6 hours ago
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28.61 GB | 13min 42s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English
Files Included :
1 - Introduction.mp4 (42.65 MB)
2 - How to Use This Course.mp4 (33.15 MB)
3 - Installing Python.mp4 (52.86 MB)
4 - Installing Powershell.mp4 (56.73 MB)
5 - Python Virtual Environments.mp4 (89.8 MB)
6 - Visual Studio Code A Free Lightweight Editor.mp4 (61.71 MB)
7 - Hello World.mp4 (34.52 MB)
8 - The Shebang or Hashbang.mp4 (30.83 MB)
9 - Where to Find the Source Code.mp4 (27.5 MB)
10 - Visual Studio Code Tips.mp4 (55.63 MB)
11 - Variables.mp4 (52.13 MB)
12 - An Interactive Program.mp4 (60.81 MB)
13 - Builtin Functions.mp4 (54.47 MB)
14 - Numeric Variables.mp4 (65.09 MB)
15 - Numeric Expressions.mp4 (48.09 MB)
16 - Python Types.mp4 (56.63 MB)
17 - Performing Calculations.mp4 (85.84 MB)
18 - Converting Temperatures.mp4 (90.92 MB)
19 - A Program Inspired by WarGames.mp4 (15.28 MB)
20 - Boolean Variables.mp4 (59.36 MB)
21 - The If Statement.mp4 (81.77 MB)
22 - If Else.mp4 (24.52 MB)
23 - Constants.mp4 (72.79 MB)
24 - IfElseIf.mp4 (84.78 MB)
25 - Comparison Operators.mp4 (89.05 MB)
26 - Fridge Exercise.mp4 (35.61 MB)
27 - Solving the Fridge Exercise.mp4 (103.19 MB)
28 - Improving the Fridge Solution.mp4 (95.38 MB)
29 - For Loops.mp4 (48.01 MB)
30 - Ranges.mp4 (50.17 MB)
31 - Indentation.mp4 (49.61 MB)
32 - The Break Keyword.mp4 (58.78 MB)
33 - The Continue Keyword.mp4 (21.53 MB)
34 - A Password Exercise.mp4 (24.91 MB)
35 - A Solution to the Password Exercise.mp4 (73.86 MB)
36 - Boolean Operators.mp4 (81.99 MB)
37 - Boolean Operators Exercise.mp4 (26.75 MB)
38 - A Solution to the Boolean Operators Exercise.mp4 (143.79 MB)
39 - Another Solutiion to the Boolean Operators Exercise.mp4 (50.34 MB)
40 - While Loops.mp4 (43.4 MB)
41 - Your First Function.mp4 (76.55 MB)
42 - Multiple Functions.mp4 (69.15 MB)
43 - Function Arguments.mp4 (58.44 MB)
44 - The id Function.mp4 (66.86 MB)
45 - Changing Parameter Variables.mp4 (51.36 MB)
46 - Return Values.mp4 (69.71 MB)
47 - Passing Multiple Arguments.mp4 (56.07 MB)
48 - Calculating Factorials Exercise.mp4 (55.55 MB)
49 - A Solution to the Factorial Exercise.mp4 (60.33 MB)
50 - Default Arguments.mp4 (38.47 MB)
51 - Keyword Arguments.mp4 (42.3 MB)
52 - Variable Length Arguments.mp4 (54.7 MB)
53 - Variable Length Keyword Arguments.mp4 (74.7 MB)
54 - Arguments and Parameters Summary.mp4 (58.36 MB)
55 - A Solution to the Arguments Exercise.mp4 (40.28 MB)
56 - Multiple Return Values.mp4 (55.49 MB)
57 - A Solution to the BMI Exercise.mp4 (35.98 MB)
58 - Tuples.mp4 (64.42 MB)
59 - Packing and Unpacking Tuples.mp4 (87.44 MB)
60 - Tuple Slicing.mp4 (64.98 MB)
61 - Tuple Functions and Operators.mp4 (79.13 MB)
62 - Lists.mp4 (51.35 MB)
63 - Joining Lists.mp4 (97.7 MB)
64 - Modifying Lists.mp4 (98.87 MB)
65 - Extended Slicing.mp4 (87.73 MB)
66 - Extending and Inserting Into Lists.mp4 (31 MB)
67 - Removing List Items.mp4 (53.53 MB)
68 - List Comprehensions Flexibly Creating Lists.mp4 (86.69 MB)
69 - List Comprehension Conditions.mp4 (58.17 MB)
70 - List Comprehension ifelse.mp4 (40.74 MB)
71 - List Database Exercise.mp4 (53.99 MB)
72 - List Exercise Tips.mp4 (62.24 MB)
73 - Structuring a Solution to the List Exercise.mp4 (85.01 MB)
74 - Completing the List Exercise Solution.mp4 (91.36 MB)
75 - About Data Validation.mp4 (39.71 MB)
76 - Sets Collections of Unique Objects.mp4 (70.21 MB)
77 - Adding to Sets and Updating Sets.mp4 (44.21 MB)
78 - Removing Items from Sets.mp4 (49.61 MB)
79 - The Union and Intersection of Sets.mp4 (59.59 MB)
80 - Difference Updates.mp4 (53.33 MB)
81 - A Set Exercise.mp4 (12.96 MB)
82 - A Solution to the Set Exercise.mp4 (57.46 MB)
83 - Python Dictionaries.mp4 (50.67 MB)
84 - Adding Items to Dictionaries.mp4 (46.89 MB)
85 - Iterating Over Dictionaries.mp4 (58.63 MB)
86 - Dictionary Views.mp4 (59.85 MB)
87 - Deleting Dictionary Items.mp4 (25.49 MB)
88 - The Dictionary Get Method.mp4 (27.53 MB)
89 - Default Dictionaries.mp4 (38.04 MB)
90 - Dictionary Comprehensions.mp4 (51.03 MB)
91 - A Dictionary Exercise.mp4 (16.1 MB)
92 - A Solution to the Dictionary Exercise.mp4 (92.34 MB)
93 - Casefolding and None.mp4 (68.03 MB)
94 - Enumerating and Zipping.mp4 (35.44 MB)
95 - Improving the Dictionary Exercise Solution.mp4 (45.94 MB)
96 - Hashing Algorithms.mp4 (78.64 MB)
97 - Containers Summary.mp4 (53.02 MB)
98 - Time Complexity and Big O.mp4 (94.02 MB)
99 - Lists of Lists.mp4 (40.51 MB)
100 - Iterating Over Lists of Lists.mp4 (73.04 MB)
101 - Dictionaries of Lists.mp4 (40.56 MB)
102 - A Dictionaries of Sets Exercise.mp4 (90.81 MB)
103 - The First Part of A Solution to the Dictionaries of Sets Exercise.mp4 (59.6 MB)
104 - The Second Part of the Solution to the Dictionaries of Sets Exercise.mp4 (91.3 MB)
105 - Global Variables.mp4 (44.45 MB)
106 - Selecting Items at Random.mp4 (16.22 MB)
107 - Modular Arithmetic and the Modulus Operator.mp4 (57.39 MB)
108 - An Exercise Using Multiple Containers.mp4 (35.25 MB)
109 - The First Part of a Solution to the Containers Exercise.mp4 (64.71 MB)
110 - The Second Part of the Solution to the Containers Exercise.mp4 (97.41 MB)
111 - A Review of Strings.mp4 (82.75 MB)
