Download Udemy - Complete Machine Learning and Data Science Bootcamp 2023 VO WEB 1080p x264 Torrent

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Udemy - Complete Machine Learning and Data Science Bootcamp 2023 VO WEB 1080p x264

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1 - Introduction

1 - Course Outline.mp4	MP4	77.27 MB
2 - Join Our Online Classroom.mp4	MP4	151.56 MB
3 - Exercise Meet Your Classmates and Instructor.html	HTML	3.74 KB

10 - Supervised Learning Classification Regression

150 - Milestone Projects.html

HTML

738 B

11 - Milestone Project 1 Supervised Learning Classification

151 - Section Overview.mp4	MP4	6.99 MB
152 - Endtoend Heart Disease Classification Notebook same as in videos.txt	TXT	146 B
152 - Endtoend Heart Disease Classification Notebook with annotations.txt	TXT	140 B
152 - Project Overview.mp4	MP4	27.02 MB
152 - Structured Data Projects on GitHub.txt	TXT	94 B
153 - Project Environment Setup.mp4	MP4	174.02 MB
154 - Optional Windows Project Environment Setup.mp4	MP4	58.83 MB
155 - Step 14 Framework Setup.mp4	MP4	190.82 MB
156 - Getting Our Tools Ready.mp4	MP4	142.35 MB
157 - Exploring Our Data.mp4	MP4	118.89 MB
157 - heart-disease.csv	CSV	11.06 KB
158 - Finding Patterns.mp4	MP4	106.47 MB
159 - Finding Patterns 2.mp4	MP4	51.64 MB
160 - Finding Patterns 3.mp4	MP4	248.7 MB
161 - Preparing Our Data For Machine Learning.mp4	MP4	128.89 MB
162 - Choosing The Right Models.mp4	MP4	174.81 MB
163 - Experimenting With Machine Learning Models.mp4	MP4	100.08 MB
164 - TuningImproving Our Model.mp4	MP4	102.77 MB
165 - Tuning Hyperparameters.mp4	MP4	77.49 MB
166 - Tuning Hyperparameters 2.mp4	MP4	188.09 MB
167 - Tuning Hyperparameters 3.mp4	MP4	113.19 MB
168 - Quick Note Confusion Matrix Labels.html	HTML	1.11 KB
169 - Evaluating Our Model.mp4	MP4	122.8 MB
170 - Evaluating Our Model 2.mp4	MP4	71 MB
171 - Evaluating Our Model 3.mp4	MP4	111.86 MB
172 - Finding The Most Important Features.mp4	MP4	222.58 MB
173 - Endtoend Heart Disease Classification Notebook same as in videos.txt	TXT	146 B
173 - Endtoend Heart Disease Classification Notebook with annotations.txt	TXT	140 B
173 - Reviewing The Project.mp4	MP4	156.89 MB

12 - Milestone Project 2 Supervised Learning Time Series Data

174 - Section Overview.mp4	MP4	15.78 MB
175 - Endtoend Bluebook Bulldozer Regression Notebook same as in videos.txt	TXT	153 B
175 - Endtoend Bluebook Bulldozer Regression Notebook with annotations.txt	TXT	147 B
175 - Kaggle Bluebook for Bulldozers Competition.txt	TXT	57 B
175 - Project Overview.mp4	MP4	22.1 MB
175 - Structured Data Projects on GitHub.txt	TXT	94 B
176 - Downloading the data for the next two projects.html	HTML	1.64 KB
177 - Project Environment Setup.mp4	MP4	179 MB
178 - Step 14 Framework Setup.mp4	MP4	155.07 MB
179 - Exploring Our Data.mp4	MP4	251.42 MB
180 - Exploring Our Data 2.mp4	MP4	90.81 MB
181 - Feature Engineering.mp4	MP4	290.84 MB
182 - Turning Data Into Numbers.mp4	MP4	265.83 MB
183 - Filling Missing Numerical Values.mp4	MP4	190.06 MB
183 - Pandas Categorical Datatype Documentation.txt	TXT	82 B
184 - Filling Missing Categorical Values.mp4	MP4	117.75 MB
185 - Fitting A Machine Learning Model.mp4	MP4	95.8 MB
186 - Splitting Data.mp4	MP4	146.01 MB
187 - Challenge Whats wrong with splitting data after filling it.html	HTML	1.72 KB
188 - Custom Evaluation Function.mp4	MP4	183.95 MB
189 - Reducing Data.mp4	MP4	168.6 MB
190 - RandomizedSearchCV.mp4	MP4	155.51 MB
191 - Improving Hyperparameters.mp4	MP4	144.18 MB
192 - Preproccessing Our Data.mp4	MP4	258.83 MB
193 - Making Predictions.mp4	MP4	142.08 MB
194 - Endtoend Bluebook Bulldozer Regression Notebook same as in videos.txt	TXT	153 B
194 - Endtoend Bluebook Bulldozer Regression Notebook with annotations.txt	TXT	147 B
194 - Feature Importance.mp4	MP4	253.96 MB

