Udemy - Python and Machine Learning for Complete Beginners (3.2023)

Creation Time	Sept. 11, 2025, 7:17 a.m.
Last Access Time	March 21, 2026, 5:21 p.m.
File Size	28.6 GB
Keywords	and Beginners Complete for Python - Udemy Machine 3 Learning 2023
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Total Files	465
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21 - Principal Component Analysis/438 - A Solution to the PCA Exercise.mp4 158.8 MB
2 - Loops and Conditions/38 - A Solution to the Boolean Operators Exercise.mp4 143.8 MB
18 - Clustering Analysing Clustered Data/388 - Iris Exercise Solution.mp4 138.5 MB
14 - Numpy Numerical Python/287 - Creating Numpy Arrays.mp4 129.5 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/408 - Bayes Theorem.mp4 128.6 MB
9 - Conways Game of Life/193 - Getting Widget Sizes.mp4 120.8 MB
21 - Principal Component Analysis/442 - Character Recognition.mp4 119.2 MB
8 - ObjectOriented Programming/186 - The Property Class.mp4 118.2 MB
22 - Artificial Neural Networks ANNs/453 - An ANN for Recognising Digits.mp4 116.5 MB
22 - Artificial Neural Networks ANNs/449 - A Basic ANN.mp4 116.4 MB
15 - Graphs and Plotting/318 - Scatter Plots.mp4 115.0 MB
15 - Graphs and Plotting/313 - Word Length Plot Solution First Part.mp4 114.9 MB
21 - Principal Component Analysis/432 - Explained Variance Ratios.mp4 113.5 MB
13 - Reading and Writing Files/280 - Game of Life Save and Load.mp4 112.8 MB
13 - Reading and Writing Files/273 - Numbers Versus Bytes.mp4 112.6 MB
18 - Clustering Analysing Clustered Data/407 - Using KNeighborsClassifier.mp4 112.3 MB
21 - Principal Component Analysis/443 - Configuring Logistic Regression.mp4 112.2 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/416 - Naive Bayes Classifiers.mp4 109.8 MB
9 - Conways Game of Life/201 - Implementing the Game of Life Rules.mp4 109.3 MB
18 - Clustering Analysing Clustered Data/401 - Determining Epsilon.mp4 108.8 MB
5 - Formatting Strings/113 - The Format Method.mp4 108.1 MB
13 - Reading and Writing Files/267 - Handling Binary Text Data.mp4 107.2 MB
18 - Clustering Analysing Clustered Data/399 - Spherically Symmmetric Data.mp4 106.0 MB
8 - ObjectOriented Programming/169 - Getters and Setters.mp4 104.4 MB
22 - Artificial Neural Networks ANNs/464 - Detecting Overfitting.mp4 104.3 MB
22 - Artificial Neural Networks ANNs/461 - Regression with Neural Networks.mp4 104.0 MB
21 - Principal Component Analysis/430 - How PCA Works.mp4 103.5 MB
18 - Clustering Analysing Clustered Data/393 - The Linkage Table.mp4 103.4 MB
2 - Loops and Conditions/27 - Solving the Fridge Exercise.mp4 103.2 MB
21 - Principal Component Analysis/435 - Classifying Irises with PCA.mp4 102.8 MB
17 - Regression Fitting and Predicting Curves/354 - Predictions with Linear Regression.mp4 102.5 MB
17 - Regression Fitting and Predicting Curves/374 - Using StandardScaler.mp4 102.2 MB
13 - Reading and Writing Files/278 - File Dialogs.mp4 99.8 MB
17 - Regression Fitting and Predicting Curves/363 - A Polynomial Regression Model.mp4 99.3 MB
4 - Containers Lists Tuples Sets and Dictionaries/64 - Modifying Lists.mp4 98.9 MB
9 - Conways Game of Life/199 - Wrapping Cell Selection.mp4 98.8 MB
21 - Principal Component Analysis/431 - Transforming Data with PCA.mp4 98.1 MB
4 - Containers Lists Tuples Sets and Dictionaries/63 - Joining Lists.mp4 97.7 MB
9 - Conways Game of Life/191 - Laying Out Widgets with Grids.mp4 97.6 MB
4 - Containers Lists Tuples Sets and Dictionaries/110 - The Second Part of the Solution to the Containers Exercise.mp4 97.4 MB
18 - Clustering Analysing Clustered Data/379 - KMeans Clustering.mp4 97.2 MB
16 - Pandas Pythons Equivalent of Spreadsheets/338 - Plotting Groups.mp4 97.2 MB
14 - Numpy Numerical Python/306 - Scaling and Variance.mp4 96.9 MB
14 - Numpy Numerical Python/305 - Bessels Correction.mp4 96.9 MB
16 - Pandas Pythons Equivalent of Spreadsheets/339 - Binning.mp4 96.6 MB
2 - Loops and Conditions/28 - Improving the Fridge Solution.mp4 95.4 MB
11 - Operators/230 - Hexadecimal Numbers.mp4 95.3 MB
8 - ObjectOriented Programming/164 - An ObjectOriented Word Game.mp4 94.9 MB
17 - Regression Fitting and Predicting Curves/352 - Calculating R Squared.mp4 94.8 MB
4 - Containers Lists Tuples Sets and Dictionaries/98 - Time Complexity and Big O.mp4 94.0 MB
18 - Clustering Analysing Clustered Data/394 - Clustering Iris Flower Data.mp4 93.8 MB