112 - Formatting Strings.mp4 (80.65 MB)
113 - The Format Method.mp4 (108.13 MB)
114 - FStrings.mp4 (20.68 MB)
115 - Raw Strings.mp4 (26.84 MB)
116 - A Simple Regular Expression.mp4 (43.89 MB)
117 - Matching Multiple Characters.mp4 (32.49 MB)
118 - The Ternary Operator.mp4 (42.62 MB)
119 - Greedy Matching.mp4 (71.06 MB)
120 - Matching Numbers and Words.mp4 (81.57 MB)
121 - Capture Groups.mp4 (34.37 MB)
122 - Matching Specific Numbers of Characters.mp4 (54.57 MB)
123 - Character Classes.mp4 (50.71 MB)
124 - A Solution to the Email AddressMatching Exercise.mp4 (39.39 MB)
125 - Using Not in Character Classes.mp4 (61.16 MB)
126 - Escaping Regexes.mp4 (27.48 MB)
127 - Comments and Space in Regular Expressions.mp4 (60.2 MB)
128 - Referring to Capture Groups in Regexes.mp4 (35.53 MB)
129 - Capture Groups and NonCapture Groups.mp4 (59.94 MB)
130 - Matching Newlines.mp4 (48.29 MB)
131 - Matching Ends of Lines.mp4 (61.31 MB)
132 - The Search Function.mp4 (45.45 MB)
133 - The Findall Function.mp4 (58.48 MB)
134 - Matching Starts of Lines.mp4 (71.4 MB)
135 - Splitting Strings.mp4 (30.53 MB)
136 - Replacing Text.mp4 (18.78 MB)
137 - Alternatives in Regexes.mp4 (55.15 MB)
138 - A Budget Exercise.mp4 (31.71 MB)
139 - The First Part of a Solution to the Budget Exercise.mp4 (64.5 MB)
140 - The Second Part of the Solution to the Budget Exercise.mp4 (89.07 MB)
141 - Ignoring Case in Regular Expressions.mp4 (27.59 MB)
142 - Compiling Regular Expressions.mp4 (75.47 MB)
143 - ZeroWidth Lookahead Assertions.mp4 (88.9 MB)
144 - Some More Useful Regex Sequences.mp4 (47.1 MB)
145 - Summary of Regular Expressions.mp4 (70.65 MB)
146 - Tracebacks.mp4 (42.14 MB)
147 - TryExcept.mp4 (46.12 MB)
148 - Catching Specific Errors.mp4 (64.65 MB)
149 - Error Messages.mp4 (38.33 MB)
150 - Raising Errors.mp4 (86.98 MB)
151 - The KeyboardInterrupt Error.mp4 (54.14 MB)
152 - The Finally Clause.mp4 (72.4 MB)
153 - An Exercise with Errors.mp4 (16.61 MB)
154 - A Solution to the Errors Exercise.mp4 (80.07 MB)
155 - An Exercise on Calculating Pi.mp4 (36.31 MB)
156 - A Solution to the Pi Exercise.mp4 (78.18 MB)
157 - Using Assertions.mp4 (71.19 MB)
158 - Classes.mp4 (83.84 MB)
159 - Constructors.mp4 (61.14 MB)
160 - The Mysterious Self Variable.mp4 (90.87 MB)
161 - Object Properties.mp4 (78.18 MB)
162 - Creating String Representations of Objects.mp4 (52.71 MB)
163 - Encapsulation.mp4 (71.17 MB)
164 - An ObjectOriented Word Game.mp4 (94.86 MB)
165 - Choosing Words.mp4 (50.35 MB)
166 - Guessing Letters.mp4 (74.59 MB)
167 - Displaying Letters.mp4 (70.07 MB)
168 - Completing the Word Game.mp4 (88.82 MB)
169 - Getters and Setters.mp4 (104.38 MB)
170 - Inheritance.mp4 (73.01 MB)
171 - Overriding Methods.mp4 (43.37 MB)
172 - Polymorphism.mp4 (69.24 MB)
173 - Super Constructors.mp4 (62.47 MB)
174 - Class Properties.mp4 (87.15 MB)
175 - Automatically Assigning IDs to Objects.mp4 (53.97 MB)
176 - Class Methods.mp4 (86.82 MB)
177 - Object and Classes.mp4 (73.79 MB)
178 - An Exercise in Object Orientation.mp4 (56.11 MB)
179 - First Part of a Solution to the Object Orientation Exercise.mp4 (62.75 MB)
180 - Second Part of the Solution to the Object Orientation Exercise.mp4 (82.19 MB)
181 - Third Part of the Solution to the Object Orientation Exercise.mp4 (80.59 MB)
182 - Class Hierarchies.mp4 (68.06 MB)
183 - Multiple Inheritance.mp4 (43.52 MB)
184 - The Diamond Problem.mp4 (75.46 MB)
185 - Mixins.mp4 (85.88 MB)
186 - The Property Class.mp4 (118.19 MB)
187 - Introducing Conways Game of Life.mp4 (35.21 MB)
188 - A Basic GUI App.mp4 (61 MB)
189 - Using Frames.mp4 (61.82 MB)
190 - Refactoring Into an OO Structure.mp4 (57.81 MB)
191 - Laying Out Widgets with Grids.mp4 (97.58 MB)
192 - A Canvas Class.mp4 (50.92 MB)
193 - Getting Widget Sizes.mp4 (120.83 MB)
194 - Drawing Cells.mp4 (78.12 MB)
195 - A Cell Class.mp4 (86.89 MB)
196 - Toggling Cell States.mp4 (85.43 MB)
197 - Handling Button Clicks.mp4 (74.04 MB)
198 - Selecting Neighbouring Cells.mp4 (46.37 MB)
199 - Wrapping Cell Selection.mp4 (98.76 MB)
200 - The Game of Life Rules.mp4 (43.69 MB)
201 - Implementing the Game of Life Rules.mp4 (109.27 MB)
202 - Clearing the Grid.mp4 (27.27 MB)
203 - Randomising Cell Selection.mp4 (88.79 MB)
204 - A Basic Module.mp4 (58.78 MB)
205 - Conditionally Running Main.mp4 (74.04 MB)
206 - Importing Parts of Modules.mp4 (34.88 MB)
207 - Packages.mp4 (35.06 MB)
208 - A Games Package.mp4 (49.68 MB)
209 - Using Functions in Dictionaries.mp4 (90.01 MB)
210 - A Solution to the Games Menu Exercise.mp4 (68.88 MB)
211 - Package Initialisation.mp4 (78.59 MB)
212 - How Python Locates Modules.mp4 (78.33 MB)
213 - Inspecting Modules.mp4 (61.41 MB)
214 - Subpackages.mp4 (48.83 MB)
215 - Package Attributes.mp4 (52.92 MB)
216 - Referencing Parallel Modules.mp4 (62.62 MB)
217 - Installing Modules.mp4 (90.92 MB)
218 - A Clock Class Exercise.mp4 (30.85 MB)
219 - A Solution to the Clock Exercise.mp4 (40.39 MB)
220 - Implementing Add.mp4 (34.27 MB)
221 - Implementing Unary Operators.mp4 (61.59 MB)
222 - Flags.mp4 (47.87 MB)
223 - Bitwise Or.mp4 (64.69 MB)
224 - Bitwise Flags.mp4 (68.36 MB)
225 - Bitwise And.mp4 (18.53 MB)
226 - A Flags Exercise.mp4 (42.98 MB)