13 - Data Engineering

195 - Data Engineering Introduction.mp4	MP4	9.58 MB
196 - Kaggle.txt	TXT	31 B
196 - What Is Data.mp4	MP4	62.89 MB
197 - What Is A Data Engineer.mp4	MP4	18.76 MB
198 - What Is A Data Engineer 2.mp4	MP4	24.21 MB
199 - What Is A Data Engineer 3.mp4	MP4	20.99 MB
200 - What Is A Data Engineer 4.mp4	MP4	11.3 MB
201 - A Primer on ACID Transactions.txt	TXT	56 B
201 - OLTP vs OLAP.txt	TXT	65 B
201 - Types Of Databases.mp4	MP4	41.74 MB
202 - Quick Note Upcoming Video.html	HTML	481 B
203 - Optional OLTP Databases.mp4	MP4	47.47 MB
204 - Optional Learn SQL.html	HTML	410 B
205 - Hadoop HDFS and MapReduce.mp4	MP4	6.92 MB
206 - Apache Spark and Apache Flink.mp4	MP4	4.4 MB
207 - Kafka and Stream Processing.mp4	MP4	22.92 MB

14 - Neural Networks Deep Learning Transfer Learning and TensorFlow 2

208 - Section Overview.mp4	MP4	15.09 MB
209 - Deep Learning and Unstructured Data.mp4	MP4	119.78 MB
210 - Setting Up With Google.html	HTML	568 B
211 - Endtoend Dog Vision Notebook the project well be working through.txt	TXT	121 B
211 - Google Colab IO example how to get data in and out of your Colab notebook.txt	TXT	52 B
211 - Google Colab our workspace for the upcoming project.txt	TXT	34 B
211 - Introduction to Google Colab example notebook.txt	TXT	55 B
211 - Kaggle Dog Breed Identification Competition the basis of our upcoming project.txt	TXT	58 B
211 - Setting Up Google Colab.mp4	MP4	80.31 MB
212 - Google Colab FAQ things you should know about Google Colab.txt	TXT	49 B
212 - Google Colab Workspace.mp4	MP4	58.5 MB
212 - Google Colab our workspace for the upcoming project.txt	TXT	34 B
213 - Google Colab IO example how to get data in and out of your Colab notebook.txt	TXT	52 B
213 - Kaggle Dog Breed Identification Competition Data.txt	TXT	54 B
213 - Uploading Project Data.mp4	MP4	91.84 MB
214 - Setting Up Our Data.mp4	MP4	75.89 MB
215 - Setting Up Our Data 2.mp4	MP4	37.36 MB
216 - Importing TensorFlow 2.mp4	MP4	210.55 MB
217 - Loading TensorFlow 20 into a Colab Notebook if it isnt the default.txt	TXT	68 B
217 - Optional TensorFlow 20 Default Issue.mp4	MP4	34.96 MB
218 - Google Colab example GPU usage.txt	TXT	53 B
218 - Using A GPU.mp4	MP4	146.32 MB
219 - Google Colab Example of GPU speed up versus CPU.txt	TXT	53 B
219 - Introduction to Google Colab example notebook.txt	TXT	55 B
219 - Optional GPU and Google Colab.mp4	MP4	69.05 MB
220 - Optional Reloading Colab Notebook.mp4	MP4	167.03 MB
221 - Documentation on how many images Google recommends for image problems.txt	TXT	68 B
221 - Loading Our Data Labels.mp4	MP4	205.93 MB
222 - Preparing The Images.mp4	MP4	243.6 MB
223 - Turning Data Labels Into Numbers.mp4	MP4	195.68 MB
224 - Blog post by Rachel Thomas of fastai on how and why you should create a validation set.txt	TXT	47 B
224 - Creating Our Own Validation Set.mp4	MP4	94.83 MB
225 - Documentation for loading images in TensorFlow.txt	TXT	53 B
225 - Preprocess Images.mp4	MP4	158.13 MB
225 - TensorFlow guidelines for loading all kinds of data turning your data into Tensors.txt	TXT	37 B
226 - Preprocess Images 2.mp4	MP4	190.39 MB
227 - Turning Data Into Batches.mp4	MP4	155.25 MB
228 - Turning Data Into Batches 2.mp4	MP4	265.76 MB
228 - Yann LeCuns OG of deep learning Tweet on Batch Sizes.txt	TXT	57 B
229 - Visualizing Our Data.mp4	MP4	222.05 MB
230 - Preparing Our Inputs and Outputs.mp4	MP4	84.68 MB
230 - TensorFlow Hub resource for pretrained deep learning models and more.txt	TXT	18 B
231 - Optional How machines learn and whats going on behind the scenes.html	HTML	2.72 KB
232 - Andrei Karpathys talk on AI at Tesla.txt	TXT	34 B
232 - Building A Deep Learning Model.mp4	MP4	224.53 MB
232 - MobileNetV2 the model were using on TensorFlow Hub.txt	TXT	71 B
232 - Papers with Code a great resource for some of the best machine learning papers with code examples.txt	TXT	27 B
232 - PyTorch Hub PyTorch version of TensorFlow Hub.txt	TXT	24 B
232 - TensorFlow Hub resource for pretrained deep learning models and more.txt	TXT	18 B
233 - Building A Deep Learning Model 2.mp4	MP4	192.16 MB
233 - Keras in TensorFlow Overview Documentation.txt	TXT	47 B
234 - Building A Deep Learning Model 3.mp4	MP4	197.58 MB
234 - MobileNetV2 the model were using architecture explanation by SikHo Tsang.txt	TXT	102 B
234 - Step by step breakdown of a convolutional neural network what MobileNetV2 is made of.txt	TXT	111 B
234 - The Softmax Function activation function we use in our model.txt	TXT	46 B
235 - Article How to choose loss & activation functions when building a deep learning model.txt	TXT	108 B
235 - Building A Deep Learning Model 4.mp4	MP4	155.09 MB
236 - Summarizing Our Model.mp4	MP4	82.03 MB
237 - Evaluating Our Model.mp4	MP4	116.01 MB
237 - TensorBoard Callback Documentation.txt	TXT	73 B
238 - Early Stopping Callback a way to stop your model from training when it stops improving Documentation.txt	TXT	0 B
238 - Preventing Overfitting.mp4	MP4	54.9 MB
239 - Training Your Deep Neural Network.mp4	MP4	297.23 MB
240 - Evaluating Performance With TensorBoard.mp4	MP4	132.89 MB
241 - Make And Transform Predictions.mp4	MP4	279.06 MB
242 - TensorFlow documentation for the unbatch function.txt	TXT	66 B
242 - Transform Predictions To Text.mp4	MP4	228.54 MB
243 - Visualizing Model Predictions.mp4	MP4	209.51 MB
244 - Visualizing And Evaluate Model Predictions 2.mp4	MP4	253.7 MB
245 - Visualizing And Evaluate Model Predictions 3.mp4	MP4	74.92 MB
246 - Saving And Loading A Trained Model.mp4	MP4	226.83 MB
247 - Training Model On Full Dataset.mp4	MP4	80.94 MB
248 - Dog Vision Prediction Probabilities Array.txt	TXT	109 B
248 - Making Predictions On Test Images.mp4	MP4	245.09 MB
249 - Dog Vision Predictions with MobileNetV2 Ready for Kaggle Submission.txt	TXT	119 B
249 - Submitting Model to Kaggle.mp4	MP4	74.88 MB
250 - Endtoend Dog Vision Notebook from the videos.txt	TXT	130 B
250 - Endtoend Dog Vision Notebook with annotations.txt	TXT	124 B
250 - Making Predictions On Our Images.mp4	MP4	119.39 MB
251 - Finishing Dog Vision Where to next.html	HTML	3.86 KB

