.mp4 (57.38 MB)
12 -Line Chart.mp4 (27.47 MB)
13 -Line Chart - 2.mp4 (17.83 MB)
14 -Line Chart - 3.mp4 (38.74 MB)
15 -Line Chart - 4.mp4 (78.45 MB)
16 -Line Chart with pandas.mp4 (14.22 MB)
17 -Histogram.mp4 (13.85 MB)
18 -The Bar Chart.mp4 (44.84 MB)
19 -Horizontal Bar Chart.mp4 (56.04 MB)
2 -pyplot.mp4 (11.07 MB)
20 -Multiseries with pandas.mp4 (11.65 MB)
21 -Multiseries Stacked.mp4 (31.12 MB)
22 -Multiseries Stacked - 2.mp4 (47.3 MB)
23 -Stacked Bar Charts with pandas and Facecolor.mp4 (47.1 MB)
24 -Pie Chart.mp4 (18.61 MB)
25 -Pie Chart - 2.mp4 (33.06 MB)
26 -Pie Chart with pandas.mp4 (12.88 MB)
27 -Contour Plot.mp4 (45.69 MB)
28 -Polar Charts.mp4 (37.83 MB)
29 -3D Surfaces.mp4 (46.45 MB)
3 -Properties of the Plot.mp4 (25.17 MB)
30 -Scatter Plot in 3D.mp4 (33.99 MB)
31 -Bar Chart 3D.mp4 (34.28 MB)
32 -Multi-Panel Plots.mp4 (18.11 MB)
33 -Grids of Subplots.mp4 (38.69 MB)
4 -Numpy and Matplotlib.mp4 (30.78 MB)
5 -Kwargs.mp4 (9.3 MB)
6 -Multiple Figures and Axes.mp4 (30.9 MB)
7 -Adding the Text.mp4 (49 MB)
8 -Adding a Grid.mp4 (26.18 MB)
9 -Adding a Legend.mp4 (29.11 MB)
1 -Machine Learning.mp4 (8.04 MB)
10 -Linear Regression- Least Square Regression.mp4 (27.76 MB)
11 -Linear Correlation Between Feature.mp4 (54.46 MB)
12 -Correlations between Psychological Factors.mp4 (34.27 MB)
13 -Support Vector Machine.mp4 (39.27 MB)
14 -Decision Area Split Graph.mp4 (44.14 MB)
15 -Decreasing C Points.mp4 (56.81 MB)
16 -Decisional Area using SVC With RGB Kernel.mp4 (61.3 MB)
17 -Different SVM Classifiers using Iris Dataset.mp4 (63.28 MB)
18 -Support Vector Regression (SVR).mp4 (39.27 MB)
2 -Supervised and Unsupervised Learning.mp4 (16.02 MB)
3 -Iris Flower Dataset.mp4 (18.54 MB)
4 -Iris Flower Dataset - 2.mp4 (39.9 MB)
5 -Iris Flower Dataset - 3.mp4 (21.46 MB)
6 -Principal Component Analysis.mp4 (56.6 MB)
7 -K-Nearest Neighbors Classifier.mp4 (31.06 MB)
8 -K-Nearest Neighbors Classifier - 2.mp4 (106.17 MB)
9 -Diabetes Dataset.mp4 (27.31 MB)
1 -Introduction.mp4 (31.57 MB)
10 -Slicing.mp4 (26.21 MB)
11 -Iteration.mp4 (29.26 MB)
12 -Boolean Arrays and Conditions.mp4 (19.1 MB)
13 -Shape Manipulation.mp4 (24.23 MB)
14 -Joining Arrays.mp4 (22.46 MB)
15 -hsplit() and vsplit().mp4 (34.29 MB)
16 -Copies.mp4 (18.18 MB)
17 -Vectorization.mp4 (24.3 MB)
18 -Broadcasting.mp4 (41.66 MB)
19 -Structured Arrays.mp4 (53.98 MB)
2 -Array.mp4 (13.51 MB)
3 -Data Types.mp4 (23.5 MB)
4 -dtype Option and Array Creation.mp4 (39.68 MB)
5 -Arithmetic Operators.mp4 (23.84 MB)