227 - A Solution to the Flags Exercise.mp4 (89.29 MB)
228 - Bitwise xor and not.mp4 (59.34 MB)
229 - Bit Shift Operators.mp4 (81.36 MB)
230 - Hexadecimal Numbers.mp4 (95.32 MB)
231 - A Solution to the Hexadecimal Colours Exercise.mp4 (71.67 MB)
232 - Introducing Functional Programming.mp4 (35.96 MB)
233 - Recursion.mp4 (63.38 MB)
234 - Passing Functions to Functions.mp4 (42.13 MB)
235 - Iterators.mp4 (59.16 MB)
236 - Powers of Two Iterator.mp4 (43.48 MB)
237 - Mapping.mp4 (58.13 MB)
238 - Lambda Functions.mp4 (20.58 MB)
239 - Defining Functions in Loops.mp4 (81.77 MB)
240 - Lambda Exercise Solution.mp4 (44.11 MB)
241 - Sorting.mp4 (51.6 MB)
242 - Next and Iter.mp4 (92.9 MB)
243 - Generating Characters.mp4 (37.91 MB)
244 - Generators.mp4 (54.83 MB)
245 - An Exercise with Generators.mp4 (27.73 MB)
246 - Generators Exercise Solution.mp4 (23.04 MB)
247 - General Generators Syntax.mp4 (32.43 MB)
248 - Generators as Loops.mp4 (59.45 MB)
249 - Game of Life Exercise Solution.mp4 (64.68 MB)
250 - The Itertools Module.mp4 (50.32 MB)
251 - Function Generators.mp4 (44.79 MB)
252 - Powers of Two Generator Solution.mp4 (23.17 MB)
253 - Filtering.mp4 (27.53 MB)
254 - Reducing.mp4 (47.27 MB)
255 - A Functional Word Exercise.mp4 (37.86 MB)
256 - Solution to the Word Exercise.mp4 (45.09 MB)
257 - A Functional Parsing Exercise.mp4 (12.99 MB)
258 - Solution to the Functional Parsing Exercise.mp4 (35.87 MB)
259 - The Mall Customers Database.mp4 (54.99 MB)
260 - Reading Files.mp4 (26.8 MB)
261 - Ensuring Files Are Closed.mp4 (30.47 MB)
262 - Examining With.mp4 (73.93 MB)
263 - Iterating Over Files.mp4 (34.36 MB)
264 - Writing Files.mp4 (36.75 MB)
265 - Files Exercise Solution.mp4 (88.49 MB)
266 - Appending to Files.mp4 (15.91 MB)
267 - Handling Binary Text Data.mp4 (107.25 MB)
268 - Binary Files.mp4 (38.23 MB)
269 - Serialization.mp4 (34.4 MB)
270 - Serializing Integers.mp4 (62.06 MB)
271 - Deserializing Integers.mp4 (43 MB)
272 - Saving and Loading Integers.mp4 (51.73 MB)
273 - Numbers Versus Bytes.mp4 (112.55 MB)
274 - Python Arrays.mp4 (77.45 MB)
275 - Saving Arrays.mp4 (67.21 MB)
276 - Pickling.mp4 (47.11 MB)
277 - JSON.mp4 (58.7 MB)
278 - File Dialogs.mp4 (99.81 MB)
279 - Game of Life Menus.mp4 (61.95 MB)
280 - Game of Life Save and Load.mp4 (112.76 MB)
281 - Testing the Game of Life Updates.mp4 (63.43 MB)
282 - The OS Module.mp4 (62.32 MB)
283 - A Word Count Exercise.mp4 (38.2 MB)
284 - Splitting Text Into Words.mp4 (83.75 MB)
285 - Counting Words.mp4 (82.68 MB)
286 - Numpy Arrays.mp4 (65.74 MB)
287 - Creating Numpy Arrays.mp4 (129.5 MB)
288 - Numpy Arithmetic.mp4 (56.48 MB)
289 - Numpy Slicing.mp4 (62.97 MB)
290 - 2D Indexing.mp4 (60.82 MB)
291 - Numpy Views.mp4 (51.3 MB)
292 - Advanced Indexing.mp4 (72.66 MB)
293 - Matrices.mp4 (87.63 MB)
294 - Matrix Multiplication.mp4 (83.53 MB)
295 - Numpy Functions.mp4 (51.71 MB)
296 - An Exercise with Numpy.mp4 (32.89 MB)
297 - Numpy Exercise Solution First Part.mp4 (73.91 MB)
298 - Numpy Exercise Solution Second Part.mp4 (62.85 MB)
299 - Tiling.mp4 (51.61 MB)
300 - Masks.mp4 (27.69 MB)
301 - Combining Boolean Arrays.mp4 (44.83 MB)
302 - Filtering Numpy Arrays.mp4 (43.31 MB)
303 - Variance and Standard Deviation.mp4 (64.6 MB)
304 - Variance Exercise.mp4 (77.74 MB)
305 - Bessels Correction.mp4 (96.91 MB)
306 - Scaling and Variance.mp4 (96.92 MB)
307 - Loading CSV in Numpy.mp4 (16.35 MB)
308 - Pyplot Basics.mp4 (33.06 MB)
309 - Styles.mp4 (54.44 MB)
310 - Configuring Matplotlib.mp4 (36.21 MB)
311 - More Config Options.mp4 (71.03 MB)
312 - A Word Length Exercise.mp4 (17.76 MB)
313 - Word Length Plot Solution First Part.mp4 (114.87 MB)
314 - Word Length Plot Solution Second Part.mp4 (80.34 MB)
315 - Creating Bar Charts.mp4 (68.34 MB)
316 - Creating Pie Charts.mp4 (75.23 MB)
317 - Pie Chart Exercise Solution.mp4 (69.11 MB)
318 - Scatter Plots.mp4 (115.02 MB)
319 - Histograms.mp4 (69.73 MB)
320 - Multiple Graphs in One Plot.mp4 (56.46 MB)
321 - Subplots.mp4 (76.82 MB)
322 - Subplots Exercise Solution.mp4 (70.58 MB)
323 - 3D Plots.mp4 (73.29 MB)
324 - Introduction.mp4 (69.81 MB)
325 - Referencing Cells.mp4 (46.38 MB)
326 - Loc and Iloc.mp4 (87.82 MB)
327 - Changing Values in Pandas.mp4 (67.5 MB)
328 - Pandas Functions.mp4 (84.58 MB)
329 - Pandas Series.mp4 (48.63 MB)
330 - Matplot and Pandas.mp4 (38 MB)
331 - Sorting in Pandas.mp4 (73.21 MB)
332 - Correlations.mp4 (68.43 MB)
333 - Grouping.mp4 (78.74 MB)
334 - Grouped Types.mp4 (63.73 MB)
335 - Group Aggregate Functions.mp4 (52.86 MB)
336 - Filtering.mp4 (52.69 MB)
337 - Multiple Groups.mp4 (43.02 MB)
338 - Plotting Groups.mp4 (97.21 MB)
339 - Binning.mp4 (96.56 MB)
340 - A Groupby Exercise.mp4 (6.54 MB)
341 - Groupby Exercise Solution First Part.mp4 (66.87 MB)
342 - Groupby Exercise Solution Second Part.mp4 (51.01 MB)
343 - Zipfs Law Exercise.mp4 (91.1 MB)
344 - Zipfs Law Exercise Solution.mp4 (53.29 MB)
345 - Introduction to Regression.mp4 (64.19 MB)
346 - Linear Regression Data.mp4 (65.23 MB)
347 - Configuring Tick Labels.mp4 (72.62 MB)
348 - The Equation of a Line.mp4 (83.82 MB)
349 - Linear Regression with Statsmodels.mp4 (89.89 MB)
350 - Why Add Constants.mp4 (63.59 MB)
351 - R Squared.mp4 (61.59 MB)
352 - Calculating R Squared.mp4 (94.79 MB)
