Python Fundamentals | 73D148BFBCC8D363E9246CE04E844FCCB004B567

Python Fundamentals

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Hash	73D148BFBCC8D363E9246CE04E844FCCB004B567

/Part 1/
001. Introduction to Python Fundamentals Part 1.mp4	190.3 MB
/Code examples/examples/ch01/
RollDieDynamic.py	2.9 KB
TestDrive.ipynb	1.2 KB
/Code examples/examples/ch01/.ipynb_checkpoints/
01_10selfcheck-checkpoint.ipynb	2.8 KB
TestDrive-checkpoint.ipynb	0.7 KB
/Code examples/examples/ch01/snippets_ipynb/
IPython_selfcheck.ipynb	2.4 KB
TestDrive.ipynb	3.4 KB
/Code examples/examples/ch01/snippets_ipynb/.ipynb_checkpoints/
IPython_selfcheck-checkpoint.ipynb	2.4 KB
TestDrive-checkpoint.ipynb	3.4 KB
/Code examples/examples/ch01/snippets_ipynb/files/art/
check.png	3.0 KB
/Code examples/examples/ch02/
fig02_01.py	1.8 KB
fig02_02.py	1.4 KB
/Code examples/examples/ch02/snippets_ipynb/
02_02.ipynb	3.5 KB
02_02selfcheck.ipynb	2.6 KB
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/Code examples/examples/ch02/snippets_ipynb/.ipynb_checkpoints/
02_02-checkpoint.ipynb	3.5 KB
02_02selfcheck-checkpoint.ipynb	2.6 KB
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/Code examples/examples/ch02/snippets_ipynb/files/art/
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/Code examples/examples/ch02/snippets_py/
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/Code examples/examples/ch02/snippets_py/.ipynb_checkpoints/
02_05-checkpoint.py	1.5 KB
02_07-checkpoint.py	1.2 KB
/Code examples/examples/ch03/
fig03_01.py	1.5 KB
fig03_02.py	1.6 KB
/Code examples/examples/ch03/snippets_ipynb/
03_03selfcheck.ipynb	2.9 KB
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/Code examples/examples/ch03/snippets_ipynb/.ipynb_checkpoints/
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03_17-checkpoint.ipynb	2.9 KB
03_17selfcheck-checkpoint.ipynb	2.9 KB
ex03_02-checkpoint.ipynb	2.3 KB
ex03_04-checkpoint.ipynb	2.3 KB
/Code examples/examples/ch03/snippets_ipynb/files/art/
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/Code examples/examples/ch03/snippets_py/
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/Code examples/examples/ch03/snippets_py/.ipynb_checkpoints/
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ex03_02-checkpoint.py	1.1 KB
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ex03_22-checkpoint.py	1.3 KB
/Code examples/examples/ch04/
fig04_01.py	1.9 KB
fig04_02.py	2.4 KB
fig04_03.py	1.4 KB
/Code examples/examples/ch04/snippets_ipynb/
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04_11selfcheck.ipynb	2.9 KB
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04_18.ipynb	2.9 KB
04_18selfcheck.ipynb	3.3 KB
/Code examples/examples/ch04/snippets_ipynb/.ipynb_checkpoints/
04_02-checkpoint.ipynb	3.2 KB
04_02selfcheck-checkpoint.ipynb	2.5 KB
04_03-checkpoint.ipynb	3.4 KB
04_03selfcheck-checkpoint.ipynb	2.5 KB
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04_18selfcheck-checkpoint.ipynb	3.9 KB
ex04_05-checkpoint.ipynb	2.7 KB
/Code examples/examples/ch04/snippets_ipynb/files/art/
check.png	3.0 KB
/Code examples/examples/ch04/snippets_py/
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/Code examples/examples/ch04/snippets_py/.ipynb_checkpoints/
04_02-checkpoint.py	1.4 KB
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04_17-checkpoint.py	1.2 KB
04_18selfcheck-checkpoint.py	1.2 KB
ex04_05-checkpoint.py	1.2 KB
/Code examples/examples/ch05/
fig05_01.py	1.3 KB
RollDie.py	2.3 KB
temp.py	0.8 KB
/Code examples/examples/ch05/snippets_ipynb/
05_02.ipynb	8.3 KB
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RollDie.py	0.8 KB
/Code examples/examples/ch05/snippets_ipynb/.ipynb_checkpoints/
05_02-checkpoint.ipynb	8.3 KB
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/Code examples/examples/ch05/snippets_ipynb/files/art/
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/Code examples/examples/ch05/snippets_py/
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/Code examples/examples/ch05/snippets_py/.ipynb_checkpoints/
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/Code examples/examples/ch06/
fig06_01.py	1.6 KB
fig06_02.py	0.6 KB
RollDieDynamic.py	2.9 KB
/Code examples/examples/ch06/.ipynb_checkpoints/
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/Code examples/examples/ch06/snippets_ipynb/
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/Code examples/examples/ch07/snippets_ipynb/
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/Code examples/examples/ch07/snippets_py/.ipynb_checkpoints/
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/Code examples/examples/ch08/snippets_ipynb/
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/Code examples/examples/ch10/snippets_ipynb/
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/Code examples/examples/ch10/snippets_ipynb/__pycache__/
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/Code examples/examples/ch10/snippets_ipynb/card_images/
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card.py	2.3 KB
carddataclass.py	1.9 KB
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/Code examples/examples/ch10/snippets_py/.ipynb_checkpoints/
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/Code examples/examples/ch10/snippets_py/__pycache__/
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/Code examples/examples/ch11/snippets_ipynb/files/art/.ipynb_checkpoints/
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/Code examples/examples/ch11/snippets_py/
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/Code examples/examples/ch12/
_READ_ME_FIRST	1.1 KB
keys.py	0.2 KB
locationlistener.py	2.7 KB
sentimentlistener.py	4.3 KB
tweetlistener.py	2.5 KB
tweetutilities.py	3.7 KB
/Code examples/examples/ch12/snippets_ipynb/
12_07-11.ipynb	14.2 KB
12_12.ipynb	2.7 KB
12_13_02.ipynb	4.3 KB
12_14.ipynb	6.2 KB
12_15.ipynb	7.7 KB
keys.py	0.2 KB
locationlistener.py	2.7 KB
README.txt	0.1 KB
sentimentlistener.py	4.4 KB
tweetlistener.py	2.5 KB
tweetutilities.py	3.7 KB
/Code examples/examples/ch12/snippets_ipynb/files/art/
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/Code examples/examples/ch12/snippets_py/
12_07-11.py	5.8 KB
12_12.py	1.2 KB
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12_15_01.py	2.6 KB