17 - Regression Fitting and Predicting Curves/353 - TrainTest Split.mp4 93.3 MB
17 - Regression Fitting and Predicting Curves/372 - Scaling and Normalisation.mp4 93.0 MB
12 - Functional Programming/242 - Next and Iter.mp4 92.9 MB
4 - Containers Lists Tuples Sets and Dictionaries/92 - A Solution to the Dictionary Exercise.mp4 92.3 MB
4 - Containers Lists Tuples Sets and Dictionaries/74 - Completing the List Exercise Solution.mp4 91.4 MB
4 - Containers Lists Tuples Sets and Dictionaries/104 - The Second Part of the Solution to the Dictionaries of Sets Exercise.mp4 91.3 MB
16 - Pandas Pythons Equivalent of Spreadsheets/343 - Zipfs Law Exercise.mp4 91.1 MB
17 - Regression Fitting and Predicting Curves/362 - Polynomial Features.mp4 91.0 MB
10 - Modules Packaging Code/217 - Installing Modules.mp4 90.9 MB
1 - Getting Started/18 - Converting Temperatures.mp4 90.9 MB
8 - ObjectOriented Programming/160 - The Mysterious Self Variable.mp4 90.9 MB
4 - Containers Lists Tuples Sets and Dictionaries/102 - A Dictionaries of Sets Exercise.mp4 90.8 MB
18 - Clustering Analysing Clustered Data/404 - DBSCAN Moons Exercise Solution.mp4 90.6 MB
17 - Regression Fitting and Predicting Curves/376 - Confusion Matrix Exercise Solution First Part.mp4 90.5 MB
10 - Modules Packaging Code/209 - Using Functions in Dictionaries.mp4 90.0 MB
17 - Regression Fitting and Predicting Curves/349 - Linear Regression with Statsmodels.mp4 89.9 MB
1 - Getting Started/5 - Python Virtual Environments.mp4 89.8 MB
11 - Operators/227 - A Solution to the Flags Exercise.mp4 89.3 MB
6 - Regular Expressions/140 - The Second Part of the Solution to the Budget Exercise.mp4 89.1 MB
2 - Loops and Conditions/25 - Comparison Operators.mp4 89.0 MB
6 - Regular Expressions/143 - ZeroWidth Lookahead Assertions.mp4 88.9 MB
8 - ObjectOriented Programming/168 - Completing the Word Game.mp4 88.8 MB
9 - Conways Game of Life/203 - Randomising Cell Selection.mp4 88.8 MB
13 - Reading and Writing Files/265 - Files Exercise Solution.mp4 88.5 MB
16 - Pandas Pythons Equivalent of Spreadsheets/326 - Loc and Iloc.mp4 87.8 MB
21 - Principal Component Analysis/433 - Iris Flower PCA Analysis.mp4 87.8 MB
4 - Containers Lists Tuples Sets and Dictionaries/65 - Extended Slicing.mp4 87.7 MB
14 - Numpy Numerical Python/293 - Matrices.mp4 87.6 MB
4 - Containers Lists Tuples Sets and Dictionaries/59 - Packing and Unpacking Tuples.mp4 87.4 MB
8 - ObjectOriented Programming/174 - Class Properties.mp4 87.2 MB
7 - Handling Errors/150 - Raising Errors.mp4 87.0 MB
9 - Conways Game of Life/195 - A Cell Class.mp4 86.9 MB
8 - ObjectOriented Programming/176 - Class Methods.mp4 86.8 MB
4 - Containers Lists Tuples Sets and Dictionaries/68 - List Comprehensions Flexibly Creating Lists.mp4 86.7 MB
18 - Clustering Analysing Clustered Data/395 - ScikitLearn Agglomerative Clustering.mp4 86.3 MB
8 - ObjectOriented Programming/185 - Mixins.mp4 85.9 MB
1 - Getting Started/17 - Performing Calculations.mp4 85.8 MB
22 - Artificial Neural Networks ANNs/463 - Analysing the Results.mp4 85.7 MB
9 - Conways Game of Life/196 - Toggling Cell States.mp4 85.4 MB
4 - Containers Lists Tuples Sets and Dictionaries/73 - Structuring a Solution to the List Exercise.mp4 85.0 MB
2 - Loops and Conditions/24 - IfElseIf.mp4 84.8 MB
16 - Pandas Pythons Equivalent of Spreadsheets/328 - Pandas Functions.mp4 84.6 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/414 - Listing Common Words.mp4 84.3 MB
17 - Regression Fitting and Predicting Curves/377 - Confusion Matrix Exercise Solution Second Part.mp4 84.1 MB
17 - Regression Fitting and Predicting Curves/360 - A Multiple Linear Regression Model with ScikitLearn.mp4 83.9 MB
18 - Clustering Analysing Clustered Data/381 - The Elbow Method.mp4 83.9 MB
8 - ObjectOriented Programming/158 - Classes.mp4 83.8 MB
17 - Regression Fitting and Predicting Curves/348 - The Equation of a Line.mp4 83.8 MB
13 - Reading and Writing Files/284 - Splitting Text Into Words.mp4 83.7 MB
14 - Numpy Numerical Python/294 - Matrix Multiplication.mp4 83.5 MB
5 - Formatting Strings/111 - A Review of Strings.mp4 82.8 MB
22 - Artificial Neural Networks ANNs/448 - Preparing Iris Data.mp4 82.7 MB
13 - Reading and Writing Files/285 - Counting Words.mp4 82.7 MB
8 - ObjectOriented Programming/180 - Second Part of the Solution to the Object Orientation Exercise.mp4 82.2 MB
2 - Loops and Conditions/36 - Boolean Operators.mp4 82.0 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/412 - Loading the Email Dataset.mp4 81.8 MB