353 - TrainTest Split.mp4 (93.28 MB)
354 - Predictions with Linear Regression.mp4 (102.54 MB)
355 - Linear Regression Exercise.mp4 (33.12 MB)
356 - Plotting Grapes Exercise Solution.mp4 (41.3 MB)
357 - Predicting the Weights of Grapes.mp4 (77.78 MB)
358 - Removing Outliers.mp4 (81.41 MB)
359 - Multiple Linear Regression.mp4 (57.67 MB)
360 - A Multiple Linear Regression Model with ScikitLearn.mp4 (83.95 MB)
361 - About Polynomial Regression.mp4 (73.28 MB)
362 - Polynomial Features.mp4 (90.98 MB)
363 - A Polynomial Regression Model.mp4 (99.31 MB)
364 - A Surprising Result.mp4 (72.07 MB)
365 - Binomial Logistic Regression and Causation.mp4 (17.44 MB)
366 - Categorical Dummy Values.mp4 (58.71 MB)
367 - The Logistic Equation.mp4 (75.32 MB)
368 - A ScikitLearn Logistic Regression Model.mp4 (74.2 MB)
369 - Multiple Logistic Regression.mp4 (73.03 MB)
370 - Getting Predictions with Logistic Regression.mp4 (38.41 MB)
371 - Confusion Matrices.mp4 (76.77 MB)
372 - Scaling and Normalisation.mp4 (92.97 MB)
373 - Normalising Split Data.mp4 (77.49 MB)
374 - Using StandardScaler.mp4 (102.23 MB)
375 - A Confusion Matrix Exercise.mp4 (44.49 MB)
376 - Confusion Matrix Exercise Solution First Part.mp4 (90.5 MB)
377 - Confusion Matrix Exercise Solution Second Part.mp4 (84.13 MB)
378 - Introducing Clustering.mp4 (58.35 MB)
379 - KMeans Clustering.mp4 (97.25 MB)
380 - Centroids and Inertia.mp4 (47.74 MB)
381 - The Elbow Method.mp4 (83.89 MB)
382 - KMeans Exercise Solution.mp4 (71.95 MB)
383 - Exercise Further Analysis.mp4 (55.3 MB)
384 - The Iris Flower Dataset.mp4 (63.94 MB)
385 - Loading the Iris Flower Dataset.mp4 (46.5 MB)
386 - Seaborn Plots.mp4 (68.64 MB)
387 - KMeans Iris Exercise.mp4 (23.49 MB)
388 - Iris Exercise Solution.mp4 (138.51 MB)
389 - Permutations Exercise.mp4 (47.77 MB)
390 - Permutations Exercise Solution.mp4 (81.38 MB)
391 - Normalized Mutual Information.mp4 (44.01 MB)
392 - Dendrograms.mp4 (71.04 MB)
393 - The Linkage Table.mp4 (103.45 MB)
394 - Clustering Iris Flower Data.mp4 (93.76 MB)
395 - ScikitLearn Agglomerative Clustering.mp4 (86.32 MB)
396 - Linkage and Affinity.mp4 (72.93 MB)
397 - Fit Predict Transform.mp4 (79.88 MB)
398 - Nearest Neighbors.mp4 (57.76 MB)
399 - Spherically Symmmetric Data.mp4 (105.99 MB)
400 - DBSCAN.mp4 (70.84 MB)
401 - Determining Epsilon.mp4 (108.78 MB)
402 - Using DBSCAN.mp4 (78.21 MB)
403 - DBSCAN Moons Exercise.mp4 (71.34 MB)
404 - DBSCAN Moons Exercise Solution.mp4 (90.56 MB)
405 - Silhouette Scores.mp4 (50.22 MB)
406 - Nearest Neighbors Classification.mp4 (21.96 MB)
407 - Using KNeighborsClassifier.mp4 (112.34 MB)
408 - Bayes Theorem.mp4 (128.65 MB)
409 - Naive Bayes.mp4 (44.45 MB)
410 - Applying Bayes to Classification.mp4 (39.83 MB)
411 - An Email Dataset.mp4 (13.25 MB)
412 - Loading the Email Dataset.mp4 (81.78 MB)
413 - Counting Words in Emails.mp4 (40.09 MB)
414 - Listing Common Words.mp4 (84.26 MB)
415 - The Predictor Matrix.mp4 (45.95 MB)
416 - Naive Bayes Classifiers.mp4 (109.79 MB)
417 - Naive Bayes Exercise.mp4 (48.3 MB)
418 - Naive Bayes Exercise Solution.mp4 (78.68 MB)
419 - Classifying Irises with Naive Bayes.mp4 (72.36 MB)
420 - Introducing Decision Trees.mp4 (21.34 MB)
421 - Gini Impurity.mp4 (19.35 MB)
422 - Calculating Gini Impurity.mp4 (29.53 MB)
423 - Gini Impurity Examples.mp4 (28.78 MB)
424 - Decision Tree Exercise.mp4 (18.77 MB)
425 - A Solution to the Decision Tree Exercise.mp4 (30.87 MB)
426 - Seaborn Iris Plots.mp4 (77.6 MB)
427 - Plotting Decision Trees.mp4 (66.54 MB)
428 - Introducing PCA.mp4 (26.86 MB)
429 - Data for PCA.mp4 (79.23 MB)
430 - How PCA Works.mp4 (103.53 MB)
431 - Transforming Data with PCA.mp4 (98.07 MB)
432 - Explained Variance Ratios.mp4 (113.49 MB)
433 - Iris Flower PCA Analysis.mp4 (87.76 MB)
434 - PCA Components.mp4 (56.06 MB)
435 - Classifying Irises with PCA.mp4 (102.8 MB)
436 - PCA Tips.mp4 (78.1 MB)
437 - PCA Exercise.mp4 (38.95 MB)
438 - A Solution to the PCA Exercise.mp4 (158.76 MB)
439 - The MNIST Dataset.mp4 (55.43 MB)
440 - Fetching MNIST From OpenML.mp4 (73.49 MB)
441 - Loading MNIST with Keras.mp4 (71.83 MB)
442 - Character Recognition.mp4 (119.24 MB)
443 - Configuring Logistic Regression.mp4 (112.19 MB)
444 - Displaying Images.mp4 (75.5 MB)
445 - An Artificial Neuron.mp4 (23.55 MB)
446 - Activation Functions.mp4 (33.45 MB)
447 - Minimising Loss.mp4 (26.06 MB)
448 - Preparing Iris Data.mp4 (82.7 MB)
449 - A Basic ANN.mp4 (116.4 MB)
450 - Dropout and Tweaking the Network.mp4 (62.07 MB)
451 - A Neural Net Character Recognition Exercise.mp4 (45.72 MB)
452 - Preparing the MNIST Data.mp4 (49.72 MB)
453 - An ANN for Recognising Digits.mp4 (116.5 MB)
454 - Improving the ANN.mp4 (55.2 MB)
455 - Comparing Subarrays.mp4 (54.25 MB)
456 - Displaying Misclassified Images.mp4 (71.55 MB)
457 - Saving and Loading ANNs.mp4 (40.15 MB)
458 - Machine Learning Pipelines.mp4 (72.88 MB)
459 - A Standalone Pretrained Classifier.mp4 (49.29 MB)
460 - The California Housing Dataset.mp4 (48.45 MB)
461 - Regression with Neural Networks.mp4 (103.98 MB)
462 - Improving ANN Regression.mp4 (39.62 MB)
463 - Analysing the Results.mp4 (85.68 MB)
464 - Detecting Overfitting.mp4 (104.31 MB)
465 - Conclusion.mp4 (78.81 MB)]