6 -The Matrix.mp4 (11.39 MB)
7 -Increment and Decrement.mp4 (12.48 MB)
8 -ufunc and Aggregate Functions.mp4 (19.18 MB)
9 -Indexing.mp4 (22.09 MB)
1 -Introduction.mp4 (16.72 MB)
10 -str and repr.mp4 (17.52 MB)
11 -Long Strings.mp4 (21.47 MB)
12 -Raw Strings.mp4 (46.73 MB)
13 -Bytearray and Unicode.mp4 (73.33 MB)
2 -Numbers and Variables.mp4 (46.42 MB)
3 -Statements.mp4 (17.33 MB)
4 -Getting Input.mp4 (20.55 MB)
5 -Functions.mp4 (18.24 MB)
6 -Modules and cmath.mp4 (37.49 MB)
7 -Comments.mp4 (16.97 MB)
8 -Strings.mp4 (32.95 MB)
9 -Concatenation.mp4 (13.85 MB)
1 -Tuples and Lists.mp4 (19.93 MB)
10 -List Function.mp4 (5.16 MB)
11 -Item Assignments, Deleting and Assigning.mp4 (38.86 MB)
12 -append, copy and copy.mp4 (22.59 MB)
13 -count and extend.mp4 (24.88 MB)
14 -insert and pop.mp4 (22.79 MB)
15 -remove, reverse and sort.mp4 (49.59 MB)
16 -Tuples.mp4 (21.93 MB)
2 -Indexing.mp4 (50.76 MB)
3 -Slicing.mp4 (16.22 MB)
4 -Shortcut.mp4 (27.46 MB)
5 -Thats Long.mp4 (26.12 MB)
6 -Sequences and Multiplication.mp4 (11.02 MB)
7 -Initialization and Empty Lists.mp4 (44.71 MB)
8 -Membership.mp4 (41.1 MB)
9 -Min, Max.mp4 (12.78 MB)
1 -Introduction.mp4 (77.81 MB)
2 -String Formatting.mp4 (46.61 MB)
3 -Some Basic Conversions.mp4 (40.13 MB)
4 -Precision, Width and Zero-Padding.mp4 (94.07 MB)
5 -String Methods.mp4 (34.01 MB)
6 -String Methods - 2.mp4 (18.01 MB)
7 -join and lower.mp4 (33.49 MB)
8 -replace, split, strip, translate.mp4 (35.27 MB)
1 -Introduction.mp4 (39.64 MB)
10 -pop and popitem.mp4 (19.61 MB)
11 -setdefault.mp4 (14.52 MB)
12 -update and values.mp4 (19.65 MB)
2 -dict Function.mp4 (14.23 MB)
3 -Operations.mp4 (63.79 MB)
4 -String Formatting.mp4 (25.45 MB)
5 -clear.mp4 (21.59 MB)
6 -copy.mp4 (19.85 MB)
7 -fromkeys.mp4 (13.67 MB)
8 -get.mp4 (42.62 MB)
9 -items.mp4 (18.48 MB)
1 -Introduction to Pandas.mp4 (7.71 MB)
10 -Reindexing.mp4 (14.07 MB)
11 -Reindexing - 2.mp4 (20.57 MB)
12 -Axis and the Dropping of Values.mp4 (24.75 MB)
13 -Indexing.mp4 (14.36 MB)
14 -Indexing - 2.mp4 (13.74 MB)
15 -Using loc and iloc for Selection.mp4 (31.13 MB)
16 -Integer Indexes.mp4 (15.58 MB)
17 -Data Alignment & Arithmetic.mp4 (17.46 MB)
18 -Data Alignment & Arithmetic - 2.mp4 (18.59 MB)
19 -Fill Values with Arithmetic Methods.mp4 (25.71 MB)
2 -Series.mp4 (15.55 MB)
20 -DataFrame and Series and the Operation.mp4 (26.93 MB)
21 -Application and Mapping.mp4 (14.4 MB)
22 -Application and Mapping - 2.mp4 (11.7 MB)
23 -Ranking and Sorting.mp4 (17.22 MB)
24 -Ranking and Sorting - 2.mp4 (29.93 MB)