15 - Storytelling Communication How To Present Your Work

252 - Section Overview.mp4	MP4	11.41 MB
253 - Communicating Your Work.mp4	MP4	21.12 MB
253 - How to Think About Communicating and Sharing Your Work blog post.txt	TXT	81 B
254 - Communicating With Managers.mp4	MP4	10.94 MB
255 - Communicating With CoWorkers.mp4	MP4	11.39 MB
256 - Weekend Project Principle.mp4	MP4	14.81 MB
257 - Communicating With Outside World.mp4	MP4	9.16 MB
257 - Devblog by Hashnode an easy and free way to create a blog you own.txt	TXT	28 B
257 - fasttemplate by fastai a template you can use for your blog on GitHub Pages.txt	TXT	45 B
258 - Storytelling.mp4	MP4	6.86 MB
259 - Communicating and sharing your work Further reading.html	HTML	3.14 KB

16 - Career Advice Extra Bits

260 - Endorsements On LinkedIn.html	HTML	1.37 KB
261 - Quick Note Upcoming Video.html	HTML	587 B
262 - What If I Dont Have Enough Experience.mp4	MP4	312.14 MB
263 - Learning Guideline.html	HTML	336 B
264 - Quick Note Upcoming Videos.html	HTML	565 B
265 - JTS Learn to Learn.mp4	MP4	10.42 MB
266 - JTS Start With Why.mp4	MP4	14.27 MB
267 - Quick Note Upcoming Videos.html	HTML	352 B
268 - CWD Git Github.mp4	MP4	361.96 MB
269 - CWD Git Github 2.mp4	MP4	228.66 MB
270 - Contributing To Open Source.mp4	MP4	235.6 MB
271 - Contributing To Open Source 2.mp4	MP4	213.67 MB
272 - Exercise Contribute To Open Source.html	HTML	1.9 KB
273 - Coding Challenges.html	HTML	948 B