Screenshot
![[Image: e5V14lXw_o.jpg]](https://images2.imgbox.com/6c/6a/e5V14lXw_o.jpg)
1 - Introduction.mp4 (42.65 MB)
2 - How to Use This Course.mp4 (33.15 MB)
3 - Installing Python.mp4 (52.86 MB)
4 - Installing Powershell.mp4 (56.73 MB)
5 - Python Virtual Environments.mp4 (89.8 MB)
6 - Visual Studio Code A Free Lightweight Editor.mp4 (61.71 MB)
7 - Hello World.mp4 (34.52 MB)
8 - The Shebang or Hashbang.mp4 (30.83 MB)
9 - Where to Find the Source Code.mp4 (27.5 MB)
10 - Visual Studio Code Tips.mp4 (55.63 MB)
11 - Variables.mp4 (52.13 MB)
12 - An Interactive Program.mp4 (60.81 MB)
13 - Builtin Functions.mp4 (54.47 MB)
14 - Numeric Variables.mp4 (65.09 MB)
15 - Numeric Expressions.mp4 (48.09 MB)
16 - Python Types.mp4 (56.63 MB)
17 - Performing Calculations.mp4 (85.84 MB)
18 - Converting Temperatures.mp4 (90.92 MB)
19 - A Program Inspired by WarGames.mp4 (15.28 MB)
20 - Boolean Variables.mp4 (59.36 MB)
21 - The If Statement.mp4 (81.77 MB)
22 - If Else.mp4 (24.52 MB)
23 - Constants.mp4 (72.79 MB)
24 - IfElseIf.mp4 (84.78 MB)
25 - Comparison Operators.mp4 (89.05 MB)
26 - Fridge Exercise.mp4 (35.61 MB)
27 - Solving the Fridge Exercise.mp4 (103.19 MB)
28 - Improving the Fridge Solution.mp4 (95.38 MB)
29 - For Loops.mp4 (48.01 MB)
30 - Ranges.mp4 (50.17 MB)
31 - Indentation.mp4 (49.61 MB)
32 - The Break Keyword.mp4 (58.78 MB)
33 - The Continue Keyword.mp4 (21.53 MB)
34 - A Password Exercise.mp4 (24.91 MB)
35 - A Solution to the Password Exercise.mp4 (73.86 MB)
36 - Boolean Operators.mp4 (81.99 MB)
37 - Boolean Operators Exercise.mp4 (26.75 MB)
38 - A Solution to the Boolean Operators Exercise.mp4 (143.79 MB)
39 - Another Solutiion to the Boolean Operators Exercise.mp4 (50.34 MB)
40 - While Loops.mp4 (43.4 MB)
41 - Your First Function.mp4 (76.55 MB)
42 - Multiple Functions.mp4 (69.15 MB)
43 - Function Arguments.mp4 (58.44 MB)
44 - The id Function.mp4 (66.86 MB)
45 - Changing Parameter Variables.mp4 (51.36 MB)
46 - Return Values.mp4 (69.71 MB)
47 - Passing Multiple Arguments.mp4 (56.07 MB)
48 - Calculating Factorials Exercise.mp4 (55.55 MB)
49 - A Solution to the Factorial Exercise.mp4 (60.33 MB)
50 - Default Arguments.mp4 (38.47 MB)
51 - Keyword Arguments.mp4 (42.3 MB)
52 - Variable Length Arguments.mp4 (54.7 MB)
53 - Variable Length Keyword Arguments.mp4 (74.7 MB)
54 - Arguments and Parameters Summary.mp4 (58.36 MB)
55 - A Solution to the Arguments Exercise.mp4 (40.28 MB)
56 - Multiple Return Values.mp4 (55.49 MB)
57 - A Solution to the BMI Exercise.mp4 (35.98 MB)
58 - Tuples.mp4 (64.42 MB)
59 - Packing and Unpacking Tuples.mp4 (87.44 MB)
60 - Tuple Slicing.mp4 (64.98 MB)
61 - Tuple Functions and Operators.mp4 (79.13 MB)
62 - Lists.mp4 (51.35 MB)
63 - Joining Lists.mp4 (97.7 MB)
64 - Modifying Lists.mp4 (98.87 MB)
65 - Extended Slicing.mp4 (87.73 MB)
66 - Extending and Inserting Into Lists.mp4 (31 MB)
67 - Removing List Items.mp4 (53.53 MB)
68 - List Comprehensions Flexibly Creating Lists.mp4 (86.69 MB)
69 - List Comprehension Conditions.mp4 (58.17 MB)
70 - List Comprehension ifelse.mp4 (40.74 MB)
71 - List Database Exercise.mp4 (53.99 MB)
72 - List Exercise Tips.mp4 (62.24 MB)
73 - Structuring a Solution to the List Exercise.mp4 (85.01 MB)
74 - Completing the List Exercise Solution.mp4 (91.36 MB)
75 - About Data Validation.mp4 (39.71 MB)
76 - Sets Collections of Unique Objects.mp4 (70.21 MB)
77 - Adding to Sets and Updating Sets.mp4 (44.21 MB)
78 - Removing Items from Sets.mp4 (49.61 MB)
79 - The Union and Intersection of Sets.mp4 (59.59 MB)
80 - Difference Updates.mp4 (53.33 MB)
81 - A Set Exercise.mp4 (12.96 MB)
82 - A Solution to the Set Exercise.mp4 (57.46 MB)
83 - Python Dictionaries.mp4 (50.67 MB)
84 - Adding Items to Dictionaries.mp4 (46.89 MB)
85 - Iterating Over Dictionaries.mp4 (58.63 MB)
86 - Dictionary Views.mp4 (59.85 MB)
87 - Deleting Dictionary Items.mp4 (25.49 MB)
88 - The Dictionary Get Method.mp4 (27.53 MB)
89 - Default Dictionaries.mp4 (38.04 MB)
90 - Dictionary Comprehensions.mp4 (51.03 MB)
91 - A Dictionary Exercise.mp4 (16.1 MB)
92 - A Solution to the Dictionary Exercise.mp4 (92.34 MB)
93 - Casefolding and None.mp4 (68.03 MB)
94 - Enumerating and Zipping.mp4 (35.44 MB)
95 - Improving the Dictionary Exercise Solution.mp4 (45.94 MB)
96 - Hashing Algorithms.mp4 (78.64 MB)
97 - Containers Summary.mp4 (53.02 MB)
98 - Time Complexity and Big O.mp4 (94.02 MB)
99 - Lists of Lists.mp4 (40.51 MB)
100 - Iterating Over Lists of Lists.mp4 (73.04 MB)
101 - Dictionaries of Lists.mp4 (40.56 MB)
102 - A Dictionaries of Sets Exercise.mp4 (90.81 MB)
103 - The First Part of A Solution to the Dictionaries of Sets Exercise.mp4 (59.6 MB)
104 - The Second Part of the Solution to the Dictionaries of Sets Exercise.mp4 (91.3 MB)
105 - Global Variables.mp4 (44.45 MB)
106 - Selecting Items at Random.mp4 (16.22 MB)
107 - Modular Arithmetic and the Modulus Operator.mp4 (57.39 MB)
108 - An Exercise Using Multiple Containers.mp4 (35.25 MB)
109 - The First Part of a Solution to the Containers Exercise.mp4 (64.71 MB)
110 - The Second Part of the Solution to the Containers Exercise.mp4 (97.41 MB)
111 - A Review of Strings.mp4 (82.75 MB)
112 - Formatting Strings.mp4 (80.65 MB)
113 - The Format Method.mp4 (108.13 MB)