12 - Functional Programming/239 - Defining Functions in Loops.mp4 81.8 MB
2 - Loops and Conditions/21 - The If Statement.mp4 81.8 MB
6 - Regular Expressions/120 - Matching Numbers and Words.mp4 81.6 MB
17 - Regression Fitting and Predicting Curves/358 - Removing Outliers.mp4 81.4 MB
18 - Clustering Analysing Clustered Data/390 - Permutations Exercise Solution.mp4 81.4 MB
11 - Operators/229 - Bit Shift Operators.mp4 81.4 MB
5 - Formatting Strings/112 - Formatting Strings.mp4 80.7 MB
8 - ObjectOriented Programming/181 - Third Part of the Solution to the Object Orientation Exercise.mp4 80.6 MB
15 - Graphs and Plotting/314 - Word Length Plot Solution Second Part.mp4 80.3 MB
7 - Handling Errors/154 - A Solution to the Errors Exercise.mp4 80.1 MB
18 - Clustering Analysing Clustered Data/397 - Fit Predict Transform.mp4 79.9 MB
21 - Principal Component Analysis/429 - Data for PCA.mp4 79.2 MB
4 - Containers Lists Tuples Sets and Dictionaries/61 - Tuple Functions and Operators.mp4 79.1 MB
23 - Conclusion/465 - Conclusion.mp4 78.8 MB
16 - Pandas Pythons Equivalent of Spreadsheets/333 - Grouping.mp4 78.7 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/418 - Naive Bayes Exercise Solution.mp4 78.7 MB
4 - Containers Lists Tuples Sets and Dictionaries/96 - Hashing Algorithms.mp4 78.6 MB
10 - Modules Packaging Code/211 - Package Initialisation.mp4 78.6 MB
10 - Modules Packaging Code/212 - How Python Locates Modules.mp4 78.3 MB
18 - Clustering Analysing Clustered Data/402 - Using DBSCAN.mp4 78.2 MB
8 - ObjectOriented Programming/161 - Object Properties.mp4 78.2 MB
7 - Handling Errors/156 - A Solution to the Pi Exercise.mp4 78.2 MB
9 - Conways Game of Life/194 - Drawing Cells.mp4 78.1 MB
21 - Principal Component Analysis/436 - PCA Tips.mp4 78.1 MB
17 - Regression Fitting and Predicting Curves/357 - Predicting the Weights of Grapes.mp4 77.8 MB
14 - Numpy Numerical Python/304 - Variance Exercise.mp4 77.7 MB
20 - Decision Trees/426 - Seaborn Iris Plots.mp4 77.6 MB
17 - Regression Fitting and Predicting Curves/373 - Normalising Split Data.mp4 77.5 MB
13 - Reading and Writing Files/274 - Python Arrays.mp4 77.4 MB
15 - Graphs and Plotting/321 - Subplots.mp4 76.8 MB
17 - Regression Fitting and Predicting Curves/371 - Confusion Matrices.mp4 76.8 MB
3 - Structure Code with Functions/41 - Your First Function.mp4 76.5 MB
21 - Principal Component Analysis/444 - Displaying Images.mp4 75.5 MB
6 - Regular Expressions/142 - Compiling Regular Expressions.mp4 75.5 MB
8 - ObjectOriented Programming/184 - The Diamond Problem.mp4 75.5 MB
17 - Regression Fitting and Predicting Curves/367 - The Logistic Equation.mp4 75.3 MB
15 - Graphs and Plotting/316 - Creating Pie Charts.mp4 75.2 MB
3 - Structure Code with Functions/53 - Variable Length Keyword Arguments.mp4 74.7 MB
8 - ObjectOriented Programming/166 - Guessing Letters.mp4 74.6 MB
17 - Regression Fitting and Predicting Curves/368 - A ScikitLearn Logistic Regression Model.mp4 74.2 MB
10 - Modules Packaging Code/205 - Conditionally Running Main.mp4 74.0 MB
9 - Conways Game of Life/197 - Handling Button Clicks.mp4 74.0 MB
13 - Reading and Writing Files/262 - Examining With.mp4 73.9 MB
14 - Numpy Numerical Python/297 - Numpy Exercise Solution First Part.mp4 73.9 MB
2 - Loops and Conditions/35 - A Solution to the Password Exercise.mp4 73.9 MB
8 - ObjectOriented Programming/177 - Object and Classes.mp4 73.8 MB
21 - Principal Component Analysis/440 - Fetching MNIST From OpenML.mp4 73.5 MB
15 - Graphs and Plotting/323 - 3D Plots.mp4 73.3 MB
17 - Regression Fitting and Predicting Curves/361 - About Polynomial Regression.mp4 73.3 MB
16 - Pandas Pythons Equivalent of Spreadsheets/331 - Sorting in Pandas.mp4 73.2 MB
4 - Containers Lists Tuples Sets and Dictionaries/100 - Iterating Over Lists of Lists.mp4 73.0 MB
17 - Regression Fitting and Predicting Curves/369 - Multiple Logistic Regression.mp4 73.0 MB
8 - ObjectOriented Programming/170 - Inheritance.mp4 73.0 MB
18 - Clustering Analysing Clustered Data/396 - Linkage and Affinity.mp4 72.9 MB
22 - Artificial Neural Networks ANNs/458 - Machine Learning Pipelines.mp4 72.9 MB
2 - Loops and Conditions/23 - Constants.mp4 72.8 MB
14 - Numpy Numerical Python/292 - Advanced Indexing.mp4 72.7 MB
17 - Regression Fitting and Predicting Curves/347 - Configuring Tick Labels.mp4 72.6 MB