keys.py	0.2 KB
locationlistener.py	2.7 KB
sentimentlistener.py	4.3 KB
tweet_map.html	44.2 KB
tweetlistener.py	2.5 KB
tweetutilities.py	3.7 KB
/Code examples/examples/ch13/
keys.py	0.1 KB
SimpleLanguageTranslator.ipynb	10.6 KB
SimpleLanguageTranslator.py	7.8 KB
SpokenResponse.wav	147.7 KB
/Code examples/examples/ch14/
ave_hi_nyc_jan_1895-2018.csv	2.2 KB
ave_yearly_temp_nyc_1895-2017.csv	2.1 KB
/Code examples/examples/ch14/images/
course_image.jpg	33.1 KB
IntroToPythonCover.png	168.3 KB
IntroToPythonTOC.png	768.1 KB
PyFPCover.png	340.4 KB
PythonFundamentalsLiveLessons.jpg	30.6 KB
/Code examples/examples/ch14/images/.ipynb_checkpoints/
course_image-checkpoint.jpg	33.1 KB
IntroToPythonCover-checkpoint.png	628.2 KB
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PythonFundamentalsLiveLessons-checkpoint.jpg	30.6 KB
/Code examples/examples/ch14/snippets_ipynb/
14_02-03.ipynb	15.5 KB
14_04.ipynb	9.2 KB
14_05.ipynb	14.0 KB
14_06.ipynb	7.2 KB
14_07.ipynb	13.2 KB
ave_hi_nyc_jan_1895-2018.csv	2.2 KB
ave_yearly_temp_nyc_1895-2017.csv	2.1 KB
notebook.tex	45.9 KB
/Code examples/examples/ch14/snippets_ipynb/.ipynb_checkpoints/
14_02-03-checkpoint.ipynb	15.5 KB
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16_04-checkpoint.ipynb	9.0 KB
16_05-checkpoint.ipynb	1.4 MB
16_06-checkpoint.ipynb	5.3 KB
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/Code examples/examples/ch14/snippets_ipynb/files/art/
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/Code examples/examples/ch14/snippets_py/
14_02-03.py	4.9 KB
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14_07.py	4.5 KB
ave_hi_nyc_jan_1895-2018.csv	2.2 KB
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digits3d.py	1.7 KB
/Code examples/examples/ch14/snippets_py/.ipynb_checkpoints/
14_02-03-checkpoint.py	4.9 KB
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14_06-checkpoint.py	1.9 KB
14_07-checkpoint.py	4.5 KB
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16_04-checkpoint.py	2.6 KB
16_07-checkpoint.py	3.1 KB
digits3d-checkpoint.py	1.7 KB
/Code examples/examples/ch15/
IMDB_RNN.ipynb	25.9 KB
MNIST_CNN.ipynb	15.6 KB
MNIST_CNN_TensorBoard.ipynb	16.0 KB
/Code examples/examples/ch15/images/
course_image.jpg	33.1 KB
IntroToPythonCover.png	168.3 KB
IntroToPythonTOC.png	768.1 KB
PyFPCover.png	340.4 KB
PythonFundamentalsLiveLessons.jpg	30.6 KB
/Code examples/examples/ch15/images/.ipynb_checkpoints/
course_image-checkpoint.jpg	33.1 KB
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PyFPCover-checkpoint.png	8.5 MB
PythonFundamentalsLiveLessons-checkpoint.jpg	30.6 KB
/Code examples/examples/ch16/
README.txt	0.2 KB
/Code examples/examples/ch16/HadoopMapReduce/
length_mapper.py	1.5 KB
length_reducer.py	1.7 KB
yarn.txt	0.4 KB
/Code examples/examples/ch16/iot/
simulator.py	1.7 KB
/Code examples/examples/ch16/pubnub/
stocklistener.py	4.0 KB
subscriber_callback.py	2.7 KB
/Code examples/examples/ch16/SparkHashtagSummarizer/
hashtagsummarizer.ipynb	7.9 KB
keys.py	0.2 KB
starttweetstream.py	4.0 KB
/Code examples/examples/ch16/SparkWordCount/
RomeoAndJulietCounter.ipynb	2.8 KB
/Code examples/examples/ch16/SparkWordCountAzureVersion/
RomeoAndJulietCounter.ipynb	2.7 KB
/Code examples/examples/ch16/sql/
16_02.ipynb	10.2 KB
16_02.py	4.2 KB
books.db	28.7 KB
books.sql	2.1 KB
/Code examples/examples/ch16/TwitterMongoDB/
16_05.ipynb	14.1 KB
16_05.py	4.8 KB
keys.py	0.2 KB
senators.csv	4.2 KB
state_codes.py	1.1 KB
tweetlistener.py	2.5 KB
us-states.json	87.7 KB
/Code examples/examples/ch16/TwitterMongoDB/files/art/
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Part 1/
001. Introduction to Python Fundamentals Part 1 en.srt	40.6 KB
Code examples/
README.md	1.7 KB
/.../Before You Begin/
001. Lesson Overview Before You Begin en.srt	3.7 KB
001. Lesson Overview Before You Begin.mp4	18.5 MB
002. Getting the code en.srt	1.3 KB
002. Getting the code.mp4	1.4 MB
003. Structure of the examples folder en.srt	6.4 KB
003. Structure of the examples folder.mp4	10.4 MB
004. Installing Anaconda en.srt	5.0 KB
004. Installing Anaconda.mp4	8.2 MB
005. Updating Anaconda en.srt	8.2 KB
005. Updating Anaconda.mp4	17.3 MB
006. Package managers en.srt	3.6 KB
006. Package managers.mp4	5.3 MB
007. Installing jupyter-matplotlib en.srt	2.2 KB
007. Installing jupyter-matplotlib.mp4	2.8 MB
008. Twitter developer account en.srt	3.0 KB
008. Twitter developer account.mp4	4.4 MB
009. Getting your questions answered en.srt	2.5 KB
009. Getting your questions answered.mp4	4.5 MB
/.../Lesson 01 Test-Drives Using IPython and Jupyter Notebooks/
001. Lesson 01 Overview Test-Drives Using IPython and Jupyter Notebooks en.srt	5.9 KB
001. Lesson 01 Overview Test-Drives Using IPython and Jupyter Notebooks.mp4	31.8 MB
002. Using IPython Interactive Mode as a Calculator en.srt	24.2 KB
002. Using IPython Interactive Mode as a Calculator.mp4	35.6 MB
003. Executing a Python Program Using the IPython Interpreter en.srt	12.4 KB
003. Executing a Python Program Using the IPython Interpreter.mp4	21.0 MB
004. Writing and Executing Code in a Jupyter Notebook en.srt	36.1 KB
004. Writing and Executing Code in a Jupyter Notebook.mp4	56.3 MB
/.../Lesson 02 Intro to Python Programming/
001. Lesson 02 Overview Intro to Python Programming en.srt	6.0 KB
001. Lesson 02 Overview Intro to Python Programming.mp4	27.6 MB
002. Variables and Assignment Statements en.srt	18.4 KB
002. Variables and Assignment Statements.mp4	36.7 MB
003. Self Check en.srt	3.4 KB
003. Self Check.mp4	9.6 MB
004. Arithmetic en.srt	21.4 KB
004. Arithmetic.mp4	28.4 MB
005. Self Check en.srt	4.4 KB
005. Self Check.mp4	10.3 MB
006. Function print and an Intro to Single- and Double-Quoted Strings en.srt	17.6 KB
006. Function print and an Intro to Single- and Double-Quoted Strings.mp4	25.5 MB
007. Self Check en.srt	2.8 KB
007. Self Check.mp4	7.0 MB
008. Triple-Quoted Strings en.srt	12.3 KB
008. Triple-Quoted Strings.mp4	19.1 MB
009. Self Check en.srt	5.2 KB
009. Self Check.mp4	14.0 MB
010. Getting Input from the User en.srt	16.8 KB
010. Getting Input from the User.mp4	26.3 MB
011. Self Check en.srt	5.2 KB
011. Self Check.mp4	5.4 MB
012. Decision Making The if Statement and Comparison Operators en.srt	30.6 KB