114 - FStrings.mp4 (20.68 MB)
115 - Raw Strings.mp4 (26.84 MB)
116 - A Simple Regular Expression.mp4 (43.89 MB)
117 - Matching Multiple Characters.mp4 (32.49 MB)
118 - The Ternary Operator.mp4 (42.62 MB)
119 - Greedy Matching.mp4 (71.06 MB)
120 - Matching Numbers and Words.mp4 (81.57 MB)
121 - Capture Groups.mp4 (34.37 MB)
122 - Matching Specific Numbers of Characters.mp4 (54.57 MB)
123 - Character Classes.mp4 (50.71 MB)
124 - A Solution to the Email AddressMatching Exercise.mp4 (39.39 MB)
125 - Using Not in Character Classes.mp4 (61.16 MB)
126 - Escaping Regexes.mp4 (27.48 MB)
127 - Comments and Space in Regular Expressions.mp4 (60.2 MB)
128 - Referring to Capture Groups in Regexes.mp4 (35.53 MB)
129 - Capture Groups and NonCapture Groups.mp4 (59.94 MB)
130 - Matching Newlines.mp4 (48.29 MB)
131 - Matching Ends of Lines.mp4 (61.31 MB)
132 - The Search Function.mp4 (45.45 MB)
133 - The Findall Function.mp4 (58.48 MB)
134 - Matching Starts of Lines.mp4 (71.4 MB)
135 - Splitting Strings.mp4 (30.53 MB)
136 - Replacing Text.mp4 (18.78 MB)
137 - Alternatives in Regexes.mp4 (55.15 MB)
138 - A Budget Exercise.mp4 (31.71 MB)
139 - The First Part of a Solution to the Budget Exercise.mp4 (64.5 MB)
140 - The Second Part of the Solution to the Budget Exercise.mp4 (89.07 MB)
141 - Ignoring Case in Regular Expressions.mp4 (27.59 MB)
142 - Compiling Regular Expressions.mp4 (75.47 MB)
143 - ZeroWidth Lookahead Assertions.mp4 (88.9 MB)
144 - Some More Useful Regex Sequences.mp4 (47.1 MB)
145 - Summary of Regular Expressions.mp4 (70.65 MB)
146 - Tracebacks.mp4 (42.14 MB)
147 - TryExcept.mp4 (46.12 MB)
148 - Catching Specific Errors.mp4 (64.65 MB)
149 - Error Messages.mp4 (38.33 MB)
150 - Raising Errors.mp4 (86.98 MB)
151 - The KeyboardInterrupt Error.mp4 (54.14 MB)
152 - The Finally Clause.mp4 (72.4 MB)
153 - An Exercise with Errors.mp4 (16.61 MB)
154 - A Solution to the Errors Exercise.mp4 (80.07 MB)
155 - An Exercise on Calculating Pi.mp4 (36.31 MB)
156 - A Solution to the Pi Exercise.mp4 (78.18 MB)
157 - Using Assertions.mp4 (71.19 MB)
158 - Classes.mp4 (83.84 MB)
159 - Constructors.mp4 (61.14 MB)
160 - The Mysterious Self Variable.mp4 (90.87 MB)
161 - Object Properties.mp4 (78.18 MB)
162 - Creating String Representations of Objects.mp4 (52.71 MB)
163 - Encapsulation.mp4 (71.17 MB)
164 - An ObjectOriented Word Game.mp4 (94.86 MB)
165 - Choosing Words.mp4 (50.35 MB)
166 - Guessing Letters.mp4 (74.59 MB)
167 - Displaying Letters.mp4 (70.07 MB)
168 - Completing the Word Game.mp4 (88.82 MB)
169 - Getters and Setters.mp4 (104.38 MB)
170 - Inheritance.mp4 (73.01 MB)
171 - Overriding Methods.mp4 (43.37 MB)
172 - Polymorphism.mp4 (69.24 MB)
173 - Super Constructors.mp4 (62.47 MB)
174 - Class Properties.mp4 (87.15 MB)
175 - Automatically Assigning IDs to Objects.mp4 (53.97 MB)
176 - Class Methods.mp4 (86.82 MB)
177 - Object and Classes.mp4 (73.79 MB)
178 - An Exercise in Object Orientation.mp4 (56.11 MB)
179 - First Part of a Solution to the Object Orientation Exercise.mp4 (62.75 MB)
180 - Second Part of the Solution to the Object Orientation Exercise.mp4 (82.19 MB)
181 - Third Part of the Solution to the Object Orientation Exercise.mp4 (80.59 MB)
182 - Class Hierarchies.mp4 (68.06 MB)
183 - Multiple Inheritance.mp4 (43.52 MB)
184 - The Diamond Problem.mp4 (75.46 MB)
185 - Mixins.mp4 (85.88 MB)
186 - The Property Class.mp4 (118.19 MB)
187 - Introducing Conways Game of Life.mp4 (35.21 MB)
188 - A Basic GUI App.mp4 (61 MB)
189 - Using Frames.mp4 (61.82 MB)
190 - Refactoring Into an OO Structure.mp4 (57.81 MB)
191 - Laying Out Widgets with Grids.mp4 (97.58 MB)
192 - A Canvas Class.mp4 (50.92 MB)
193 - Getting Widget Sizes.mp4 (120.83 MB)
194 - Drawing Cells.mp4 (78.12 MB)
195 - A Cell Class.mp4 (86.89 MB)
196 - Toggling Cell States.mp4 (85.43 MB)
197 - Handling Button Clicks.mp4 (74.04 MB)
198 - Selecting Neighbouring Cells.mp4 (46.37 MB)
199 - Wrapping Cell Selection.mp4 (98.76 MB)
200 - The Game of Life Rules.mp4 (43.69 MB)
201 - Implementing the Game of Life Rules.mp4 (109.27 MB)
202 - Clearing the Grid.mp4 (27.27 MB)
203 - Randomising Cell Selection.mp4 (88.79 MB)
204 - A Basic Module.mp4 (58.78 MB)
205 - Conditionally Running Main.mp4 (74.04 MB)
206 - Importing Parts of Modules.mp4 (34.88 MB)
207 - Packages.mp4 (35.06 MB)
208 - A Games Package.mp4 (49.68 MB)
209 - Using Functions in Dictionaries.mp4 (90.01 MB)
210 - A Solution to the Games Menu Exercise.mp4 (68.88 MB)
211 - Package Initialisation.mp4 (78.59 MB)
212 - How Python Locates Modules.mp4 (78.33 MB)
213 - Inspecting Modules.mp4 (61.41 MB)
214 - Subpackages.mp4 (48.83 MB)
215 - Package Attributes.mp4 (52.92 MB)
216 - Referencing Parallel Modules.mp4 (62.62 MB)
217 - Installing Modules.mp4 (90.92 MB)
218 - A Clock Class Exercise.mp4 (30.85 MB)
219 - A Solution to the Clock Exercise.mp4 (40.39 MB)
220 - Implementing Add.mp4 (34.27 MB)
221 - Implementing Unary Operators.mp4 (61.59 MB)
222 - Flags.mp4 (47.87 MB)
223 - Bitwise Or.mp4 (64.69 MB)
224 - Bitwise Flags.mp4 (68.36 MB)
225 - Bitwise And.mp4 (18.53 MB)
226 - A Flags Exercise.mp4 (42.98 MB)
227 - A Solution to the Flags Exercise.mp4 (89.29 MB)
228 - Bitwise xor and not.mp4 (59.34 MB)