25 -Axis Indexes.mp4 (12.43 MB)
26 -Computing Descriptive Statistics.mp4 (17.51 MB)
27 -Computing Descriptive Statistics - 2.mp4 (18.44 MB)
28 -Value Counts, Membership, Unique Values.mp4 (33.68 MB)
3 -Series - 2.mp4 (29.32 MB)
4 -Series - 3.mp4 (18.02 MB)
5 -DataFrame.mp4 (16.27 MB)
6 -DataFrame - 2.mp4 (24.69 MB)
7 -DataFrame - 3.mp4 (26.11 MB)
8 -DataFrame - 4.mp4 (22.44 MB)
9 -Index Objects.mp4 (27.44 MB)
1 -Introduction.mp4 (51.66 MB)
10 -String and Sequence.mp4 (19.08 MB)
11 -Boolean Operators and Assertions.mp4 (50.8 MB)
12 -while and for Loops.mp4 (67.78 MB)
13 -Parallel and Numbered Iteration.mp4 (55.65 MB)
2 -Assignment and Sequence.mp4 (38.11 MB)
3 -Chained and Augmented Assignment.mp4 (19.27 MB)
4 -Blocks.mp4 (17.12 MB)
5 -Conditional Statements.mp4 (23.72 MB)
6 -if Statement and else Clauses.mp4 (28.69 MB)
7 -elif Clauses and Nesting Blocks.mp4 (28.56 MB)
8 -Comparison Operators.mp4 (20.32 MB)
9 -Equality Operator, is and in Operator.mp4 (41.02 MB)
1 -Introduction.mp4 (33.37 MB)
2 -Introduction - 2.mp4 (58.29 MB)
3 -Hello from VP.mp4 (88.59 MB)
4 -Hello from VP - 2.mp4 (102.9 MB)
5 -Graphical Experience.mp4 (59.39 MB)
6 -Graphical Experience - 2.mp4 (45.63 MB)
1 -Introduction.mp4 (40.46 MB)
2 -Bar Charts.mp4 (27.17 MB)
3 -Bar Charts - 2.mp4 (47.91 MB)
4 -Bar Charts - 3.mp4 (54.84 MB)
5 -Line Charts.mp4 (38.15 MB)
6 -Scatterplots.mp4 (55.54 MB)
1 -Vectors.mp4 (22.53 MB)
2 -Vectors - 2.mp4 (42.76 MB)
3 -Vectors - 3.mp4 (50.01 MB)
4 -Matrices.mp4 (45.14 MB)
5 -Matrices - 2.mp4 (37.75 MB)
1 -Introduction.mp4 (44.17 MB)
2 -Statistics.mp4 (23.18 MB)
3 -Central Tendencies.mp4 (27.83 MB)
4 -Central Tendencies - 2.mp4 (29.58 MB)
5 -Dispersion.mp4 (65.73 MB)
6 -Correlation.mp4 (61.69 MB)
7 -Correlation - 2.mp4 (26.31 MB)
1 -Probability.mp4 (6.68 MB)
10 -Central Limit Theorem - 2.mp4 (67.1 MB)
2 -Dependence and Independence.mp4 (9.94 MB)
3 -Conditional Probability.mp4 (33.43 MB)
4 -Boy and Girl Probability.mp4 (26.92 MB)
5 -Bayes Theorem.mp4 (36.1 MB)
6 -Random Variables.mp4 (16.49 MB)
7 -Continuous Distributions.mp4 (24.4 MB)
8 -Normal Distribution.mp4 (43.43 MB)
9 -Central Limit Theorem.mp4 (54.11 MB)
1 -Hypothesis Testing and Coin Examples.mp4 (13.06 MB)
2 -Coin Example.mp4 (40.77 MB)
3 -Coin Example - 2.mp4 (38.82 MB)
4 -Coin Example - 3.mp4 (41.66 MB)
5 -Coin Example - 4.mp4 (63.47 MB)
6 -Confidence Interval.mp4 (32.7 MB)
7 -P-Hacking.mp4 (31.13 MB)
8 -AB Testing.mp4 (43.94 MB)
9 -Bayesian Inference.mp4 (52.14 MB)
1 -Gradient Descent.mp4 (19.96 MB)