17 - Learn Python

274 - What Is A Programming Language.mp4	MP4	87.87 MB
275 - Python Interpreter.mp4	MP4	138.04 MB
275 - pythonorg.txt	TXT	23 B
276 - Glotio.txt	TXT	16 B
276 - How To Run Python Code.mp4	MP4	72.35 MB
276 - Replit.txt	TXT	16 B
277 - Our First Python Program.mp4	MP4	62.47 MB
278 - Latest Version Of Python.mp4	MP4	12.95 MB
279 - Python 2 vs Python 3 another one.txt	TXT	100 B
279 - Python 2 vs Python 3.mp4	MP4	144.02 MB
279 - Python 2 vs Python 3.txt	TXT	67 B
279 - The Story of Python.txt	TXT	43 B
280 - Exercise How Does Python Work.mp4	MP4	28.84 MB
281 - Learning Python.mp4	MP4	12.06 MB
282 - Python Data Types.mp4	MP4	19.17 MB
283 - How To Succeed.html	HTML	280 B
284 - Floating point numbers.txt	TXT	43 B
284 - Numbers.mp4	MP4	80.19 MB
285 - Math Functions.mp4	MP4	18.2 MB
286 - DEVELOPER FUNDAMENTALS I.mp4	MP4	107.13 MB
287 - Exercise Repl.txt	TXT	45 B
287 - Operator Precedence.mp4	MP4	8.34 MB
288 - Exercise Operator Precedence.html	HTML	683 B
288 - Exercise Repl.txt	TXT	45 B
289 - Base Numbers.txt	TXT	50 B
289 - Optional bin and complex.mp4	MP4	23.73 MB
290 - Python Keywords.txt	TXT	56 B
290 - Variables.mp4	MP4	99.55 MB
291 - Expressions vs Statements.mp4	MP4	4.8 MB
292 - Augmented Assignment Operator.mp4	MP4	8.46 MB
292 - Exercise Repl.txt	TXT	55 B
293 - Strings.mp4	MP4	21.07 MB
294 - String Concatenation.mp4	MP4	3.76 MB
295 - Type Conversion.mp4	MP4	24.93 MB
296 - Escape Sequences.mp4	MP4	12.95 MB
297 - Exercise Repl.txt	TXT	43 B
297 - Formatted Strings.mp4	MP4	33.11 MB
298 - Exercise Repl.txt	TXT	40 B
298 - String Indexes.mp4	MP4	25.64 MB
299 - Immutability.mp4	MP4	12.69 MB
300 - Built in Functions.txt	TXT	48 B
300 - BuiltIn Functions Methods.mp4	MP4	90.98 MB
300 - String Methods.txt	TXT	54 B
301 - Booleans.mp4	MP4	17.57 MB
302 - Exercise Type Conversion.mp4	MP4	39.03 MB
303 - DEVELOPER FUNDAMENTALS II.mp4	MP4	39.49 MB
303 - Python Comments Best Practices.txt	TXT	45 B
304 - Exercise Password Checker.mp4	MP4	38.72 MB
305 - Lists.mp4	MP4	12.97 MB
306 - Exercise Repl.txt	TXT	31 B
306 - List Slicing.mp4	MP4	26.8 MB
307 - Exercise Repl.txt	TXT	32 B
307 - Matrix.mp4	MP4	12.85 MB
308 - List Methods.mp4	MP4	65.1 MB
308 - List Methods.txt	TXT	52 B
309 - Exercise Repl.txt	TXT	33 B
309 - List Methods 2.mp4	MP4	29.2 MB
309 - Python Keywords.txt	TXT	56 B
310 - List Methods 3.mp4	MP4	29.46 MB
311 - Common List Patterns.mp4	MP4	30.72 MB
311 - Exercise Repl.txt	TXT	33 B
312 - List Unpacking.mp4	MP4	9.3 MB
313 - None.mp4	MP4	4.49 MB
314 - Dictionaries.mp4	MP4	18.74 MB
315 - DEVELOPER FUNDAMENTALS III.mp4	MP4	14.91 MB
316 - Dictionary Keys.mp4	MP4	11.93 MB
317 - Dictionary Methods.mp4	MP4	15.01 MB
317 - Dictionary Methods.txt	TXT	58 B
318 - Dictionary Methods 2.mp4	MP4	46.3 MB
318 - Exercise Repl.txt	TXT	36 B
319 - Tuples.mp4	MP4	15.07 MB
320 - Tuple Methods.txt	TXT	53 B
320 - Tuples 2.mp4	MP4	11.57 MB
321 - Sets.mp4	MP4	39.02 MB
322 - Exercise Repl.txt	TXT	30 B
322 - Sets 2.mp4	MP4	70.81 MB
322 - Sets Methods.txt	TXT	51 B