229 - Bit Shift Operators.mp4 (81.36 MB)
230 - Hexadecimal Numbers.mp4 (95.32 MB)
231 - A Solution to the Hexadecimal Colours Exercise.mp4 (71.67 MB)
232 - Introducing Functional Programming.mp4 (35.96 MB)
233 - Recursion.mp4 (63.38 MB)
234 - Passing Functions to Functions.mp4 (42.13 MB)
235 - Iterators.mp4 (59.16 MB)
236 - Powers of Two Iterator.mp4 (43.48 MB)
237 - Mapping.mp4 (58.13 MB)
238 - Lambda Functions.mp4 (20.58 MB)
239 - Defining Functions in Loops.mp4 (81.77 MB)
240 - Lambda Exercise Solution.mp4 (44.11 MB)
241 - Sorting.mp4 (51.6 MB)
242 - Next and Iter.mp4 (92.9 MB)
243 - Generating Characters.mp4 (37.91 MB)
244 - Generators.mp4 (54.83 MB)
245 - An Exercise with Generators.mp4 (27.73 MB)
246 - Generators Exercise Solution.mp4 (23.04 MB)
247 - General Generators Syntax.mp4 (32.43 MB)
248 - Generators as Loops.mp4 (59.45 MB)
249 - Game of Life Exercise Solution.mp4 (64.68 MB)
250 - The Itertools Module.mp4 (50.32 MB)
251 - Function Generators.mp4 (44.79 MB)
252 - Powers of Two Generator Solution.mp4 (23.17 MB)
253 - Filtering.mp4 (27.53 MB)
254 - Reducing.mp4 (47.27 MB)
255 - A Functional Word Exercise.mp4 (37.86 MB)
256 - Solution to the Word Exercise.mp4 (45.09 MB)
257 - A Functional Parsing Exercise.mp4 (12.99 MB)
258 - Solution to the Functional Parsing Exercise.mp4 (35.87 MB)
259 - The Mall Customers Database.mp4 (54.99 MB)
260 - Reading Files.mp4 (26.8 MB)
261 - Ensuring Files Are Closed.mp4 (30.47 MB)
262 - Examining With.mp4 (73.93 MB)
263 - Iterating Over Files.mp4 (34.36 MB)
264 - Writing Files.mp4 (36.75 MB)
265 - Files Exercise Solution.mp4 (88.49 MB)
266 - Appending to Files.mp4 (15.91 MB)
267 - Handling Binary Text Data.mp4 (107.25 MB)
268 - Binary Files.mp4 (38.23 MB)
269 - Serialization.mp4 (34.4 MB)
270 - Serializing Integers.mp4 (62.06 MB)
271 - Deserializing Integers.mp4 (43 MB)
272 - Saving and Loading Integers.mp4 (51.73 MB)
273 - Numbers Versus Bytes.mp4 (112.55 MB)
274 - Python Arrays.mp4 (77.45 MB)
275 - Saving Arrays.mp4 (67.21 MB)
276 - Pickling.mp4 (47.11 MB)
277 - JSON.mp4 (58.7 MB)
278 - File Dialogs.mp4 (99.81 MB)
279 - Game of Life Menus.mp4 (61.95 MB)
280 - Game of Life Save and Load.mp4 (112.76 MB)
281 - Testing the Game of Life Updates.mp4 (63.43 MB)
282 - The OS Module.mp4 (62.32 MB)
283 - A Word Count Exercise.mp4 (38.2 MB)
284 - Splitting Text Into Words.mp4 (83.75 MB)
285 - Counting Words.mp4 (82.68 MB)
286 - Numpy Arrays.mp4 (65.74 MB)
287 - Creating Numpy Arrays.mp4 (129.5 MB)
288 - Numpy Arithmetic.mp4 (56.48 MB)
289 - Numpy Slicing.mp4 (62.97 MB)
290 - 2D Indexing.mp4 (60.82 MB)
291 - Numpy Views.mp4 (51.3 MB)
292 - Advanced Indexing.mp4 (72.66 MB)
293 - Matrices.mp4 (87.63 MB)
294 - Matrix Multiplication.mp4 (83.53 MB)
295 - Numpy Functions.mp4 (51.71 MB)
296 - An Exercise with Numpy.mp4 (32.89 MB)
297 - Numpy Exercise Solution First Part.mp4 (73.91 MB)
298 - Numpy Exercise Solution Second Part.mp4 (62.85 MB)
299 - Tiling.mp4 (51.61 MB)
300 - Masks.mp4 (27.69 MB)
301 - Combining Boolean Arrays.mp4 (44.83 MB)
302 - Filtering Numpy Arrays.mp4 (43.31 MB)
303 - Variance and Standard Deviation.mp4 (64.6 MB)
304 - Variance Exercise.mp4 (77.74 MB)
305 - Bessels Correction.mp4 (96.91 MB)
306 - Scaling and Variance.mp4 (96.92 MB)
307 - Loading CSV in Numpy.mp4 (16.35 MB)
308 - Pyplot Basics.mp4 (33.06 MB)
309 - Styles.mp4 (54.44 MB)
310 - Configuring Matplotlib.mp4 (36.21 MB)
311 - More Config Options.mp4 (71.03 MB)
312 - A Word Length Exercise.mp4 (17.76 MB)
313 - Word Length Plot Solution First Part.mp4 (114.87 MB)
314 - Word Length Plot Solution Second Part.mp4 (80.34 MB)
315 - Creating Bar Charts.mp4 (68.34 MB)
316 - Creating Pie Charts.mp4 (75.23 MB)
317 - Pie Chart Exercise Solution.mp4 (69.11 MB)
318 - Scatter Plots.mp4 (115.02 MB)
319 - Histograms.mp4 (69.73 MB)
320 - Multiple Graphs in One Plot.mp4 (56.46 MB)
321 - Subplots.mp4 (76.82 MB)
322 - Subplots Exercise Solution.mp4 (70.58 MB)
323 - 3D Plots.mp4 (73.29 MB)
324 - Introduction.mp4 (69.81 MB)
325 - Referencing Cells.mp4 (46.38 MB)
326 - Loc and Iloc.mp4 (87.82 MB)
327 - Changing Values in Pandas.mp4 (67.5 MB)
328 - Pandas Functions.mp4 (84.58 MB)
329 - Pandas Series.mp4 (48.63 MB)
330 - Matplot and Pandas.mp4 (38 MB)
331 - Sorting in Pandas.mp4 (73.21 MB)
332 - Correlations.mp4 (68.43 MB)
333 - Grouping.mp4 (78.74 MB)
334 - Grouped Types.mp4 (63.73 MB)
335 - Group Aggregate Functions.mp4 (52.86 MB)
336 - Filtering.mp4 (52.69 MB)
337 - Multiple Groups.mp4 (43.02 MB)
338 - Plotting Groups.mp4 (97.21 MB)
339 - Binning.mp4 (96.56 MB)
340 - A Groupby Exercise.mp4 (6.54 MB)
341 - Groupby Exercise Solution First Part.mp4 (66.87 MB)
342 - Groupby Exercise Solution Second Part.mp4 (51.01 MB)
343 - Zipfs Law Exercise.mp4 (91.1 MB)
344 - Zipfs Law Exercise Solution.mp4 (53.29 MB)
345 - Introduction to Regression.mp4 (64.19 MB)
346 - Linear Regression Data.mp4 (65.23 MB)
347 - Configuring Tick Labels.mp4 (72.62 MB)
348 - The Equation of a Line.mp4 (83.82 MB)
349 - Linear Regression with Statsmodels.mp4 (89.89 MB)
350 - Why Add Constants.mp4 (63.59 MB)
351 - R Squared.mp4 (61.59 MB)
352 - Calculating R Squared.mp4 (94.79 MB)
353 - TrainTest Split.mp4 (93.28 MB)
354 - Predictions with Linear Regression.mp4 (102.54 MB)