012. Decision Making The if Statement and Comparison Operators.mp4	64.1 MB
013. Self Check en.srt	3.6 KB
013. Self Check.mp4	8.3 MB
014. Objects and Dynamic Typing en.srt	12.2 KB
014. Objects and Dynamic Typing.mp4	17.9 MB
015. Self Check en.srt	1.7 KB
015. Self Check.mp4	5.1 MB
016. Intro to Data Science Basic Descriptive Statistics en.srt	18.4 KB
016. Intro to Data Science Basic Descriptive Statistics.mp4	39.5 MB
017. Self Check en.srt	3.2 KB
017. Self Check.mp4	8.0 MB
/.../Lesson 03 Control Statements/
001. Lesson 03 Overview Control Statements en.srt	5.8 KB
001. Lesson 03 Overview Control Statements.mp4	27.1 MB
002. if Statement en.srt	11.3 KB
002. if Statement.mp4	21.1 MB
003. Self Check en.srt	3.5 KB
003. Self Check.mp4	10.2 MB
004. if...else and if...elif...else Statements en.srt	16.4 KB
004. if...else and if...elif...else Statements.mp4	26.3 MB
005. Self Check en.srt	3.1 KB
005. Self Check.mp4	7.5 MB
006. while Statement en.srt	3.7 KB
006. while Statement.mp4	4.7 MB
007. Self Check en.srt	2.1 KB
007. Self Check.mp4	6.0 MB
008. for Statement; Iterables, Lists and Iterators; Built-in range Function en.srt	17.9 KB
008. for Statement; Iterables, Lists and Iterators; Built-in range Function.mp4	27.4 MB
009. Self Check en.srt	3.4 KB
009. Self Check.mp4	9.5 MB
010. Augmented Assignments en.srt	3.1 KB
010. Augmented Assignments.mp4	4.9 MB
011. Self Check en.srt	1.1 KB
011. Self Check.mp4	3.7 MB
012. Sequence-Controlled Iteration en.srt	9.1 KB
012. Sequence-Controlled Iteration.mp4	28.0 MB
013. Self Check en.srt	2.6 KB
013. Self Check.mp4	7.1 MB
014. Sentinel-Controlled Iteration en.srt	12.8 KB
014. Sentinel-Controlled Iteration.mp4	30.4 MB
015. Built-In Function range A Deeper Look en.srt	5.1 KB
015. Built-In Function range A Deeper Look.mp4	7.6 MB
016. Self Check en.srt	3.4 KB
016. Self Check.mp4	10.5 MB
017. Using Type Decimal for Monetary Amounts en.srt	27.2 KB
017. Using Type Decimal for Monetary Amounts.mp4	49.4 MB
018. Self Check en.srt	3.6 KB
018. Self Check.mp4	10.9 MB
019. break and continue Statements en.srt	3.9 KB
019. break and continue Statements.mp4	5.3 MB
020. Boolean Operators and, or and not en.srt	12.1 KB
020. Boolean Operators and, or and not.mp4	18.5 MB
021. Self Check en.srt	4.2 KB
021. Self Check.mp4	10.0 MB
022. Intro to Data Science Measures of Central Tendency--Mean, Median and Mode en.srt	17.0 KB
022. Intro to Data Science Measures of Central Tendency--Mean, Median and Mode.mp4	24.8 MB
023. Self Check en.srt	5.7 KB
023. Self Check.mp4	15.4 MB
/.../Lesson 04 Functions/
001. Lesson 04 Overview Functions en.srt	6.2 KB
001. Lesson 04 Overview Functions.mp4	27.2 MB
002. Defining Functions en.srt	24.5 KB
002. Defining Functions.mp4	44.8 MB
003. Self Check en.srt	2.7 KB
003. Self Check.mp4	7.6 MB
004. Functions with Multiple Parameters en.srt	14.1 KB
004. Functions with Multiple Parameters.mp4	24.2 MB
005. Self Check en.srt	2.9 KB
005. Self Check.mp4	7.7 MB
006. Random-Number Generation en.srt	15.8 KB
006. Random-Number Generation.mp4	28.6 MB
007. Self Check en.srt	3.5 KB
007. Self Check.mp4	9.5 MB
008. Case Study A Game of Chance en.srt	25.9 KB
008. Case Study A Game of Chance.mp4	59.0 MB
009. Self Check en.srt	3.7 KB
009. Self Check.mp4	9.2 MB
010. math Module Functions en.srt	5.4 KB
010. math Module Functions.mp4	9.5 MB
011. Default Parameter Values en.srt	5.0 KB
011. Default Parameter Values.mp4	7.3 MB
012. Keyword Arguments en.srt	8.8 KB
012. Keyword Arguments.mp4	14.9 MB
013. Arbitrary Argument Lists en.srt	7.3 KB
013. Arbitrary Argument Lists.mp4	12.2 MB
014. Self Check en.srt	4.3 KB
014. Self Check.mp4	13.7 MB
015. Methods Functions That Belong to Objects en.srt	7.0 KB
015. Methods Functions That Belong to Objects.mp4	17.0 MB
016. Scope Rules en.srt	14.8 KB
016. Scope Rules.mp4	29.4 MB
017. import A Deeper Look en.srt	8.3 KB
017. import A Deeper Look.mp4	11.9 MB
018. Self Check en.srt	1.6 KB
018. Self Check.mp4	5.2 MB
019. Passing Arguments to Functions A Deeper Look en.srt	12.8 KB
019. Passing Arguments to Functions A Deeper Look.mp4	21.5 MB
020. Self Check en.srt	2.0 KB
020. Self Check.mp4	5.3 MB
021. Functional-Style Programming en.srt	7.0 KB
021. Functional-Style Programming.mp4	9.2 MB
022. Intro to Data Science Measures of Dispersion en.srt	14.7 KB
022. Intro to Data Science Measures of Dispersion.mp4	29.3 MB
Part 2/
001. Introduction to Python Fundamentals Part 2 en.srt	14.2 KB
001. Introduction to Python Fundamentals Part 2.mp4	67.1 MB
/.../Lesson 05 Sequences Lists and Tuples/
001. Lesson 05 Overview Sequences--Lists and Tuples en.srt	5.2 KB
001. Lesson 05 Overview Sequences--Lists and Tuples.mp4	25.1 MB
002. Lists en.srt	25.8 KB
002. Lists.mp4	42.9 MB
003. Self Check en.srt	5.7 KB
003. Self Check.mp4	14.5 MB
004. Tuples en.srt	19.5 KB
004. Tuples.mp4	32.2 MB
005. Self Check en.srt	3.1 KB
005. Self Check.mp4	9.8 MB
006. Unpacking Sequences en.srt	16.8 KB
006. Unpacking Sequences.mp4	30.2 MB
007. Creating a primitive bar chart en.srt	8.0 KB
007. Creating a primitive bar chart.mp4	10.8 MB
008. Self Check en.srt	6.3 KB
008. Self Check.mp4	17.8 MB
009. Sequence Slicing Part 1 Getting a Subset of a Sequence en.srt	13.4 KB
009. Sequence Slicing Part 1 Getting a Subset of a Sequence.mp4	19.9 MB
010. Sequence Slicing Part 2 Modifying a List en.srt	9.1 KB
010. Sequence Slicing Part 2 Modifying a List.mp4	16.3 MB
011. Self Check en.srt	7.2 KB
011. Self Check.mp4	18.2 MB
012. del Statement en.srt	5.1 KB
012. del Statement.mp4	7.6 MB
013. Self Check en.srt	3.9 KB
013. Self Check.mp4	8.4 MB
014. Passing Lists to Functions en.srt	8.1 KB
014. Passing Lists to Functions.mp4	12.8 MB
015. Sorting Lists en.srt	9.6 KB
015. Sorting Lists.mp4	16.4 MB
016. Self Check en.srt	3.5 KB
016. Self Check.mp4	8.9 MB
017. Searching Sequences en.srt	14.0 KB
017. Searching Sequences.mp4	22.5 MB
018. Self Check en.srt	2.3 KB
018. Self Check.mp4	6.3 MB
019. Other List Methods en.srt	16.8 KB
019. Other List Methods.mp4	29.9 MB
020. Self Check en.srt	4.1 KB
020. Self Check.mp4	10.1 MB
021. Simulating Stacks with Lists en.srt	3.1 KB
021. Simulating Stacks with Lists.mp4	4.2 MB
022. List Comprehensions en.srt	10.5 KB
022. List Comprehensions.mp4	16.9 MB
023. Self Check en.srt	4.2 KB
023. Self Check.mp4	10.5 MB
024. Generator Expressions en.srt	9.2 KB