2 -Estimating.mp4 (9.07 MB)
3 -Estimating - 2.mp4 (44.07 MB)
4 -Right Step Size.mp4 (17.01 MB)
5 -Additional Details.mp4 (54.78 MB)
6 -Stochastic Gradient Descent.mp4 (54.21 MB)
1 -Data Exploration and Working with Data.mp4 (44.51 MB)
10 -Rescaling.mp4 (43.68 MB)
11 -Rescaling - 2.mp4 (32.48 MB)
12 -Dimensionality Reduction.mp4 (44.56 MB)
13 -Dimensionality Reduction - 2.mp4 (55.65 MB)
14 -Dimensionality Reduction - 3.mp4 (39.63 MB)
2 -Two Dimensions.mp4 (35.46 MB)
3 -Plenty of Dimensions.mp4 (55.72 MB)
4 -Cleaning.mp4 (31.51 MB)
5 -Cleaning - 2.mp4 (57.93 MB)
6 -Manipulation.mp4 (35.21 MB)
7 -Manipulation - 2.mp4 (32.26 MB)
8 -Manipulation - 3.mp4 (23.63 MB)
9 -Manipulation - 4.mp4 (33.96 MB)
1 -Introduction to Machine Learning.mp4 (11.69 MB)
2 -Over-fitting and Under-fitting.mp4 (21.54 MB)
3 -Over-fitting and Under-fitting - 2.mp4 (17.81 MB)
4 -Over-fitting and Under-fitting - 3.mp4 (23.84 MB)
5 -Correctness.mp4 (31.76 MB)
6 -Correctness - 2.mp4 (32.58 MB)
7 -Bias-Variance Trade-Off.mp4 (15.14 MB)
1 -Lets Handle Missing Data.mp4 (23.29 MB)
10 -Discretization and Binning.mp4 (11.42 MB)
11 -Discretization and Binning - 2.mp4 (20.63 MB)
12 -Discretization and Binning - 3.mp4 (15.64 MB)
13 -Filtering and Detecting the Outliers.mp4 (17.46 MB)
14 -Random Sampling and Permutations.mp4 (15.23 MB)
15 -Indicator Computing.mp4 (15.08 MB)
16 -Indicator Computing - 2.mp4 (24.27 MB)
17 -Indicator Computing - 3.mp4 (23.53 MB)
18 -Indicator Computing - 4.mp4 (15.09 MB)
19 -String Object Methods.mp4 (18.28 MB)
2 -Filtration of the Missing Data.mp4 (26.44 MB)
20 -String Object Methods - 2.mp4 (16.34 MB)
21 -Regular Expressions.mp4 (16.48 MB)
22 -Regular Expressions - 2.mp4 (18.25 MB)
23 -Regular Expressions - 3.mp4 (32.49 MB)
24 -Vectorized String Functions.mp4 (28.09 MB)
25 -Vectorized String Functions - 2.mp4 (52.57 MB)
26 -Hierarchical Indexing.mp4 (12.91 MB)
27 -Hierarchical Indexing - 2.mp4 (15.57 MB)
28 -Hierarchical Indexing - 3.mp4 (25.19 MB)
29 -Reordering and the Sorting Levels.mp4 (9.91 MB)
3 -Filling of the Missing Data.mp4 (26.28 MB)
30 -Summarizing Statistics and Indexing with DataFrames Columns.mp4 (34.39 MB)
31 -DataFrame Join with Database Style.mp4 (23.02 MB)
32 -DataFrame Join with Database Style - 2.mp4 (20.58 MB)
33 -DataFrame Join with Database Style - 3.mp4 (43.31 MB)
34 -Merging on Index.mp4 (17.14 MB)
35 -Merging on Index - 2.mp4 (25 MB)
36 -Merging on Index - 3.mp4 (41.33 MB)
37 -Merging on Index - 4.mp4 (23.13 MB)