18 - Learn Python Part 2

323 - Breaking The Flow.mp4	MP4	12.73 MB
324 - Conditional Logic.mp4	MP4	92.52 MB
325 - Indentation In Python.mp4	MP4	21.98 MB
326 - Truthy vs Falsey Stackoverflow.txt	TXT	109 B
326 - Truthy vs Falsey.mp4	MP4	73.71 MB
327 - Ternary Operator.mp4	MP4	12.51 MB
328 - Short Circuiting.mp4	MP4	12.23 MB
329 - Logical Operators.mp4	MP4	25.36 MB
330 - Exercise Logical Operators.mp4	MP4	37.05 MB
331 - is vs.mp4	MP4	30.78 MB
332 - For Loops.mp4	MP4	25.22 MB
333 - Iterables.mp4	MP4	54.29 MB
334 - Exercise Tricky Counter.mp4	MP4	14.14 MB
334 - Solution Repl.txt	TXT	31 B
335 - range.mp4	MP4	34.29 MB
336 - enumerate.mp4	MP4	17.66 MB
337 - While Loops.mp4	MP4	21.04 MB
338 - While Loops 2.mp4	MP4	16.74 MB
339 - break continue pass.mp4	MP4	14.12 MB
340 - Exercise Repl.txt	TXT	38 B
340 - Our First GUI.mp4	MP4	79.47 MB
340 - Solution Repl.txt	TXT	38 B
341 - DEVELOPER FUNDAMENTALS IV.mp4	MP4	41.33 MB
342 - Exercise Find Duplicates.mp4	MP4	15.82 MB
342 - Solution Repl.txt	TXT	41 B
343 - Functions.mp4	MP4	34.06 MB
344 - Parameters and Arguments.mp4	MP4	17.45 MB
345 - Default Parameters and Keyword Arguments.mp4	MP4	29.14 MB
346 - return.mp4	MP4	56.71 MB
347 - Exercise Tesla.html	HTML	402 B
348 - Methods vs Functions.mp4	MP4	37.64 MB
349 - Docstrings.mp4	MP4	15.72 MB
350 - Clean Code.mp4	MP4	13.03 MB
351 - args and kwargs.mp4	MP4	33.08 MB
352 - Exercise Functions.mp4	MP4	16.38 MB
352 - Solution Repl.txt	TXT	47 B
353 - Scope.mp4	MP4	12.48 MB
354 - Scope Rules.mp4	MP4	29.31 MB
355 - global Keyword.mp4	MP4	33.36 MB
356 - Solution Repl.txt	TXT	34 B
356 - nonlocal Keyword.mp4	MP4	14.54 MB
357 - Why Do We Need Scope.mp4	MP4	16.05 MB
358 - Pure Functions.mp4	MP4	60.35 MB
359 - map.mp4	MP4	48.26 MB
360 - filter.mp4	MP4	14.97 MB
361 - zip.mp4	MP4	16.01 MB
362 - reduce.mp4	MP4	65.82 MB
363 - List Comprehensions.mp4	MP4	38.85 MB
364 - Set Comprehensions.mp4	MP4	26.61 MB
365 - Exercise Comprehensions.mp4	MP4	14.59 MB
365 - Exercise Repl.txt	TXT	39 B
365 - Solution Repl.txt	TXT	41 B
366 - Python Exam Testing Your Understanding.html	HTML	1.12 KB
367 - Modules in Python.mp4	MP4	168.43 MB
368 - Quick Note Upcoming Videos.html	HTML	448 B
369 - Optional PyCharm.mp4	MP4	65.24 MB
370 - Packages in Python.mp4	MP4	109.34 MB
371 - Different Ways To Import.mp4	MP4	39.03 MB
372 - Next Steps.html	HTML	959 B
373 - Bonus Resource Python Cheatsheet.html	HTML	489 B

19 - Extra Learn Advanced Statistics and Mathematics for FREE

374 - Statistics and Mathematics.html

HTML

710 B

2 - Machine Learning 101

10 - Types of Machine Learning.mp4	MP4	14.82 MB
11 - Are You Getting It Yet.html	HTML	160 B
12 - What Is Machine Learning Round 2.mp4	MP4	18.9 MB
13 - Section Review.mp4	MP4	3.98 MB
14 - Monthly Coding Challenges Free Resources and Guides.html	HTML	1.6 KB
5 - What Is Machine Learning.mp4	MP4	28.3 MB
6 - AIMachine LearningData Science.mp4	MP4	19.67 MB
7 - Exercise Machine Learning Playground.mp4	MP4	42.62 MB
7 - Teachable Machine.txt	TXT	40 B
8 - How Did We Get Here.mp4	MP4	30.5 MB
9 - Exercise YouTube Recommendation Engine.mp4	MP4	12.92 MB
9 - Machine Learning Playground.txt	TXT	27 B

20 - Where To Go From Here

375 - Become An Alumni.html	HTML	944 B
376 - Thank You.mp4	MP4	15.4 MB
377 - Thank You Part 2.html	HTML	730 B