024. Generator Expressions.mp4	13.8 MB
025. Self Check en.srt	3.2 KB
025. Self Check.mp4	8.5 MB
026. Filter, Map and Reduce en.srt	25.7 KB
026. Filter, Map and Reduce.mp4	45.2 MB
027. Self Check en.srt	8.6 KB
027. Self Check.mp4	23.1 MB
028. Other Sequence Processing Functions en.srt	13.2 KB
028. Other Sequence Processing Functions.mp4	22.4 MB
029. Self Check en.srt	6.4 KB
029. Self Check.mp4	17.0 MB
030. Two-Dimensional Lists en.srt	10.7 KB
030. Two-Dimensional Lists.mp4	14.5 MB
031. Self Check en.srt	4.6 KB
031. Self Check.mp4	10.6 MB
032. Intro to Data Science Simulation and Static Visualizations en.srt	4.1 KB
032. Intro to Data Science Simulation and Static Visualizations.mp4	7.0 MB
033. Sample Graphs for 600, 60,000 and 6,000,000 Die Rolls en.srt	9.4 KB
033. Sample Graphs for 600, 60,000 and 6,000,000 Die Rolls.mp4	12.9 MB
034. Visualizing Die-Roll Frequencies and Percentages--Part 1 en.srt	15.8 KB
034. Visualizing Die-Roll Frequencies and Percentages--Part 1.mp4	31.0 MB
035. Visualizing Die-Roll Frequencies and Percentages--Part 2 en.srt	17.1 KB
035. Visualizing Die-Roll Frequencies and Percentages--Part 2.mp4	39.6 MB
036. Visualizing Die-Roll Frequencies and Percentages--Part 3 en.srt	16.8 KB
036. Visualizing Die-Roll Frequencies and Percentages--Part 3.mp4	41.4 MB
037. Visualizing Die-Roll Frequencies and Percentages--Part 4 en.srt	10.7 KB
037. Visualizing Die-Roll Frequencies and Percentages--Part 4.mp4	30.0 MB
/.../Lesson 06 Dictionaries and Sets/
001. Lesson 06 Overview Dictionaries and Sets en.srt	5.7 KB
001. Lesson 06 Overview Dictionaries and Sets.mp4	30.0 MB
002. Dictionaries en.srt	2.5 KB
002. Dictionaries.mp4	4.1 MB
003. Creating a Dictionary en.srt	7.8 KB
003. Creating a Dictionary.mp4	12.3 MB
004. Self Check en.srt	1.9 KB
004. Self Check.mp4	5.6 MB
005. Iterating through a Dictionary en.srt	5.9 KB
005. Iterating through a Dictionary.mp4	8.1 MB
006. Basic Dictionary Operarations en.srt	13.0 KB
006. Basic Dictionary Operarations.mp4	20.9 MB
007. Self Check en.srt	2.2 KB
007. Self Check.mp4	5.8 MB
008. Dictionary Methods keys and values en.srt	11.5 KB
008. Dictionary Methods keys and values.mp4	19.5 MB
009. Self Check en.srt	2.8 KB
009. Self Check.mp4	8.1 MB
010. Dictionary Comparisons en.srt	4.1 KB
010. Dictionary Comparisons.mp4	6.1 MB
011. Example Dictionary of Student Grades en.srt	7.7 KB
011. Example Dictionary of Student Grades.mp4	13.7 MB
012. Example Word Counts en.srt	12.1 KB
012. Example Word Counts.mp4	24.0 MB
013. Python Standard Library Module collections en.srt	7.8 KB
013. Python Standard Library Module collections.mp4	15.0 MB
014. Self Check en.srt	3.8 KB
014. Self Check.mp4	9.6 MB
015. Dictionary Method update en.srt	6.8 KB
015. Dictionary Method update.mp4	10.4 MB
016. Dictionary Comprehensions en.srt	7.5 KB
016. Dictionary Comprehensions.mp4	10.7 MB
017. Self Check en.srt	2.5 KB
017. Self Check.mp4	7.2 MB
018. Sets en.srt	11.2 KB
018. Sets.mp4	17.4 MB
019. Self Check en.srt	2.9 KB
019. Self Check.mp4	8.5 MB
020. Comparing Sets en.srt	10.9 KB
020. Comparing Sets.mp4	17.0 MB
021. Self Check en.srt	3.9 KB
021. Self Check.mp4	11.6 MB
022. Mathematical Set Operations en.srt	11.3 KB
022. Mathematical Set Operations.mp4	15.7 MB
023. Self Check en.srt	3.9 KB
023. Self Check.mp4	9.2 MB
024. Mutable Set Operators and Methods en.srt	9.2 KB
024. Mutable Set Operators and Methods.mp4	14.2 MB
025. Set Comprehensions en.srt	2.7 KB
025. Set Comprehensions.mp4	3.3 MB
026. Intro to Data Science Dynamic Visualizations--Using Simulation and Dynamic Visualization to Demonstrate the Law of Large Numbers en.srt	13.4 KB
026. Intro to Data Science Dynamic Visualizations--Using Simulation and Dynamic Visualization to Demonstrate the Law of Large Numbers.mp4	23.0 MB
027. Intro to Data Science Dynamic Visualizations--Implementing Dynamic Visualization, Part 1 en.srt	27.5 KB
027. Intro to Data Science Dynamic Visualizations--Implementing Dynamic Visualization, Part 1.mp4	78.7 MB
/.../Lesson 07 Array-Oriented Programming with Numpy/
001. Lesson 07 Overview Array-Oriented Programming with Numpy; Intro to Pandas en.srt	4.6 KB
001. Lesson 07 Overview Array-Oriented Programming with Numpy; Intro to Pandas.mp4	24.2 MB
002. Creating arrays from Existing Data en.srt	5.8 KB
002. Creating arrays from Existing Data.mp4	7.2 MB
003. Creating arrays from Existing Data en.srt	5.8 KB
003. Self Check en.srt	4.6 KB
003. Self Check.mp4	11.7 MB
004. array Attributes en.srt	12.7 KB
004. array Attributes.mp4	20.5 MB
005. Self Check en.srt	1.5 KB
005. Self Check.mp4	3.8 MB
006. Filling arrays with Specific Values en.srt	4.0 KB
006. Filling arrays with Specific Values.mp4	5.2 MB
007. Creating arrays from Ranges en.srt	9.4 KB
007. Creating arrays from Ranges.mp4	15.7 MB
008. Self Check en.srt	2.5 KB
008. Self Check.mp4	7.0 MB
009. List vs. array Performance Introducing timeit en.srt	14.1 KB
009. List vs. array Performance Introducing timeit.mp4	36.0 MB
010. Self Check en.srt	2.8 KB
010. Self Check.mp4	8.5 MB
011. array Operators en.srt	11.2 KB
011. array Operators.mp4	18.8 MB
012. Self Check en.srt	1.5 KB
012. Self Check.mp4	4.6 MB
013. NumPy Calculation Methods en.srt	8.8 KB
013. NumPy Calculation Methods.mp4	15.2 MB
014. Self Check en.srt	4.2 KB
014. Self Check.mp4	10.4 MB
015. Universal Functions en.srt	8.3 KB
015. Universal Functions.mp4	14.2 MB
016. Self Check en.srt	1.4 KB
016. Self Check.mp4	3.7 MB
017. Indexing and Slicing en.srt	8.1 KB
017. Indexing and Slicing.mp4	14.4 MB
018. Self Check en.srt	4.4 KB
018. Self Check.mp4	10.4 MB
019. Views Shallow Copies en.srt	8.1 KB
019. Views Shallow Copies.mp4	13.5 MB
020. Deep Copies en.srt	3.3 KB
020. Deep Copies.mp4	5.5 MB
021. Reshaping and Transposing reshape vs. resize en.srt	3.2 KB
021. Reshaping and Transposing reshape vs. resize.mp4	5.1 MB
022. Reshaping and Transposing flatten vs. ravel en.srt	5.1 KB
022. Reshaping and Transposing flatten vs. ravel.mp4	9.0 MB
023. Reshaping and Transposing Transposing Rows and Columns en.srt	3.1 KB
023. Reshaping and Transposing Transposing Rows and Columns.mp4	4.9 MB
024. Reshaping and Transposing Horizontal and Vertical Stacking en.srt	4.1 KB
024. Reshaping and Transposing Horizontal and Vertical Stacking.mp4	7.0 MB