7 - Handling Errors/152 - The Finally Clause.mp4 72.4 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/419 - Classifying Irises with Naive Bayes.mp4 72.4 MB
17 - Regression Fitting and Predicting Curves/364 - A Surprising Result.mp4 72.1 MB
18 - Clustering Analysing Clustered Data/382 - KMeans Exercise Solution.mp4 71.9 MB
21 - Principal Component Analysis/441 - Loading MNIST with Keras.mp4 71.8 MB
11 - Operators/231 - A Solution to the Hexadecimal Colours Exercise.mp4 71.7 MB
22 - Artificial Neural Networks ANNs/456 - Displaying Misclassified Images.mp4 71.5 MB
6 - Regular Expressions/134 - Matching Starts of Lines.mp4 71.4 MB
18 - Clustering Analysing Clustered Data/403 - DBSCAN Moons Exercise.mp4 71.3 MB
7 - Handling Errors/157 - Using Assertions.mp4 71.2 MB
8 - ObjectOriented Programming/163 - Encapsulation.mp4 71.2 MB
6 - Regular Expressions/119 - Greedy Matching.mp4 71.1 MB
18 - Clustering Analysing Clustered Data/392 - Dendrograms.mp4 71.0 MB
15 - Graphs and Plotting/311 - More Config Options.mp4 71.0 MB
18 - Clustering Analysing Clustered Data/400 - DBSCAN.mp4 70.8 MB
6 - Regular Expressions/145 - Summary of Regular Expressions.mp4 70.7 MB
15 - Graphs and Plotting/322 - Subplots Exercise Solution.mp4 70.6 MB
4 - Containers Lists Tuples Sets and Dictionaries/76 - Sets Collections of Unique Objects.mp4 70.2 MB
8 - ObjectOriented Programming/167 - Displaying Letters.mp4 70.1 MB
16 - Pandas Pythons Equivalent of Spreadsheets/324 - Introduction.mp4 69.8 MB
15 - Graphs and Plotting/319 - Histograms.mp4 69.7 MB
3 - Structure Code with Functions/46 - Return Values.mp4 69.7 MB
8 - ObjectOriented Programming/172 - Polymorphism.mp4 69.2 MB
3 - Structure Code with Functions/42 - Multiple Functions.mp4 69.2 MB
15 - Graphs and Plotting/317 - Pie Chart Exercise Solution.mp4 69.1 MB
10 - Modules Packaging Code/210 - A Solution to the Games Menu Exercise.mp4 68.9 MB
18 - Clustering Analysing Clustered Data/386 - Seaborn Plots.mp4 68.6 MB
16 - Pandas Pythons Equivalent of Spreadsheets/332 - Correlations.mp4 68.4 MB
11 - Operators/224 - Bitwise Flags.mp4 68.4 MB
15 - Graphs and Plotting/315 - Creating Bar Charts.mp4 68.3 MB
8 - ObjectOriented Programming/182 - Class Hierarchies.mp4 68.1 MB
4 - Containers Lists Tuples Sets and Dictionaries/93 - Casefolding and None.mp4 68.0 MB
16 - Pandas Pythons Equivalent of Spreadsheets/327 - Changing Values in Pandas.mp4 67.5 MB
13 - Reading and Writing Files/275 - Saving Arrays.mp4 67.2 MB
16 - Pandas Pythons Equivalent of Spreadsheets/341 - Groupby Exercise Solution First Part.mp4 66.9 MB
3 - Structure Code with Functions/44 - The id Function.mp4 66.9 MB
20 - Decision Trees/427 - Plotting Decision Trees.mp4 66.5 MB
14 - Numpy Numerical Python/286 - Numpy Arrays.mp4 65.7 MB
17 - Regression Fitting and Predicting Curves/346 - Linear Regression Data.mp4 65.2 MB
1 - Getting Started/14 - Numeric Variables.mp4 65.1 MB
4 - Containers Lists Tuples Sets and Dictionaries/60 - Tuple Slicing.mp4 65.0 MB
4 - Containers Lists Tuples Sets and Dictionaries/109 - The First Part of a Solution to the Containers Exercise.mp4 64.7 MB
11 - Operators/223 - Bitwise Or.mp4 64.7 MB
12 - Functional Programming/249 - Game of Life Exercise Solution.mp4 64.7 MB
7 - Handling Errors/148 - Catching Specific Errors.mp4 64.6 MB
14 - Numpy Numerical Python/303 - Variance and Standard Deviation.mp4 64.6 MB
6 - Regular Expressions/139 - The First Part of a Solution to the Budget Exercise.mp4 64.5 MB
4 - Containers Lists Tuples Sets and Dictionaries/58 - Tuples.mp4 64.4 MB
17 - Regression Fitting and Predicting Curves/345 - Introduction to Regression.mp4 64.2 MB
18 - Clustering Analysing Clustered Data/384 - The Iris Flower Dataset.mp4 63.9 MB
16 - Pandas Pythons Equivalent of Spreadsheets/334 - Grouped Types.mp4 63.7 MB
17 - Regression Fitting and Predicting Curves/350 - Why Add Constants.mp4 63.6 MB
13 - Reading and Writing Files/281 - Testing the Game of Life Updates.mp4 63.4 MB
12 - Functional Programming/233 - Recursion.mp4 63.4 MB
14 - Numpy Numerical Python/289 - Numpy Slicing.mp4 63.0 MB
14 - Numpy Numerical Python/298 - Numpy Exercise Solution Second Part.mp4 62.9 MB
8 - ObjectOriented Programming/179 - First Part of a Solution to the Object Orientation Exercise.mp4 62.8 MB
10 - Modules Packaging Code/216 - Referencing Parallel Modules.mp4 62.6 MB
8 - ObjectOriented Programming/173 - Super Constructors.mp4 62.5 MB
13 - Reading and Writing Files/282 - The OS Module.mp4 62.3 MB