21 - BONUS SECTION

378 - Special Bonus Lecture.html

HTML

1.22 KB

3 - Machine Learning and Data Science Framework

15 - Section Overview.mp4	MP4	9.48 MB
16 - Introducing Our Framework.mp4	MP4	6.24 MB
17 - 6 Step Machine Learning Framework.mp4	MP4	23.47 MB
17 - A 6 Step Field Guide for Machine Learning Modelling blog post.txt	TXT	86 B
18 - Types of Machine Learning Problems.mp4	MP4	32.62 MB
19 - Types of Data.mp4	MP4	33.2 MB
20 - Types of Evaluation.mp4	MP4	9.62 MB
21 - Features In Data.mp4	MP4	28.83 MB
22 - Modelling Splitting Data.mp4	MP4	19.89 MB
23 - Modelling Picking the Model.mp4	MP4	12.88 MB
24 - Modelling Tuning.mp4	MP4	9.14 MB
25 - Modelling Comparison.mp4	MP4	26.84 MB
26 - Overfitting and Underfitting Definitions.html	HTML	1.97 KB
27 - Experimentation.mp4	MP4	18.71 MB
28 - Tools We Will Use.mp4	MP4	20.36 MB
29 - Optional Elements of AI.html	HTML	975 B

4 - The 2 Paths

30 - The 2 Paths.mp4	MP4	6.83 MB
31 - Python Machine Learning Monthly.html	HTML	917 B
32 - Endorsements On LinkedIN.html	HTML	1.37 KB

5 - Data Science Environment Setup

1669295595.mp4mtwda23s.tmp	TMP	8 MB
33 - Section Overview.mp4	MP4	3.88 MB
35 - Conda documentation.txt	TXT	32 B
35 - Getting started with Conda documentation.txt	TXT	78 B
35 - Getting your computer ready for machine learning How what and why you should use Anaconda Miniconda and Conda blog post.txt	TXT	106 B
35 - What is Conda.mp4	MP4	7.26 MB
35 - conda-cheatsheet.pdf	PDF	201.29 KB
36 - Conda Environments.mp4	MP4	28.5 MB
37 - Mac Environment Setup.mp4	MP4	261.42 MB
37 - Miniconda download documentation.txt	TXT	46 B
38 - Mac Environment Setup 2.mp4	MP4	222.79 MB
39 - Miniconda download documentation.txt	TXT	46 B
39 - Windows Environment Setup.mp4	MP4	58.91 MB
40 - Windows Environment Setup 2.mp4	MP4	416.87 MB
41 - Linux Environment Setup.html	HTML	1.03 KB
42 - Conda documentation on sharing an environment.txt	TXT	111 B
42 - Sharing your Conda Environment.html	HTML	2.41 KB
43 - 6-step-ml-framework.png	PNG	324.24 KB
43 - Dataquest Jupyter Notebook for Beginners Tutorial.txt	TXT	56 B
43 - Jupyter Notebook Walkthrough.mp4	MP4	101.98 MB
43 - Jupyter Notebook documentation.txt	TXT	50 B
43 - heart-disease.csv	CSV	11.06 KB
44 - Jupyter Notebook Walkthrough 2.mp4	MP4	56.58 MB
45 - Jupyter Notebook Walkthrough 3.mp4	MP4	127.47 MB

6 - Pandas Data Analysis

46 - Section Overview.mp4	MP4	11.33 MB
47 - Downloading Workbooks and Assignments.html	HTML	967 B
48 - 10 minutes to pandas from the documentation.txt	TXT	70 B
48 - Introduction to Pandas Jupyter Notebook from the upcoming videos.txt	TXT	130 B
48 - Introduction to Pandas Jupyter Notebook with annotations.txt	TXT	124 B
48 - Pandas Documentation.txt	TXT	45 B
48 - Pandas Introduction.mp4	MP4	17.69 MB
49 - Series Data Frames and CSVs.mp4	MP4	165.29 MB
49 - car-sales.csv	CSV	369 B
49 - pandas-anatomy-of-a-dataframe.png	PNG	333.24 KB
50 - Data from URLs.html	HTML	1.08 KB
51 - Describing Data with Pandas.mp4	MP4	111.78 MB
52 - Selecting and Viewing Data with Pandas.mp4	MP4	86.05 MB
52 - car-sales.csv	CSV	369 B
53 - Selecting and Viewing Data with Pandas Part 2.mp4	MP4	186.47 MB
54 - Jake VanderPlass Data Manipulation with Pandas.txt	TXT	85 B
54 - Manipulating Data.mp4	MP4	68.83 MB
54 - car-sales-missing-data.csv	CSV	287 B
55 - Manipulating Data 2.mp4	MP4	155.34 MB
55 - pandas-anatomy-of-a-dataframe.png	PNG	333.24 KB
56 - Introduction to Pandas Jupyter Notebook from the videos.txt	TXT	130 B
56 - Introduction to Pandas Jupyter Notebook with annotations.txt	TXT	124 B
56 - Manipulating Data 3.mp4	MP4	136.98 MB
57 - Assignment Pandas Practice.html	HTML	2.05 KB
58 - Course notebooks Github.txt	TXT	47 B
58 - Google Colab.txt	TXT	34 B
58 - How To Download The Course Assignments.mp4	MP4	119.98 MB