025. Self Check en.srt	2.1 KB
025. Self Check.mp4	5.1 MB
026. Intro to Data Science pandas Series and DataFrames en.srt	5.9 KB
026. Intro to Data Science pandas Series and DataFrames.mp4	11.8 MB
027. Intro to Data Science pandas Series and DataFrames--pandas Series Part 1 en.srt	11.3 KB
027. Intro to Data Science pandas Series and DataFrames--pandas Series Part 1.mp4	19.1 MB
028. Intro to Data Science pandas Series and DataFrames--pandas Series Part 2 en.srt	12.6 KB
028. Intro to Data Science pandas Series and DataFrames--pandas Series Part 2.mp4	15.8 MB
029. Self Check en.srt	6.7 KB
029. Self Check.mp4	17.5 MB
030. Intro to Data Science pandas Series and DataFrames--Creating DataFrames and Customizing Indices en.srt	7.7 KB
030. Intro to Data Science pandas Series and DataFrames--Creating DataFrames and Customizing Indices.mp4	14.6 MB
031. Intro to Data Science pandas Series and DataFrames--Accessing a DataFrame's Columns en.srt	2.5 KB
031. Intro to Data Science pandas Series and DataFrames--Accessing a DataFrame's Columns.mp4	5.0 MB
032. Intro to Data Science pandas Series and DataFrames--Selecting Rows via the loc and iloc Attributes en.srt	4.6 KB
032. Intro to Data Science pandas Series and DataFrames--Selecting Rows via the loc and iloc Attributes.mp4	7.4 MB
033. Intro to Data Science pandas Series and DataFrames--Selecting Rows via Slices and Lists with the loc and iloc Attributes en.srt	4.1 KB
033. Intro to Data Science pandas Series and DataFrames--Selecting Rows via Slices and Lists with the loc and iloc Attributes.mp4	7.2 MB
034. Intro to Data Science pandas Series and DataFrames--Selecting Subsets of the Rows and Columns en.srt	3.7 KB
034. Intro to Data Science pandas Series and DataFrames--Selecting Subsets of the Rows and Columns.mp4	6.5 MB
035. Intro to Data Science pandas Series and DataFrames--Boolean Indexing en.srt	5.8 KB
035. Intro to Data Science pandas Series and DataFrames--Boolean Indexing.mp4	10.3 MB
036. Intro to Data Science pandas Series and DataFrames--Accessing a Specific DataFrame Cell by Row and Column en.srt	5.2 KB
036. Intro to Data Science pandas Series and DataFrames--Accessing a Specific DataFrame Cell by Row and Column.mp4	10.4 MB
037. Intro to Data Science pandas Series and DataFrames--Descriptive Statistics en.srt	6.7 KB
037. Intro to Data Science pandas Series and DataFrames--Descriptive Statistics.mp4	12.2 MB
038. Intro to Data Science pandas Series and DataFrames--Transposing the DataFrame with the T Attribute en.srt	4.3 KB
038. Intro to Data Science pandas Series and DataFrames--Transposing the DataFrame with the T Attribute.mp4	8.6 MB
039. Intro to Data Science pandas Series and DataFrames--Sorting by Indices en.srt	4.4 KB
039. Intro to Data Science pandas Series and DataFrames--Sorting by Indices.mp4	5.7 MB
040. Intro to Data Science pandas Series and DataFrames--Sorting by Column Values en.srt	11.4 KB
040. Intro to Data Science pandas Series and DataFrames--Sorting by Column Values.mp4	17.2 MB
041. Self Check en.srt	6.5 KB
041. Self Check.mp4	16.7 MB
Part 3/
001. Introduction to Python Fundamentals Part 3 en.srt	19.4 KB
001. Introduction to Python Fundamentals Part 3.mp4	94.4 MB
/.../Lesson 08 Strings--A Deeper Look/
001. Lesson 08 Overview Strings--A Deeper Look; Pandas, Regular Expressions and Data Munging en.srt	4.6 KB
001. Lesson 08 Overview Strings--A Deeper Look; Pandas, Regular Expressions and Data Munging.mp4	21.5 MB
002. Formatting Strings--Presentation Types en.srt	7.0 KB
002. Formatting Strings--Presentation Types.mp4	10.4 MB
003. Self Check en.srt	0.8 KB
003. Self Check.mp4	2.7 MB
004. Formatting Strings--Field Widths and Alignment en.srt	7.8 KB
004. Formatting Strings--Field Widths and Alignment.mp4	10.8 MB
005. Self Check en.srt	1.8 KB
005. Self Check.mp4	5.0 MB
006. Formatting Strings--Numeric Formatting en.srt	4.5 KB
006. Formatting Strings--Numeric Formatting.mp4	5.9 MB
007. Self Check en.srt	2.7 KB
007. Self Check.mp4	7.4 MB
008. Formatting Strings--String's format Method en.srt	5.5 KB
008. Formatting Strings--String's format Method.mp4	7.6 MB
009. Self Check en.srt	4.5 KB
009. Self Check.mp4	13.7 MB
010. Concatenating and Repeating Strings en.srt	2.9 KB
010. Concatenating and Repeating Strings.mp4	3.8 MB
011. Self Check en.srt	2.3 KB
011. Self Check.mp4	6.2 MB
012. Stripping Whitespace from Strings en.srt	2.2 KB
012. Stripping Whitespace from Strings.mp4	2.9 MB
013. Self Check en.srt	1.7 KB
013. Self Check.mp4	4.4 MB
014. Changing Character Case en.srt	1.4 KB
014. Changing Character Case.mp4	1.6 MB
015. Self Check en.srt	1.0 KB
015. Self Check.mp4	2.5 MB
016. Comparison Operators for Strings en.srt	3.0 KB
016. Comparison Operators for Strings.mp4	4.0 MB
017. Searching for Substrings en.srt	7.8 KB
017. Searching for Substrings.mp4	12.2 MB
018. Self Check en.srt	2.0 KB
018. Self Check.mp4	5.7 MB
019. Replacing Substrings en.srt	1.4 KB
019. Replacing Substrings.mp4	1.6 MB
020. Self Check en.srt	1.1 KB
020. Self Check.mp4	3.1 MB
021. Splitting and Joining Strings en.srt	11.4 KB
021. Splitting and Joining Strings.mp4	18.1 MB
022. Self Check en.srt	5.4 KB
022. Self Check.mp4	15.8 MB
023. Characters and Character-Testing Methods en.srt	3.2 KB
023. Characters and Character-Testing Methods.mp4	6.2 MB
024. Raw Strings en.srt	3.6 KB
024. Raw Strings.mp4	5.2 MB
025. Introduction to Regular Expressions en.srt	2.4 KB
025. Introduction to Regular Expressions.mp4	3.4 MB
026. re Module and Function fullmatch Part 1--Matching Literal Characters en.srt	3.7 KB
026. re Module and Function fullmatch Part 1--Matching Literal Characters.mp4	5.2 MB
027. re Module and Function fullmatch Part 2--Metacharacters, Character Classes and Quantifiers en.srt	6.4 KB
027. re Module and Function fullmatch Part 2--Metacharacters, Character Classes and Quantifiers.mp4	12.7 MB
028. re Module and Function fullmatch Part 3--Custom Character Classes en.srt	5.5 KB
028. re Module and Function fullmatch Part 3--Custom Character Classes.mp4	11.5 MB
029. re Module and Function fullmatch Part 1--Quantifiers en.srt	7.2 KB
029. re Module and Function fullmatch Part 1--Quantifiers.mp4	12.5 MB
030. Self Check en.srt	3.5 KB
030. Self Check.mp4	9.4 MB
031. Replacing Substrings and Splitting Strings en.srt	5.5 KB