38 -Concatenating Along an Axis.mp4 (22.99 MB)
39 -Concatenating Along an Axis - 2.mp4 (31.34 MB)
4 -Duplicates Removal.mp4 (14.78 MB)
40 -Concatenating Along an Axis - 3.mp4 (39.62 MB)
41 -Data Combining with the Overlap.mp4 (32.1 MB)
42 -Hierarchical Indexing and Reshaping.mp4 (15.65 MB)
43 -Hierarchical Indexing and Reshaping - 2.mp4 (29.67 MB)
44 -pd melt.mp4 (24.36 MB)
5 -Function or Mapping and Transformation.mp4 (22.85 MB)
6 -Function or Mapping.mp4 (14.98 MB)
7 -Function or Mapping - 2.mp4 (17.19 MB)
8 -Values Replacing.mp4 (17.96 MB)
9 -Axis Indexes Renaming.mp4 (24.11 MB)
1 -K-Nearest Neighbors.mp4 (18.53 MB)
2 -Model.mp4 (37.71 MB)
3 -Model - 2.mp4 (13.15 MB)
4 -Example - Favorite Language.mp4 (55.21 MB)
5 -Example - Favorite Language - 2.mp4 (59.48 MB)
6 -Curse of Dimensionality.mp4 (56.49 MB)
7 -Curse of Dimensionality - 2.mp4 (22.68 MB)
1 -Naive Bayes.mp4 (24.82 MB)
2 -Sophisticated Spam Filter.mp4 (46.41 MB)
3 -Implementation.mp4 (23.54 MB)
4 -Implementation - 2.mp4 (67.16 MB)
1 -Simple Linear Regression.mp4 (29.36 MB)
2 -Model.mp4 (55.12 MB)
3 -Gradient Descent.mp4 (25.79 MB)
4 -Maximum Likelihood Estimation.mp4 (19.25 MB)
1 -Multiple Regression.mp4 (31.06 MB)
10 -Regularization - 3.mp4 (51.01 MB)
2 -Assumptions of Least Square Model.mp4 (27.72 MB)
3 -Fitting the Model.mp4 (26.37 MB)
4 -Goodness of Fit.mp4 (20.66 MB)
5 -Bootstrap.mp4 (37.12 MB)
6 -Standard Errors.mp4 (36.56 MB)
7 -Standard Errors - 2.mp4 (43.21 MB)
8 -Regularization.mp4 (17.04 MB)
9 -Regularization - 2.mp4 (39.93 MB)
1 -Logistic Regression.mp4 (36.11 MB)
2 -Logistic Regression - 2.mp4 (56.63 MB)
3 -Applying.mp4 (26.18 MB)
4 -Goodness of Fit.mp4 (40.1 MB)
1 -Decision Trees.mp4 (19.06 MB)
2 -Entropy.mp4 (41.58 MB)
3 -Entropy of a Partition.mp4 (27.84 MB)
4 -Creating a Decision Tree.mp4 (14.13 MB)
5 -Creating a Decision Tree - 2.mp4 (71.92 MB)
6 -Summing Up.mp4 (18.67 MB)
7 -Summing Up - 2.mp4 (82.82 MB)
8 -Random Forests.mp4 (34.16 MB)
1 -Perceptrons.mp4 (45.94 MB)
2 -Feed-Forward Neural Networks.mp4 (55.76 MB)
3 -Backpropagation.mp4 (67.82 MB)
4 -Defeating a CAPTCHA.mp4 (27.03 MB)
5 -Defeating a CAPTCHA - 2.mp4 (32.54 MB)
6 -Defeating a CAPTCHA - 3.mp4 (98.72 MB)
1 -Clusters.mp4 (13.99 MB)
2 -Model.mp4 (44.95 MB)
3 -Meetup.mp4 (28.09 MB)
4 -Choosing k.mp4 (29.42 MB)
1 -Data Visualization Project in Python.mp4 (8.74 MB)
2 -We will Cover.mp4 (17.53 MB)
3 -Importing Libraries.mp4 (5.63 MB)
4 -Generate Sample Sales Data.mp4 (24.28 MB)
5 -Line Chart - Sales Trend Over Time.mp4 (24.59 MB)