7 - NumPy

59 - Section Overview.mp4	MP4	22.44 MB
60 - Introduction to NumPy Jupyter Notebook from the upcoming videos.txt	TXT	129 B
60 - Introduction to NumPy Jupyter Notebook with annotations.txt	TXT	123 B
60 - NumPy Documentation.txt	TXT	22 B
60 - NumPy Introduction.mp4	MP4	21.32 MB
61 - Quick Note Correction In Next Video.html	HTML	1.24 KB
62 - NumPy DataTypes and Attributes.mp4	MP4	113.59 MB
63 - Creating NumPy Arrays.mp4	MP4	97.74 MB
64 - NumPy Random Seed.mp4	MP4	61.5 MB
65 - Viewing Arrays and Matrices.mp4	MP4	81.8 MB
66 - Manipulating Arrays.mp4	MP4	118.86 MB
66 - Standard deviation and variance explained.txt	TXT	55 B
67 - Manipulating Arrays 2.mp4	MP4	115.87 MB
67 - Standard deviation and variance explained.txt	TXT	55 B
68 - Standard Deviation and Variance.mp4	MP4	61.5 MB
68 - Standard deviation and variance explained.txt	TXT	55 B
69 - Reshape and Transpose.mp4	MP4	91.27 MB
70 - Dot Product vs Element Wise.mp4	MP4	122.36 MB
70 - Matrix Multiplication Explained.txt	TXT	58 B
71 - Exercise Nut Butter Store Sales.mp4	MP4	154.7 MB
72 - Comparison Operators.mp4	MP4	38.23 MB
73 - Sorting Arrays.mp4	MP4	38.86 MB
74 - Introduction to NumPy Jupyter Notebook from the videos.txt	TXT	129 B
74 - Introduction to NumPy Jupyter Notebook with annotations.txt	TXT	123 B
74 - Turn Images Into NumPy Arrays.mp4	MP4	164.8 MB
74 - numpy-images.zip	ZIP	7.27 MB
75 - Exercise Imposter Syndrome.mp4	MP4	53.7 MB
76 - Assignment NumPy Practice.html	HTML	2.17 KB
77 - Optional Extra NumPy resources.html	HTML	1.02 KB

8 - Matplotlib Plotting and Data Visualization

78 - Section Overview.mp4	MP4	6 MB
79 - Introduction to Matplotlib Jupyter Notebook from the upcoming videos.txt	TXT	134 B
79 - Matplotlib Documentation.txt	TXT	42 B
79 - Matplotlib Introduction.mp4	MP4	34.69 MB
80 - Importing And Using Matplotlib.mp4	MP4	146.57 MB
81 - Anatomy Of A Matplotlib Figure.mp4	MP4	119.25 MB
81 - matplotlib-anatomy-of-a-plot-with-code.png	PNG	654.77 KB
81 - matplotlib-anatomy-of-a-plot.png	PNG	369.39 KB
82 - Scatter Plot And Bar Plot.mp4	MP4	95.45 MB
83 - Histograms And Subplots.mp4	MP4	116.53 MB
84 - Subplots Option 2.mp4	MP4	54.35 MB
85 - Quick Tip Data Visualizations.mp4	MP4	8.34 MB
86 - Plotting From Pandas DataFrames.mp4	MP4	89.45 MB
87 - Quick Note Regular Expressions.html	HTML	632 B
88 - Plotting From Pandas DataFrames 2.mp4	MP4	176.81 MB
89 - Plotting from Pandas DataFrames 3.mp4	MP4	127.11 MB
90 - Plotting from Pandas DataFrames 4.mp4	MP4	53.06 MB
90 - heart-disease.csv	CSV	11.06 KB
91 - Plotting from Pandas DataFrames 5.mp4	MP4	92.84 MB
92 - Plotting from Pandas DataFrames 6.mp4	MP4	121 MB
93 - Plotting from Pandas DataFrames 7.mp4	MP4	220.01 MB
94 - Customizing Your Plots.mp4	MP4	161.13 MB
95 - Customizing Your Plots 2.mp4	MP4	123.59 MB
96 - Introduction to Matplotlib Notebook from the videos.txt	TXT	134 B
96 - Saving And Sharing Your Plots.mp4	MP4	92.56 MB
97 - Assignment Matplotlib Practice.html	HTML	2.05 KB