031. Replacing Substrings and Splitting Strings.mp4	8.2 MB
032. Self Check en.srt	3.1 KB
032. Self Check.mp4	8.5 MB
033. Other Search Functions; Accessing Matches--Function search Finding the First Match Anywhere in a String en.srt	5.1 KB
033. Other Search Functions; Accessing Matches--Function search Finding the First Match Anywhere in a String.mp4	6.9 MB
034. Other Search Functions; Accessing Matches--Ignoring Case with the Optional flags Keyword Argument en.srt	1.7 KB
034. Other Search Functions; Accessing Matches--Ignoring Case with the Optional flags Keyword Argument.mp4	2.2 MB
035. Other Search Functions; Accessing Matches--Metacharacters that Restrict Matches to the Beginning or End of a String en.srt	3.0 KB
035. Other Search Functions; Accessing Matches--Metacharacters that Restrict Matches to the Beginning or End of a String.mp4	4.2 MB
036. Other Search Functions; Accessing Matches--Functions findall and finditer Finding All Matches in a String en.srt	3.7 KB
036. Other Search Functions; Accessing Matches--Functions findall and finditer Finding All Matches in a String.mp4	5.2 MB
037. Other Search Functions; Accessing Matches--Capturing Substrings in a Match en.srt	6.4 KB
037. Other Search Functions; Accessing Matches--Capturing Substrings in a Match.mp4	10.1 MB
038. Self Check en.srt	3.8 KB
038. Self Check.mp4	8.8 MB
039. Intro to Data Science Pandas, Regular Expressions and Data Munging Part 1 Introduction en.srt	7.0 KB
039. Intro to Data Science Pandas, Regular Expressions and Data Munging Part 1 Introduction.mp4	14.0 MB
040. Intro to Data Science Pandas, Regular Expressions and Data Munging Part 3 Data Validation en.srt	6.4 KB
040. Intro to Data Science Pandas, Regular Expressions and Data Munging Part 3 Data Validation.mp4	11.3 MB
041. Intro to Data Science Pandas, Regular Expressions and Data Munging Part 4 Reformatting Your Data en.srt	10.0 KB
041. Intro to Data Science Pandas, Regular Expressions and Data Munging Part 4 Reformatting Your Data.mp4	21.1 MB
042. Self Check en.srt	4.9 KB
042. Self Check.mp4	14.3 MB
/.../Lesson 09 Files and Exceptions/
001. Lesson 09 Overview Files and Exceptions; Pandas, CSV Files and Simple Data Analysis en.srt	6.4 KB
001. Lesson 09 Overview Files and Exceptions; Pandas, CSV Files and Simple Data Analysis.mp4	32.8 MB
002. Files en.srt	1.9 KB
002. Files.mp4	2.6 MB
003. Text-File Processing--Writing to a Text File Introducing the with Statement en.srt	9.1 KB
003. Text-File Processing--Writing to a Text File Introducing the with Statement.mp4	14.4 MB
004. Self Check en.srt	2.7 KB
004. Self Check.mp4	6.7 MB
005. Text-File Processing--Reading Data from a Text File en.srt	8.6 KB
005. Text-File Processing--Reading Data from a Text File.mp4	13.8 MB
006. Self Check en.srt	3.3 KB
006. Self Check.mp4	9.2 MB
007. Updating Text Files en.srt	10.3 KB
007. Updating Text Files.mp4	15.9 MB
008. Self Check en.srt	5.3 KB
008. Self Check.mp4	13.0 MB
009. Serialization with JSON--JSON Data Format en.srt	4.0 KB
009. Serialization with JSON--JSON Data Format.mp4	7.5 MB
010. Serialization with JSON--Serializing an Object to JSON en.srt	5.4 KB
010. Serialization with JSON--Serializing an Object to JSON.mp4	9.7 MB
011. Serialization with JSON--Deserializing a JSON Object into Python en.srt	3.2 KB
011. Serialization with JSON--Deserializing a JSON Object into Python.mp4	6.9 MB
012. Serialization with JSON--Displaying JSON Text en.srt	4.9 KB
012. Serialization with JSON--Displaying JSON Text.mp4	11.2 MB
013. Self Check en.srt	4.4 KB
013. Self Check.mp4	12.3 MB
014. File Open Modes en.srt	4.2 KB
014. File Open Modes.mp4	8.9 MB
015. Handling Exceptions en.srt	2.2 KB
015. Handling Exceptions.mp4	3.5 MB
016. Division by Zero and Invalid Input en.srt	3.7 KB
016. Division by Zero and Invalid Input.mp4	6.1 MB
017. try Statements en.srt	11.8 KB
017. try Statements.mp4	27.2 MB
018. Self Check en.srt	3.5 KB
018. Self Check.mp4	8.1 MB
019. finally Clause en.srt	11.5 KB
019. finally Clause.mp4	18.2 MB
020. Self Check en.srt	3.0 KB
020. Self Check.mp4	7.8 MB
021. Explicitly Raising an Exception en.srt	2.3 KB
021. Explicitly Raising an Exception.mp4	5.2 MB
022. Stack Unwinding and Tracebacks en.srt	6.6 KB
022. Stack Unwinding and Tracebacks.mp4	11.1 MB
023. Intro to Data Science Working with CSV Files--Python Standard Library Module csv en.srt	12.1 KB
023. Intro to Data Science Working with CSV Files--Python Standard Library Module csv.mp4	21.8 MB
024. Self Check en.srt	3.2 KB
024. Self Check.mp4	9.1 MB
025. Intro to Data Science Working with CSV Files--Reading CSV Files into Pandas DataFrames en.srt	6.9 KB
025. Intro to Data Science Working with CSV Files--Reading CSV Files into Pandas DataFrames.mp4	11.1 MB
026. Intro to Data Science Working with CSV Files--Reading the Titanic Disaster Dataset en.srt	8.5 KB
026. Intro to Data Science Working with CSV Files--Reading the Titanic Disaster Dataset.mp4	20.6 MB
027. Intro to Data Science Working with CSV Files--Simple Data Analysis with the Titanic Disaster Dataset en.srt	6.1 KB
027. Intro to Data Science Working with CSV Files--Simple Data Analysis with the Titanic Disaster Dataset.mp4	12.8 MB
028. Intro to Data Science Working with CSV Files--Passenger Age Histogram en.srt	4.7 KB
028. Intro to Data Science Working with CSV Files--Passenger Age Histogram.mp4	8.9 MB
/.../Lesson 10 Object-Oriented Programming/
001. Lesson 10 Overview Object-Oriented Programming en.srt	12.0 KB
001. Lesson 10 Overview Object-Oriented Programming.mp4	59.7 MB
002. Custom Class Account--Test-Driving Class Account en.srt	9.4 KB
002. Custom Class Account--Test-Driving Class Account.mp4	20.8 MB
003. Custom Class Account--Account Class Definition en.srt	16.9 KB
003. Custom Class Account--Account Class Definition.mp4	43.2 MB
004. Self Check en.srt	7.4 KB
004. Self Check.mp4	22.4 MB
005. Controlling Access to Attributes en.srt	5.0 KB
005. Controlling Access to Attributes.mp4	8.3 MB
006. Properties for Data Access--Test-Driving Class Time en.srt	8.4 KB
006. Properties for Data Access--Test-Driving Class Time.mp4	18.9 MB
007. Properties for Data Access--Class Time Definition en.srt	24.4 KB
007. Properties for Data Access--Class Time Definition.mp4	63.1 MB