6 -Histogram - Distribution of Sales.mp4 (20.35 MB)
7 -Box Plot.mp4 (14.44 MB)
8 -Scatter Plot.mp4 (27.67 MB)
1 -Introduction.mp4 (11.12 MB)
10 -Bar Plots.mp4 (25.64 MB)
11 -Bar Plots - 2.mp4 (17.35 MB)
12 -Bar Plots - 3.mp4 (18.6 MB)
13 -Histograms.mp4 (21.65 MB)
14 -Scatter Plots.mp4 (46.19 MB)
15 -Categorical Data and Facet Grids.mp4 (26.84 MB)
2 -Figures and Subplots.mp4 (25.07 MB)
3 -Figures and Subplots - 2.mp4 (21.49 MB)
4 -Figures and Subplots - 3.mp4 (15.46 MB)
5 -Markers, Line Styles and Colors.mp4 (35.65 MB)
6 -Labels, Legends and Ticks, Title, Ticklabels, Titles.mp4 (35.49 MB)
7 -Labels, Legends and Ticks, Adding a Legend.mp4 (29.68 MB)
8 -Drawing on a Subplot.mp4 (23.53 MB)
9 -Line Plots.mp4 (32.18 MB)
1 -Introduction.mp4 (14.45 MB)
10 -Multiple Function Application and Column Wise.mp4 (21.69 MB)
11 -Multiple Function Application and Column Wise - 2.mp4 (35.65 MB)
12 -Returning Aggregated Data.mp4 (10.74 MB)
13 -Split-Apply-Combine.mp4 (30.92 MB)
14 -Group Keys and Quantile and Bucket Analysis.mp4 (35.96 MB)
15 -Example of Filling Missing Values with respect to the Group-Specific Values.mp4 (36.89 MB)
16 -Example of Random Sampling and Permutation.mp4 (29.35 MB)
17 -Example of Group Weighted Average and Correlation.mp4 (17.64 MB)
18 -Example of Group Weighted Average and Correlation - 2.mp4 (26.37 MB)
19 -Example of the Group-Wise Linear Regression.mp4 (18.44 MB)
2 -Mechanics of the GroupBy.mp4 (25.99 MB)
20 -Cross-Tabulation and Pivot Tables.mp4 (24.6 MB)
21 -Cross-Tabulation and Pivot Tables - 2.mp4 (24.87 MB)
22 -CrossTab.mp4 (13.46 MB)
3 -Mechanics of the GroupBy - 2.mp4 (32.86 MB)
4 -Iterating over the Groups.mp4 (23.36 MB)
5 -Selecting a Column.mp4 (16.42 MB)
6 -Grouping with Dicts.mp4 (26.37 MB)
7 -Grouping with Functions.mp4 (12.16 MB)
8 -Grouping with Functions - 2.mp4 (18.26 MB)
9 -Data Aggregation.mp4 (25.07 MB)
1 -Time Data Types and Tools and Data.mp4 (27.69 MB)
10 -Shifting Data.mp4 (18.83 MB)
11 -Shifting Dates with the Offsets.mp4 (21.84 MB)
12 -Time Zone Handling.mp4 (10.68 MB)
13 -Localization and Conversion of the Time.mp4 (37.49 MB)
14 -Aware Timestamp Objects.mp4 (27.69 MB)
15 -Different Time Zones and Operations Between Them.mp4 (13.61 MB)
16 -Period Arithmetic.mp4 (29.59 MB)
17 -Conversion of Period Frequency.mp4 (28.96 MB)
18 -Period Frequencies of Quarters.mp4 (24.66 MB)
19 -Conversion of Timestamps to Period & Back.mp4 (20.92 MB)
2 -Datetime and String Conversion Between Them.mp4 (19.66 MB)