9 - Scikitlearn Creating Machine Learning Models

100 - Quick Note Upcoming Video.html	HTML	390 B
101 - Refresher What Is Machine Learning.mp4	MP4	33.43 MB
102 - Quick Note Upcoming Videos.html	HTML	1018 B
103 - ScikitLearn Reference Notebook.txt	TXT	133 B
103 - Scikitlearn Cheatsheet.mp4	MP4	75.13 MB
104 - Example ScikitLearn Workflow Notebook.txt	TXT	131 B
104 - Typical scikitlearn Workflow.mp4	MP4	335.88 MB
105 - Optional Debugging Warnings In Jupyter.mp4	MP4	322.05 MB
106 - Getting Your Data Ready Splitting Your Data.mp4	MP4	108.98 MB
106 - scikit-learn-data.zip	ZIP	20.83 KB
107 - Quick Tip Clean Transform Reduce.mp4	MP4	20.17 MB
108 - Getting Your Data Ready Convert Data To Numbers.mp4	MP4	236.88 MB
109 - Note Update to next video OneHotEncoder can handle NaNNone values.html	HTML	1.52 KB
110 - Getting Your Data Ready Handling Missing Values With Pandas.mp4	MP4	186.79 MB
111 - Extension Feature Scaling.html	HTML	2.93 KB
112 - Note Correction in the upcoming video splitting data.html	HTML	2.16 KB
113 - Getting Your Data Ready Handling Missing Values With Scikitlearn.mp4	MP4	241.43 MB
114 - NEW Choosing The Right Model For Your Data.mp4	MP4	435.22 MB
114 - ScikitLearn machine learning map how to choose the right machine learning model.txt	TXT	72 B
115 - NEW Choosing The Right Model For Your Data 2 Regression.mp4	MP4	239.88 MB
116 - Quick Note Decision Trees.html	HTML	221 B
117 - Quick Tip How ML Algorithms Work.mp4	MP4	10.92 MB
118 - Choosing The Right Model For Your Data 3 Classification.mp4	MP4	216.27 MB
119 - Fitting A Model To The Data.mp4	MP4	100.81 MB
120 - Making Predictions With Our Model.mp4	MP4	117.91 MB
121 - predict vs predictproba.mp4	MP4	56.5 MB
122 - NEW Making Predictions With Our Model Regression.mp4	MP4	145.9 MB
123 - NEW Evaluating A Machine Learning Model Score Part 1.mp4	MP4	153.18 MB
124 - NEW Evaluating A Machine Learning Model Score Part 2.mp4	MP4	115.21 MB
125 - Evaluating A Machine Learning Model 2 Cross Validation.mp4	MP4	142.19 MB
126 - Evaluating A Classification Model 1 Accuracy.mp4	MP4	45.61 MB
127 - Evaluating A Classification Model 2 ROC Curve.mp4	MP4	113.7 MB
128 - Evaluating A Classification Model 3 ROC Curve.mp4	MP4	85.33 MB
129 - Reading Extension ROC Curve AUC.html	HTML	1.48 KB
130 - Evaluating A Classification Model 4 Confusion Matrix.mp4	MP4	136.17 MB
130 - Notebook from video with updated confusion matrix labels.txt	TXT	130 B
131 - NEW Evaluating A Classification Model 5 Confusion Matrix.mp4	MP4	189.56 MB
132 - Evaluating A Classification Model 6 Classification Report.mp4	MP4	151.34 MB
133 - NEW Evaluating A Regression Model 1 R2 Score.mp4	MP4	181.28 MB
134 - NEW Evaluating A Regression Model 2 MAE.mp4	MP4	73.97 MB
135 - NEW Evaluating A Regression Model 3 MSE.mp4	MP4	161.59 MB
136 - Machine Learning Model Evaluation.html	HTML	7.12 KB
137 - NEW Evaluating A Model With Cross Validation and Scoring Parameter.mp4	MP4	410.15 MB
138 - NEW Evaluating A Model With Scikitlearn Functions.mp4	MP4	241.27 MB
139 - Improving A Machine Learning Model.mp4	MP4	161.3 MB
140 - Tuning Hyperparameters.mp4	MP4	118.94 MB
141 - Tuning Hyperparameters 2.mp4	MP4	202.73 MB
142 - Tuning Hyperparameters 3.mp4	MP4	212.07 MB
143 - Note Metric Comparison Improvement.html	HTML	2.18 KB
144 - Quick Tip Correlation Analysis.mp4	MP4	30.94 MB
145 - Saving And Loading A Model.mp4	MP4	91.29 MB
146 - Saving And Loading A Model 2.mp4	MP4	85.87 MB
147 - Putting It All Together.mp4	MP4	261.14 MB
147 - Reading extension ScikitLearns Pipeline class explained.txt	TXT	85 B
148 - Introduction to ScikitLearn Jupyter Notebook from the videos.txt	TXT	136 B
148 - Introduction to ScikitLearn Jupyter Notebook with annotations.txt	TXT	130 B
148 - Putting It All Together 2.mp4	MP4	211.27 MB
149 - ScikitLearn Practice.html	HTML	2.07 KB
98 - Section Overview.mp4	MP4	8.62 MB
99 - Introduction to ScikitLearn Jupyter Notebook from the upcoming videos.txt	TXT	136 B
99 - Introduction to ScikitLearn Jupyter Notebook with annotations.txt	TXT	130 B
99 - ScikitLearn Documentation.txt	TXT	47 B
99 - Scikitlearn Introduction.mp4	MP4	26.58 MB

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Udemy - Complete Machine Learning and Data Science Bootcamp 2023 VO WEB 1080p x264

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