4 - Containers Lists Tuples Sets and Dictionaries/72 - List Exercise Tips.mp4 62.2 MB
22 - Artificial Neural Networks ANNs/450 - Dropout and Tweaking the Network.mp4 62.1 MB
13 - Reading and Writing Files/270 - Serializing Integers.mp4 62.1 MB
13 - Reading and Writing Files/279 - Game of Life Menus.mp4 62.0 MB
9 - Conways Game of Life/189 - Using Frames.mp4 61.8 MB
1 - Getting Started/6 - Visual Studio Code A Free Lightweight Editor.mp4 61.7 MB
11 - Operators/221 - Implementing Unary Operators.mp4 61.6 MB
17 - Regression Fitting and Predicting Curves/351 - R Squared.mp4 61.6 MB
10 - Modules Packaging Code/213 - Inspecting Modules.mp4 61.4 MB
6 - Regular Expressions/131 - Matching Ends of Lines.mp4 61.3 MB
6 - Regular Expressions/125 - Using Not in Character Classes.mp4 61.2 MB
8 - ObjectOriented Programming/159 - Constructors.mp4 61.1 MB
9 - Conways Game of Life/188 - A Basic GUI App.mp4 61.0 MB
14 - Numpy Numerical Python/290 - 2D Indexing.mp4 60.8 MB
1 - Getting Started/12 - An Interactive Program.mp4 60.8 MB
3 - Structure Code with Functions/49 - A Solution to the Factorial Exercise.mp4 60.3 MB
6 - Regular Expressions/127 - Comments and Space in Regular Expressions.mp4 60.2 MB
6 - Regular Expressions/129 - Capture Groups and NonCapture Groups.mp4 59.9 MB
4 - Containers Lists Tuples Sets and Dictionaries/86 - Dictionary Views.mp4 59.9 MB
4 - Containers Lists Tuples Sets and Dictionaries/103 - The First Part of A Solution to the Dictionaries of Sets Exercise.mp4 59.6 MB
4 - Containers Lists Tuples Sets and Dictionaries/79 - The Union and Intersection of Sets.mp4 59.6 MB
12 - Functional Programming/248 - Generators as Loops.mp4 59.4 MB
2 - Loops and Conditions/20 - Boolean Variables.mp4 59.4 MB
11 - Operators/228 - Bitwise xor and not.mp4 59.3 MB
12 - Functional Programming/235 - Iterators.mp4 59.2 MB
10 - Modules Packaging Code/204 - A Basic Module.mp4 58.8 MB
2 - Loops and Conditions/32 - The Break Keyword.mp4 58.8 MB
17 - Regression Fitting and Predicting Curves/366 - Categorical Dummy Values.mp4 58.7 MB
13 - Reading and Writing Files/277 - JSON.mp4 58.7 MB
4 - Containers Lists Tuples Sets and Dictionaries/85 - Iterating Over Dictionaries.mp4 58.6 MB
6 - Regular Expressions/133 - The Findall Function.mp4 58.5 MB
3 - Structure Code with Functions/43 - Function Arguments.mp4 58.4 MB
3 - Structure Code with Functions/54 - Arguments and Parameters Summary.mp4 58.4 MB
18 - Clustering Analysing Clustered Data/378 - Introducing Clustering.mp4 58.3 MB
4 - Containers Lists Tuples Sets and Dictionaries/69 - List Comprehension Conditions.mp4 58.2 MB
12 - Functional Programming/237 - Mapping.mp4 58.1 MB
9 - Conways Game of Life/190 - Refactoring Into an OO Structure.mp4 57.8 MB
18 - Clustering Analysing Clustered Data/398 - Nearest Neighbors.mp4 57.8 MB
17 - Regression Fitting and Predicting Curves/359 - Multiple Linear Regression.mp4 57.7 MB
4 - Containers Lists Tuples Sets and Dictionaries/82 - A Solution to the Set Exercise.mp4 57.5 MB
4 - Containers Lists Tuples Sets and Dictionaries/107 - Modular Arithmetic and the Modulus Operator.mp4 57.4 MB
1 - Getting Started/4 - Installing Powershell.mp4 56.7 MB
1 - Getting Started/16 - Python Types.mp4 56.6 MB
14 - Numpy Numerical Python/288 - Numpy Arithmetic.mp4 56.5 MB
15 - Graphs and Plotting/320 - Multiple Graphs in One Plot.mp4 56.5 MB
8 - ObjectOriented Programming/178 - An Exercise in Object Orientation.mp4 56.1 MB
3 - Structure Code with Functions/47 - Passing Multiple Arguments.mp4 56.1 MB
21 - Principal Component Analysis/434 - PCA Components.mp4 56.1 MB
1 - Getting Started/10 - Visual Studio Code Tips.mp4 55.6 MB
3 - Structure Code with Functions/48 - Calculating Factorials Exercise.mp4 55.5 MB
3 - Structure Code with Functions/56 - Multiple Return Values.mp4 55.5 MB
21 - Principal Component Analysis/439 - The MNIST Dataset.mp4 55.4 MB
18 - Clustering Analysing Clustered Data/383 - Exercise Further Analysis.mp4 55.3 MB
22 - Artificial Neural Networks ANNs/454 - Improving the ANN.mp4 55.2 MB
6 - Regular Expressions/137 - Alternatives in Regexes.mp4 55.2 MB
13 - Reading and Writing Files/259 - The Mall Customers Database.mp4 55.0 MB
12 - Functional Programming/244 - Generators.mp4 54.8 MB
3 - Structure Code with Functions/52 - Variable Length Arguments.mp4 54.7 MB
6 - Regular Expressions/122 - Matching Specific Numbers of Characters.mp4 54.6 MB
1 - Getting Started/13 - Builtin Functions.mp4 54.5 MB