008. Self Check en.srt	6.7 KB
008. Self Check.mp4	18.6 MB
009. Properties for Data Access--Class Time Definition Notes en.srt	3.2 KB
009. Properties for Data Access--Class Time Definition Notes.mp4	4.6 MB
010. Simulating Private Attributes en.srt	8.3 KB
010. Simulating Private Attributes.mp4	18.2 MB
011. Case Study Card Shuffling and Dealing Simulation--Test Driving Classes Card and DeckOfCards en.srt	6.9 KB
011. Case Study Card Shuffling and Dealing Simulation--Test Driving Classes Card and DeckOfCards.mp4	16.1 MB
012. Case Study Card Shuffling and Dealing Simulation--Class Card and an Introduction to Class Attributes en.srt	12.8 KB
012. Case Study Card Shuffling and Dealing Simulation--Class Card and an Introduction to Class Attributes.mp4	34.1 MB
013. Case Study Card Shuffling and Dealing Simulation--Class DeckOfCards en.srt	11.0 KB
013. Case Study Card Shuffling and Dealing Simulation--Class DeckOfCards.mp4	25.0 MB
014. Case Study Card Shuffling and Dealing Simulation--Displaying Card Images with Matplotlib en.srt	21.5 KB
014. Case Study Card Shuffling and Dealing Simulation--Displaying Card Images with Matplotlib.mp4	56.1 MB
015. Self Check en.srt	5.6 KB
015. Self Check.mp4	17.3 MB
016. Inheritance Base Classes and Subclasses en.srt	8.9 KB
016. Inheritance Base Classes and Subclasses.mp4	13.6 MB
017. Building an Inheritance Hierarchy and Introducing Polymorphism--Base Class CommissionEmployee en.srt	13.4 KB
017. Building an Inheritance Hierarchy and Introducing Polymorphism--Base Class CommissionEmployee.mp4	31.0 MB
018. Building an Inheritance Hierarchy and Introducing Polymorphism--Sublass SalariedCommissionEmployee en.srt	15.1 KB
018. Building an Inheritance Hierarchy and Introducing Polymorphism--Sublass SalariedCommissionEmployee.mp4	37.9 MB
019. Building an Inheritance Hierarchy and Introducing Polymorphism--Processing CommissionEmployees and SalariedCommissionEmployees Polymorphically en.srt	8.9 KB
019. Building an Inheritance Hierarchy and Introducing Polymorphism--Processing CommissionEmployees and SalariedCommissionEmployees Polymorphically.mp4	19.1 MB
020. Duck Typing and Polymorphism en.srt	7.2 KB
020. Duck Typing and Polymorphism.mp4	14.1 MB
021. Operator Overloading en.srt	6.0 KB
021. Operator Overloading.mp4	13.1 MB
022. Test-Driving Class Complex en.srt	8.5 KB
022. Test-Driving Class Complex.mp4	13.2 MB
023. Class Complex Definition en.srt	9.2 KB
023. Class Complex Definition.mp4	21.3 MB
024. Self Check en.srt	6.0 KB
024. Self Check.mp4	16.3 MB
025. Named Tuples en.srt	10.2 KB
025. Named Tuples.mp4	17.8 MB
026. A Brief Intro to Python 3.7's New Data Classes en.srt	2.3 KB
026. A Brief Intro to Python 3.7's New Data Classes.mp4	3.6 MB
027. A Brief Intro to Python 3.7's New Data Classes--Creating a Card Data Class en.srt	13.4 KB
027. A Brief Intro to Python 3.7's New Data Classes--Creating a Card Data Class.mp4	31.5 MB
028. A Brief Intro to Python 3.7's New Data Classes--Using the Card Data Class en.srt	7.4 KB
028. A Brief Intro to Python 3.7's New Data Classes--Using the Card Data Class.mp4	12.0 MB
029. Self Check en.srt	3.4 KB
029. Self Check.mp4	8.1 MB
030. A Brief Intro to Python 3.7's New Data Classes--Advantages Over Named Tuples and Traditional Classes en.srt	6.5 KB
030. A Brief Intro to Python 3.7's New Data Classes--Advantages Over Named Tuples and Traditional Classes.mp4	15.0 MB
031. Unit Testing with Docstrings and doctest en.srt	24.3 KB
031. Unit Testing with Docstrings and doctest.mp4	55.5 MB
032. Self Check en.srt	4.6 KB
032. Self Check.mp4	14.2 MB
033. Namespaces and Scopes en.srt	19.4 KB
033. Namespaces and Scopes.mp4	33.7 MB
034. Intro to Data Science Time Series and Simple Linear Regression--Introduction en.srt	13.5 KB
034. Intro to Data Science Time Series and Simple Linear Regression--Introduction.mp4	29.1 MB
035. Intro to Data Science Time Series and Simple Linear Regression--Components of the Simple Linear Regression Calculation en.srt	6.7 KB
035. Intro to Data Science Time Series and Simple Linear Regression--Components of the Simple Linear Regression Calculation.mp4	12.3 MB
036. Intro to Data Science Time Series and Simple Linear Regression--Loading the Average High Temperatures into a DataFrame en.srt	4.5 KB
036. Intro to Data Science Time Series and Simple Linear Regression--Loading the Average High Temperatures into a DataFrame.mp4	8.7 MB
037. Intro to Data Science Time Series and Simple Linear Regression--Cleaning the Data en.srt	5.6 KB
037. Intro to Data Science Time Series and Simple Linear Regression--Cleaning the Data.mp4	10.1 MB
038. Intro to Data Science Time Series and Simple Linear Regression--Calculating Basic Descriptive Statistics for the Dataset en.srt	2.2 KB
038. Intro to Data Science Time Series and Simple Linear Regression--Calculating Basic Descriptive Statistics for the Dataset.mp4	3.6 MB
039. Intro to Data Science Time Series and Simple Linear Regression--Forecasting Future January Average High Temperatures en.srt	6.9 KB
039. Intro to Data Science Time Series and Simple Linear Regression--Forecasting Future January Average High Temperatures.mp4	12.8 MB
040. Intro to Data Science Time Series and Simple Linear Regression--Plotting the Average High Temperatures and a Regression Line en.srt	8.4 KB
040. Intro to Data Science Time Series and Simple Linear Regression--Plotting the Average High Temperatures and a Regression Line.mp4	17.7 MB
Part 4/
001. Introduction to Python Fundamentals Part 4 en.srt	18.7 KB
001. Introduction to Python Fundamentals Part 4.mp4	90.4 MB
/.../Lesson 11 Natural Language Processing/
001. Lesson 11 Overview Natural Language Processing (NLP) en.srt	9.9 KB
001. Lesson 11 Overview Natural Language Processing (NLP).mp4	50.2 MB
002. Introduction en.srt	6.7 KB
002. Introduction.mp4	11.4 MB
003. TextBlob en.srt	12.3 KB
003. TextBlob.mp4	26.0 MB
004. Create a TextBlob en.srt	4.9 KB
004. Create a TextBlob .mp4	5.7 MB
005. Tokenizing Text into Sentences and Words en.srt	3.0 KB
005. Tokenizing Text into Sentences and Words.mp4	5.2 MB
006. Parts-of-Speech Tagging en.srt	10.7 KB
006. Parts-of-Speech Tagging.mp4	21.2 MB
007. Extracting Noun Phrases en.srt	4.5 KB
007. Extracting Noun Phrases.mp4	8.3 MB