20 -PeriodIndex from Arrays.mp4 (23.95 MB)
21 -Frequency Conversion and Resampling.mp4 (26.51 MB)
22 -Downsampling.mp4 (29.38 MB)
23 -Interpolation and Upsampling.mp4 (24.96 MB)
24 -Resampling with the Periods.mp4 (25 MB)
25 -Sliding Window.mp4 (45.84 MB)
26 -Exponentially Weighted Functions.mp4 (20.82 MB)
27 -Functions of the Binary Moving Window.mp4 (29.28 MB)
3 -Datetime and String Conversion Between Them - 2.mp4 (48.11 MB)
4 -Basics of Time Series.mp4 (17.15 MB)
5 -Subsetting, Indexing, Selection.mp4 (43.59 MB)
6 -Duplicate Indices and Time Series.mp4 (19.13 MB)
7 -Generation of the Date Ranges.mp4 (41.65 MB)
8 -Date Offsets and Frequencies.mp4 (21.39 MB)
9 -Week of Month Dates.mp4 (6 MB)
1 -Categorical Data.mp4 (31.22 MB)
10 -Pipe.mp4 (29.4 MB)
2 -Categorical Type.mp4 (55.93 MB)
3 -Computations with Categoricals.mp4 (31.25 MB)
4 -Fast Performance with Categories.mp4 (15.65 MB)
5 -Categorical Methods.mp4 (36.39 MB)
6 -Dummy Variables for Modeling.mp4 (7.25 MB)
7 -Group Transforms and GroupBy.mp4 (38.87 MB)
8 -Resampling of Grouped Time.mp4 (36.61 MB)
9 -Method Chaining.mp4 (52.06 MB)
1 -Introduction.mp4 (12.33 MB)
10 -Estimating Time Series.mp4 (20.35 MB)
11 -Scikit-Learn.mp4 (29.84 MB)
12 -Scikit-Learn - 2.mp4 (61.57 MB)
2 -Pandas and Model Code.mp4 (32.14 MB)
3 -Pandas and Model Code - 2.mp4 (20.68 MB)
4 -Patsy.mp4 (19.06 MB)
5 -Patsy - 2.mp4 (20.99 MB)
6 -Data Transformations.mp4 (30.85 MB)
7 -Categorical Data.mp4 (38.55 MB)
8 -Estimating Linear Models.mp4 (30.66 MB)
9 -Estimating Linear Models - 2.mp4 (25.64 MB)
1 -USA gov Data.mp4 (27.45 MB)
10 -Analyzing Naming Trends.mp4 (25.42 MB)
11 -Increase in Naming Diversity.mp4 (32.43 MB)
12 -Increase in Naming Diversity - 2.mp4 (18.88 MB)
13 -Last Letter.mp4 (42.35 MB)
14 -Last Letter - 2.mp4 (22.95 MB)
15 -USDA Food Database.mp4 (22.65 MB)
16 -USDA Food Database - 2.mp4 (47.27 MB)
17 -USDA Food Database - 3.mp4 (52.75 MB)
18 -2012 Federal Election Commission Database.mp4 (60.8 MB)
19 -Donation Statistics by Occupation and Employer.mp4 (82.37 MB)
2 -Counting Time Zone in Python.mp4 (43.7 MB)
20 -Donation Amounts and by States.mp4 (38.32 MB)
3 -Counting Time Zone in Python - 2.mp4 (22.45 MB)
4 -Counting Time Zone in Python - 3.mp4 (67.85 MB)
5 -MovieLens 1M Dataset.mp4 (40.09 MB)
6 -MovieLens 1M Dataset - 2.mp4 (46.75 MB)
7 -Rating Disagreement.mp4 (27.34 MB)
8 -US Baby Names 1880-2010.mp4 (43.28 MB)
9 -US Baby Names 1880-2010 - 2.mp4 (48.98 MB)

]
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