15 - Graphs and Plotting/309 - Styles.mp4 54.4 MB
22 - Artificial Neural Networks ANNs/455 - Comparing Subarrays.mp4 54.2 MB
7 - Handling Errors/151 - The KeyboardInterrupt Error.mp4 54.1 MB
4 - Containers Lists Tuples Sets and Dictionaries/71 - List Database Exercise.mp4 54.0 MB
8 - ObjectOriented Programming/175 - Automatically Assigning IDs to Objects.mp4 54.0 MB
4 - Containers Lists Tuples Sets and Dictionaries/67 - Removing List Items.mp4 53.5 MB
4 - Containers Lists Tuples Sets and Dictionaries/80 - Difference Updates.mp4 53.3 MB
16 - Pandas Pythons Equivalent of Spreadsheets/344 - Zipfs Law Exercise Solution.mp4 53.3 MB
4 - Containers Lists Tuples Sets and Dictionaries/97 - Containers Summary.mp4 53.0 MB
10 - Modules Packaging Code/215 - Package Attributes.mp4 52.9 MB
16 - Pandas Pythons Equivalent of Spreadsheets/335 - Group Aggregate Functions.mp4 52.9 MB
1 - Getting Started/3 - Installing Python.mp4 52.9 MB
8 - ObjectOriented Programming/162 - Creating String Representations of Objects.mp4 52.7 MB
16 - Pandas Pythons Equivalent of Spreadsheets/336 - Filtering.mp4 52.7 MB
1 - Getting Started/11 - Variables.mp4 52.1 MB
13 - Reading and Writing Files/272 - Saving and Loading Integers.mp4 51.7 MB
14 - Numpy Numerical Python/295 - Numpy Functions.mp4 51.7 MB
14 - Numpy Numerical Python/299 - Tiling.mp4 51.6 MB
12 - Functional Programming/241 - Sorting.mp4 51.6 MB
3 - Structure Code with Functions/45 - Changing Parameter Variables.mp4 51.4 MB
4 - Containers Lists Tuples Sets and Dictionaries/62 - Lists.mp4 51.3 MB
14 - Numpy Numerical Python/291 - Numpy Views.mp4 51.3 MB
4 - Containers Lists Tuples Sets and Dictionaries/90 - Dictionary Comprehensions.mp4 51.0 MB
16 - Pandas Pythons Equivalent of Spreadsheets/342 - Groupby Exercise Solution Second Part.mp4 51.0 MB
9 - Conways Game of Life/192 - A Canvas Class.mp4 50.9 MB
6 - Regular Expressions/123 - Character Classes.mp4 50.7 MB
4 - Containers Lists Tuples Sets and Dictionaries/83 - Python Dictionaries.mp4 50.7 MB
8 - ObjectOriented Programming/165 - Choosing Words.mp4 50.4 MB
2 - Loops and Conditions/39 - Another Solutiion to the Boolean Operators Exercise.mp4 50.3 MB
12 - Functional Programming/250 - The Itertools Module.mp4 50.3 MB
18 - Clustering Analysing Clustered Data/405 - Silhouette Scores.mp4 50.2 MB
2 - Loops and Conditions/30 - Ranges.mp4 50.2 MB
22 - Artificial Neural Networks ANNs/452 - Preparing the MNIST Data.mp4 49.7 MB
10 - Modules Packaging Code/208 - A Games Package.mp4 49.7 MB
4 - Containers Lists Tuples Sets and Dictionaries/78 - Removing Items from Sets.mp4 49.6 MB
2 - Loops and Conditions/31 - Indentation.mp4 49.6 MB
22 - Artificial Neural Networks ANNs/459 - A Standalone Pretrained Classifier.mp4 49.3 MB
10 - Modules Packaging Code/214 - Subpackages.mp4 48.8 MB
16 - Pandas Pythons Equivalent of Spreadsheets/329 - Pandas Series.mp4 48.6 MB
22 - Artificial Neural Networks ANNs/460 - The California Housing Dataset.mp4 48.5 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/417 - Naive Bayes Exercise.mp4 48.3 MB
6 - Regular Expressions/130 - Matching Newlines.mp4 48.3 MB
1 - Getting Started/15 - Numeric Expressions.mp4 48.1 MB
2 - Loops and Conditions/29 - For Loops.mp4 48.0 MB
11 - Operators/222 - Flags.mp4 47.9 MB
18 - Clustering Analysing Clustered Data/389 - Permutations Exercise.mp4 47.8 MB
18 - Clustering Analysing Clustered Data/380 - Centroids and Inertia.mp4 47.7 MB
12 - Functional Programming/254 - Reducing.mp4 47.3 MB
13 - Reading and Writing Files/276 - Pickling.mp4 47.1 MB
6 - Regular Expressions/144 - Some More Useful Regex Sequences.mp4 47.1 MB
4 - Containers Lists Tuples Sets and Dictionaries/84 - Adding Items to Dictionaries.mp4 46.9 MB
18 - Clustering Analysing Clustered Data/385 - Loading the Iris Flower Dataset.mp4 46.5 MB
16 - Pandas Pythons Equivalent of Spreadsheets/325 - Referencing Cells.mp4 46.4 MB
9 - Conways Game of Life/198 - Selecting Neighbouring Cells.mp4 46.4 MB
7 - Handling Errors/147 - TryExcept.mp4 46.1 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/415 - The Predictor Matrix.mp4 46.0 MB
4 - Containers Lists Tuples Sets and Dictionaries/95 - Improving the Dictionary Exercise Solution.mp4 45.9 MB
22 - Artificial Neural Networks ANNs/451 - A Neural Net Character Recognition Exercise.mp4 45.7 MB
6 - Regular Expressions/132 - The Search Function.mp4 45.4 MB