355 - Linear Regression Exercise.mp4 (33.12 MB)
356 - Plotting Grapes Exercise Solution.mp4 (41.3 MB)
357 - Predicting the Weights of Grapes.mp4 (77.78 MB)
358 - Removing Outliers.mp4 (81.41 MB)
359 - Multiple Linear Regression.mp4 (57.67 MB)
360 - A Multiple Linear Regression Model with ScikitLearn.mp4 (83.95 MB)
361 - About Polynomial Regression.mp4 (73.28 MB)
362 - Polynomial Features.mp4 (90.98 MB)
363 - A Polynomial Regression Model.mp4 (99.31 MB)
364 - A Surprising Result.mp4 (72.07 MB)
365 - Binomial Logistic Regression and Causation.mp4 (17.44 MB)
366 - Categorical Dummy Values.mp4 (58.71 MB)
367 - The Logistic Equation.mp4 (75.32 MB)
368 - A ScikitLearn Logistic Regression Model.mp4 (74.2 MB)
369 - Multiple Logistic Regression.mp4 (73.03 MB)
370 - Getting Predictions with Logistic Regression.mp4 (38.41 MB)
371 - Confusion Matrices.mp4 (76.77 MB)
372 - Scaling and Normalisation.mp4 (92.97 MB)
373 - Normalising Split Data.mp4 (77.49 MB)
374 - Using StandardScaler.mp4 (102.23 MB)
375 - A Confusion Matrix Exercise.mp4 (44.49 MB)
376 - Confusion Matrix Exercise Solution First Part.mp4 (90.5 MB)
377 - Confusion Matrix Exercise Solution Second Part.mp4 (84.13 MB)
378 - Introducing Clustering.mp4 (58.35 MB)
379 - KMeans Clustering.mp4 (97.25 MB)
380 - Centroids and Inertia.mp4 (47.74 MB)
381 - The Elbow Method.mp4 (83.89 MB)
382 - KMeans Exercise Solution.mp4 (71.95 MB)
383 - Exercise Further Analysis.mp4 (55.3 MB)
384 - The Iris Flower Dataset.mp4 (63.94 MB)
385 - Loading the Iris Flower Dataset.mp4 (46.5 MB)
386 - Seaborn Plots.mp4 (68.64 MB)
387 - KMeans Iris Exercise.mp4 (23.49 MB)
388 - Iris Exercise Solution.mp4 (138.51 MB)
389 - Permutations Exercise.mp4 (47.77 MB)
390 - Permutations Exercise Solution.mp4 (81.38 MB)
391 - Normalized Mutual Information.mp4 (44.01 MB)
392 - Dendrograms.mp4 (71.04 MB)
393 - The Linkage Table.mp4 (103.45 MB)
394 - Clustering Iris Flower Data.mp4 (93.76 MB)
395 - ScikitLearn Agglomerative Clustering.mp4 (86.32 MB)
396 - Linkage and Affinity.mp4 (72.93 MB)
397 - Fit Predict Transform.mp4 (79.88 MB)
398 - Nearest Neighbors.mp4 (57.76 MB)
399 - Spherically Symmmetric Data.mp4 (105.99 MB)
400 - DBSCAN.mp4 (70.84 MB)
401 - Determining Epsilon.mp4 (108.78 MB)
402 - Using DBSCAN.mp4 (78.21 MB)
403 - DBSCAN Moons Exercise.mp4 (71.34 MB)
404 - DBSCAN Moons Exercise Solution.mp4 (90.56 MB)
405 - Silhouette Scores.mp4 (50.22 MB)
406 - Nearest Neighbors Classification.mp4 (21.96 MB)
407 - Using KNeighborsClassifier.mp4 (112.34 MB)
408 - Bayes Theorem.mp4 (128.65 MB)
409 - Naive Bayes.mp4 (44.45 MB)
410 - Applying Bayes to Classification.mp4 (39.83 MB)
411 - An Email Dataset.mp4 (13.25 MB)
412 - Loading the Email Dataset.mp4 (81.78 MB)
413 - Counting Words in Emails.mp4 (40.09 MB)
414 - Listing Common Words.mp4 (84.26 MB)
415 - The Predictor Matrix.mp4 (45.95 MB)
416 - Naive Bayes Classifiers.mp4 (109.79 MB)
417 - Naive Bayes Exercise.mp4 (48.3 MB)
418 - Naive Bayes Exercise Solution.mp4 (78.68 MB)
419 - Classifying Irises with Naive Bayes.mp4 (72.36 MB)
420 - Introducing Decision Trees.mp4 (21.34 MB)
421 - Gini Impurity.mp4 (19.35 MB)
422 - Calculating Gini Impurity.mp4 (29.53 MB)
423 - Gini Impurity Examples.mp4 (28.78 MB)
424 - Decision Tree Exercise.mp4 (18.77 MB)
425 - A Solution to the Decision Tree Exercise.mp4 (30.87 MB)
426 - Seaborn Iris Plots.mp4 (77.6 MB)
427 - Plotting Decision Trees.mp4 (66.54 MB)
428 - Introducing PCA.mp4 (26.86 MB)
429 - Data for PCA.mp4 (79.23 MB)
430 - How PCA Works.mp4 (103.53 MB)
431 - Transforming Data with PCA.mp4 (98.07 MB)
432 - Explained Variance Ratios.mp4 (113.49 MB)
433 - Iris Flower PCA Analysis.mp4 (87.76 MB)
434 - PCA Components.mp4 (56.06 MB)
435 - Classifying Irises with PCA.mp4 (102.8 MB)
436 - PCA Tips.mp4 (78.1 MB)
437 - PCA Exercise.mp4 (38.95 MB)
438 - A Solution to the PCA Exercise.mp4 (158.76 MB)
439 - The MNIST Dataset.mp4 (55.43 MB)
440 - Fetching MNIST From OpenML.mp4 (73.49 MB)
441 - Loading MNIST with Keras.mp4 (71.83 MB)
442 - Character Recognition.mp4 (119.24 MB)
443 - Configuring Logistic Regression.mp4 (112.19 MB)
444 - Displaying Images.mp4 (75.5 MB)
445 - An Artificial Neuron.mp4 (23.55 MB)
446 - Activation Functions.mp4 (33.45 MB)
447 - Minimising Loss.mp4 (26.06 MB)
448 - Preparing Iris Data.mp4 (82.7 MB)
449 - A Basic ANN.mp4 (116.4 MB)
450 - Dropout and Tweaking the Network.mp4 (62.07 MB)
451 - A Neural Net Character Recognition Exercise.mp4 (45.72 MB)
452 - Preparing the MNIST Data.mp4 (49.72 MB)
453 - An ANN for Recognising Digits.mp4 (116.5 MB)
454 - Improving the ANN.mp4 (55.2 MB)
455 - Comparing Subarrays.mp4 (54.25 MB)
456 - Displaying Misclassified Images.mp4 (71.55 MB)
457 - Saving and Loading ANNs.mp4 (40.15 MB)
458 - Machine Learning Pipelines.mp4 (72.88 MB)
459 - A Standalone Pretrained Classifier.mp4 (49.29 MB)
460 - The California Housing Dataset.mp4 (48.45 MB)
461 - Regression with Neural Networks.mp4 (103.98 MB)
462 - Improving ANN Regression.mp4 (39.62 MB)
463 - Analysing the Results.mp4 (85.68 MB)
464 - Detecting Overfitting.mp4 (104.31 MB)
465 - Conclusion.mp4 (78.81 MB)]
Screenshot
![[Image: signature.png]](https://softwarez.info/images/avsg/signature.png)