12 - Functional Programming/256 - Solution to the Word Exercise.mp4 45.1 MB
14 - Numpy Numerical Python/301 - Combining Boolean Arrays.mp4 44.8 MB
12 - Functional Programming/251 - Function Generators.mp4 44.8 MB
17 - Regression Fitting and Predicting Curves/375 - A Confusion Matrix Exercise.mp4 44.5 MB
4 - Containers Lists Tuples Sets and Dictionaries/105 - Global Variables.mp4 44.5 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/409 - Naive Bayes.mp4 44.4 MB
4 - Containers Lists Tuples Sets and Dictionaries/77 - Adding to Sets and Updating Sets.mp4 44.2 MB
12 - Functional Programming/240 - Lambda Exercise Solution.mp4 44.1 MB
18 - Clustering Analysing Clustered Data/391 - Normalized Mutual Information.mp4 44.0 MB
6 - Regular Expressions/116 - A Simple Regular Expression.mp4 43.9 MB
9 - Conways Game of Life/200 - The Game of Life Rules.mp4 43.7 MB
8 - ObjectOriented Programming/183 - Multiple Inheritance.mp4 43.5 MB
12 - Functional Programming/236 - Powers of Two Iterator.mp4 43.5 MB
2 - Loops and Conditions/40 - While Loops.mp4 43.4 MB
8 - ObjectOriented Programming/171 - Overriding Methods.mp4 43.4 MB
14 - Numpy Numerical Python/302 - Filtering Numpy Arrays.mp4 43.3 MB
16 - Pandas Pythons Equivalent of Spreadsheets/337 - Multiple Groups.mp4 43.0 MB
13 - Reading and Writing Files/271 - Deserializing Integers.mp4 43.0 MB
11 - Operators/226 - A Flags Exercise.mp4 43.0 MB
1 - Getting Started/1 - Introduction.mp4 42.6 MB
6 - Regular Expressions/118 - The Ternary Operator.mp4 42.6 MB
3 - Structure Code with Functions/51 - Keyword Arguments.mp4 42.3 MB
7 - Handling Errors/146 - Tracebacks.mp4 42.1 MB
12 - Functional Programming/234 - Passing Functions to Functions.mp4 42.1 MB
17 - Regression Fitting and Predicting Curves/356 - Plotting Grapes Exercise Solution.mp4 41.3 MB
4 - Containers Lists Tuples Sets and Dictionaries/70 - List Comprehension ifelse.mp4 40.7 MB
4 - Containers Lists Tuples Sets and Dictionaries/101 - Dictionaries of Lists.mp4 40.6 MB
4 - Containers Lists Tuples Sets and Dictionaries/99 - Lists of Lists.mp4 40.5 MB
11 - Operators/219 - A Solution to the Clock Exercise.mp4 40.4 MB
3 - Structure Code with Functions/55 - A Solution to the Arguments Exercise.mp4 40.3 MB
22 - Artificial Neural Networks ANNs/457 - Saving and Loading ANNs.mp4 40.2 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/413 - Counting Words in Emails.mp4 40.1 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/410 - Applying Bayes to Classification.mp4 39.8 MB
4 - Containers Lists Tuples Sets and Dictionaries/75 - About Data Validation.mp4 39.7 MB
22 - Artificial Neural Networks ANNs/462 - Improving ANN Regression.mp4 39.6 MB
6 - Regular Expressions/124 - A Solution to the Email AddressMatching Exercise.mp4 39.4 MB
21 - Principal Component Analysis/437 - PCA Exercise.mp4 38.9 MB
3 - Structure Code with Functions/50 - Default Arguments.mp4 38.5 MB
17 - Regression Fitting and Predicting Curves/370 - Getting Predictions with Logistic Regression.mp4 38.4 MB
7 - Handling Errors/149 - Error Messages.mp4 38.3 MB
13 - Reading and Writing Files/268 - Binary Files.mp4 38.2 MB
13 - Reading and Writing Files/283 - A Word Count Exercise.mp4 38.2 MB
4 - Containers Lists Tuples Sets and Dictionaries/89 - Default Dictionaries.mp4 38.0 MB
16 - Pandas Pythons Equivalent of Spreadsheets/330 - Matplot and Pandas.mp4 38.0 MB
12 - Functional Programming/243 - Generating Characters.mp4 37.9 MB
12 - Functional Programming/255 - A Functional Word Exercise.mp4 37.9 MB
13 - Reading and Writing Files/264 - Writing Files.mp4 36.7 MB
7 - Handling Errors/155 - An Exercise on Calculating Pi.mp4 36.3 MB
15 - Graphs and Plotting/310 - Configuring Matplotlib.mp4 36.2 MB
3 - Structure Code with Functions/57 - A Solution to the BMI Exercise.mp4 36.0 MB
12 - Functional Programming/232 - Introducing Functional Programming.mp4 36.0 MB
12 - Functional Programming/258 - Solution to the Functional Parsing Exercise.mp4 35.9 MB
2 - Loops and Conditions/26 - Fridge Exercise.mp4 35.6 MB
6 - Regular Expressions/128 - Referring to Capture Groups in Regexes.mp4 35.5 MB
4 - Containers Lists Tuples Sets and Dictionaries/94 - Enumerating and Zipping.mp4 35.4 MB
4 - Containers Lists Tuples Sets and Dictionaries/108 - An Exercise Using Multiple Containers.mp4 35.2 MB
9 - Conways Game of Life/187 - Introducing Conways Game of Life.mp4 35.2 MB
10 - Modules Packaging Code/207 - Packages.mp4 35.1 MB
10 - Modules Packaging Code/206 - Importing Parts of Modules.mp4 34.9 MB
1 - Getting Started/7 - Hello World.mp4 34.5 MB
13 - Reading and Writing Files/269 - Serialization.mp4 34.4 MB
6 - Regular Expressions/121 - Capture Groups.mp4 34.4 MB
13 - Reading and Writing Files/263 - Iterating Over Files.mp4 34.4 MB
11 - Operators/220 - Implementing Add.mp4 34.3 MB
22 - Artificial Neural Networks ANNs/446 - Activation Functions.mp4 33.5 MB
1 - Getting Started/2 - How to Use This Course.mp4 33.2 MB
17 - Regression Fitting and Predicting Curves/355 - Linear Regression Exercise.mp4 33.1 MB
15 - Graphs and Plotting/308 - Pyplot Basics.mp4 33.1 MB
14 - Numpy Numerical Python/296 - An Exercise with Numpy.mp4 32.9 MB
6 - Regular Expressions/117 - Matching Multiple Characters.mp4 32.5 MB
12 - Functional Programming/247 - General Generators Syntax.mp4 32.4 MB
6 - Regular Expressions/138 - A Budget Exercise.mp4 31.7 MB
4 - Containers Lists Tuples Sets and Dictionaries/66 - Extending and Inserting Into Lists.mp4 31.0 MB
20 - Decision Trees/425 - A Solution to the Decision Tree Exercise.mp4 30.9 MB
11 - Operators/218 - A Clock Class Exercise.mp4 30.8 MB
1 - Getting Started/8 - The Shebang or Hashbang.mp4 30.8 MB
6 - Regular Expressions/135 - Splitting Strings.mp4 30.5 MB
13 - Reading and Writing Files/261 - Ensuring Files Are Closed.mp4 30.5 MB
20 - Decision Trees/422 - Calculating Gini Impurity.mp4 29.5 MB
20 - Decision Trees/423 - Gini Impurity Examples.mp4 28.8 MB
12 - Functional Programming/245 - An Exercise with Generators.mp4 27.7 MB
14 - Numpy Numerical Python/300 - Masks.mp4 27.7 MB
6 - Regular Expressions/141 - Ignoring Case in Regular Expressions.mp4 27.6 MB
4 - Containers Lists Tuples Sets and Dictionaries/88 - The Dictionary Get Method.mp4 27.5 MB
12 - Functional Programming/253 - Filtering.mp4 27.5 MB
1 - Getting Started/9 - Where to Find the Source Code.mp4 27.5 MB
6 - Regular Expressions/126 - Escaping Regexes.mp4 27.5 MB
9 - Conways Game of Life/202 - Clearing the Grid.mp4 27.3 MB
21 - Principal Component Analysis/428 - Introducing PCA.mp4 26.9 MB
5 - Formatting Strings/115 - Raw Strings.mp4 26.8 MB
13 - Reading and Writing Files/260 - Reading Files.mp4 26.8 MB
2 - Loops and Conditions/37 - Boolean Operators Exercise.mp4 26.7 MB
22 - Artificial Neural Networks ANNs/447 - Minimising Loss.mp4 26.1 MB
4 - Containers Lists Tuples Sets and Dictionaries/87 - Deleting Dictionary Items.mp4 25.5 MB
2 - Loops and Conditions/34 - A Password Exercise.mp4 24.9 MB
2 - Loops and Conditions/22 - If Else.mp4 24.5 MB
22 - Artificial Neural Networks ANNs/445 - An Artificial Neuron.mp4 23.6 MB
18 - Clustering Analysing Clustered Data/387 - KMeans Iris Exercise.mp4 23.5 MB
12 - Functional Programming/252 - Powers of Two Generator Solution.mp4 23.2 MB
12 - Functional Programming/246 - Generators Exercise Solution.mp4 23.0 MB
18 - Clustering Analysing Clustered Data/406 - Nearest Neighbors Classification.mp4 22.0 MB
2 - Loops and Conditions/33 - The Continue Keyword.mp4 21.5 MB
20 - Decision Trees/420 - Introducing Decision Trees.mp4 21.3 MB
5 - Formatting Strings/114 - FStrings.mp4 20.7 MB
12 - Functional Programming/238 - Lambda Functions.mp4 20.6 MB
20 - Decision Trees/421 - Gini Impurity.mp4 19.4 MB
6 - Regular Expressions/136 - Replacing Text.mp4 18.8 MB
20 - Decision Trees/424 - Decision Tree Exercise.mp4 18.8 MB
11 - Operators/225 - Bitwise And.mp4 18.5 MB
15 - Graphs and Plotting/312 - A Word Length Exercise.mp4 17.8 MB
17 - Regression Fitting and Predicting Curves/365 - Binomial Logistic Regression and Causation.mp4 17.4 MB
7 - Handling Errors/153 - An Exercise with Errors.mp4 16.6 MB
14 - Numpy Numerical Python/307 - Loading CSV in Numpy.mp4 16.4 MB
4 - Containers Lists Tuples Sets and Dictionaries/106 - Selecting Items at Random.mp4 16.2 MB
4 - Containers Lists Tuples Sets and Dictionaries/91 - A Dictionary Exercise.mp4 16.1 MB
13 - Reading and Writing Files/266 - Appending to Files.mp4 15.9 MB
2 - Loops and Conditions/19 - A Program Inspired by WarGames.mp4 15.3 MB
19 - Naive Bayes Making Predictions on the Basis of Probabilities/411 - An Email Dataset.mp4 13.3 MB
12 - Functional Programming/257 - A Functional Parsing Exercise.mp4 13.0 MB
4 - Containers Lists Tuples Sets and Dictionaries/81 - A Set Exercise.mp4 13.0 MB
16 - Pandas Pythons Equivalent of Spreadsheets/340 - A Groupby Exercise.mp4 6.5 MB

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