008. Sentiment Analysis with TextBlob's Default Sentiment Analyzer en.srt	4.6 KB
008. Sentiment Analysis with TextBlob's Default Sentiment Analyzer.mp4	7.7 MB
009. Sentiment Analysis with the NaiveBayesAnalyzer en.srt	7.7 KB
009. Sentiment Analysis with the NaiveBayesAnalyzer.mp4	17.8 MB
010. Language Detection and Translation en.srt	6.2 KB
010. Language Detection and Translation.mp4	13.7 MB
011. Inflection Pluralization and Singularization en.srt	5.6 KB
011. Inflection Pluralization and Singularization.mp4	9.9 MB
012. Spell Checking and Correction en.srt	5.4 KB
012. Spell Checking and Correction.mp4	8.1 MB
013. Normalization Stemming and Lemmatization en.srt	2.9 KB
013. Normalization Stemming and Lemmatization.mp4	5.4 MB
014. Word Frequencies en.srt	6.6 KB
014. Word Frequencies.mp4	10.4 MB
015. Getting Definitions, Synonyms and Antonyms from WordNet en.srt	10.8 KB
015. Getting Definitions, Synonyms and Antonyms from WordNet.mp4	21.4 MB
016. Deleting Stop Word en.srt	7.6 KB
016. Deleting Stop Word.mp4	11.5 MB
017. n-grams en.srt	6.0 KB
017. n-grams.mp4	11.4 MB
018. Visualizing Word Frequencies with Pandas en.srt	19.7 KB
018. Visualizing Word Frequencies with Pandas.mp4	37.6 MB
019. Visualizing Word Frequencies with Word Clouds en.srt	14.2 KB
019. Visualizing Word Frequencies with Word Clouds.mp4	30.2 MB
020. Readability Assessment with Textatistic en.srt	7.3 KB
020. Readability Assessment with Textatistic.mp4	14.4 MB
021. Named Entity Recognition with spaCy en.srt	11.8 KB
021. Named Entity Recognition with spaCy.mp4	20.9 MB
022. Similarity Detection with spaCy en.srt	15.5 KB
022. Similarity Detection with spaCy.mp4	25.7 MB
/.../Lesson 12 Data Mining Twitter/
001. Lesson 12 Overview Data Mining Twitter en.srt	5.5 KB
001. Lesson 12 Overview Data Mining Twitter.mp4	28.2 MB
002. Introduction en.srt	6.7 KB
002. Introduction.mp4	11.8 MB
003. Overview of the Twitter APIs en.srt	19.2 KB
003. Overview of the Twitter APIs.mp4	35.9 MB
004. Creating a Twitter Developer Account en.srt	3.5 KB
004. Creating a Twitter Developer Account.mp4	6.0 MB
005. Getting Twitter Credentials--Creating an App en.srt	11.6 KB
005. Getting Twitter Credentials--Creating an App.mp4	17.9 MB
006. What's in a Tweet en.srt	13.9 KB
006. What's in a Tweet.mp4	32.7 MB
007. Tweepy en.srt	3.8 KB
007. Tweepy.mp4	6.5 MB
008. Authenticating with Twitter Via Tweepy en.srt	8.7 KB
008. Authenticating with Twitter Via Tweepy.mp4	14.9 MB
009. Getting Information About a Twitter Account en.srt	16.4 KB
009. Getting Information About a Twitter Account.mp4	42.3 MB
010. Self Check en.srt	1.8 KB
010. Self Check.mp4	2.9 MB
011. Introduction to Tweepy Cursors Getting an Account's Followers and Friends en.srt	3.6 KB
011. Introduction to Tweepy Cursors Getting an Account's Followers and Friends.mp4	8.2 MB
012. Determining an Account's Followers en.srt	10.4 KB
012. Determining an Account's Followers.mp4	27.2 MB
013. Self Check en.srt	3.4 KB
013. Self Check.mp4	6.2 MB
014. Determining Whom an Account Follows en.srt	5.1 KB
014. Determining Whom an Account Follows.mp4	9.8 MB
015. Getting a User's Recent Tweets en.srt	4.2 KB
015. Getting a User's Recent Tweets.mp4	9.7 MB
016. Self Check en.srt	1.6 KB
016. Self Check.mp4	2.7 MB
017. Searching Recent Tweets en.srt	14.3 KB
017. Searching Recent Tweets.mp4	35.0 MB
018. Self Check en.srt	1.7 KB
018. Self Check.mp4	2.7 MB
019. Spotting Trends Twitter Trends API en.srt	1.5 KB
019. Spotting Trends Twitter Trends API.mp4	2.6 MB
020. Places with Trending Topics en.srt	6.4 KB
020. Places with Trending Topics.mp4	13.7 MB
021. Getting a List of Trending Topics en.srt	11.9 KB
021. Getting a List of Trending Topics.mp4	24.9 MB
022. Self Check en.srt	3.8 KB
022. Self Check.mp4	6.5 MB
023. Create a Word Cloud from Trending Topics en.srt	7.8 KB
023. Create a Word Cloud from Trending Topics.mp4	16.1 MB
024. Self Check en.srt	3.7 KB
024. Self Check.mp4	7.0 MB
025. CleaningPreprocessing Tweets for Analysis en.srt	10.4 KB
025. CleaningPreprocessing Tweets for Analysis.mp4	18.9 MB
026. Twitter Streaming API en.srt	2.4 KB
026. Twitter Streaming API.mp4	4.6 MB
027. Creating a Subclass of StreamListener en.srt	19.5 KB
027. Creating a Subclass of StreamListener.mp4	48.3 MB
028. Initiating Stream Processing en.srt	21.2 KB
028. Initiating Stream Processing.mp4	39.3 MB
029. Twitter Restrictions Note en.srt	2.3 KB
029. Twitter Restrictions Note.mp4	4.0 MB
030. Tweet Sentiment Analysis en.srt	28.2 KB
030. Tweet Sentiment Analysis.mp4	73.5 MB
031. Geocoding and Mapping en.srt	9.9 KB
031. Geocoding and Mapping.mp4	20.6 MB
032. Getting and Mapping the Tweets en.srt	35.0 KB
032. Getting and Mapping the Tweets.mp4	104.5 MB
033. Utility Functions in tweetutilities.py and Class LocationListener en.srt	14.7 KB
033. Utility Functions in tweetutilities.py and Class LocationListener.mp4	46.8 MB
/.../Lesson 13 IBM Watson and Cognitive Computing; Building a Speech-to-Speech Translator/
001. Lesson 13 Overview IBM Watson and Cognitive Computing; Building a Speech-to-Speech Translator en.srt	2.6 KB
001. Lesson 13 Overview IBM Watson and Cognitive Computing; Building a Speech-to-Speech Translator.mp4	14.2 MB
002. Introduction to Watson en.srt	8.0 KB
002. Introduction to Watson.mp4	20.2 MB
003. IBM Cloud Account and Cloud Console en.srt	5.6 KB
003. IBM Cloud Account and Cloud Console.mp4	10.8 MB
004. Watson Services Watson Assistant Demo en.srt	6.8 KB
004. Watson Services Watson Assistant Demo.mp4	14.9 MB
005. Watson Services Visual Recognition en.srt	8.3 KB
005. Watson Services Visual Recognition.mp4	20.1 MB
006. Watson Services Speech to Text en.srt	6.9 KB
006. Watson Services Speech to Text.mp4	13.9 MB
007. Watson Services Text to Speech en.srt	4.3 KB
007. Watson Services Text to Speech.mp4	8.5 MB
008. Watson Services Language Translator en.srt	4.4 KB
008. Watson Services Language Translator.mp4	6.7 MB
009. Watson Services Natural Language Understanding en.srt	6.3 KB
009. Watson Services Natural Language Understanding.mp4	13.2 MB
010. Watson Services Personality Insights en.srt	5.5 KB
010. Watson Services Personality Insights.mp4	11.4 MB
011. Additional Services and Tools en.srt	8.2 KB
011. Additional Services and Tools.mp4	16.0 MB
012. Watson Developer Cloud Python SDK en.srt	5.8 KB
012. Watson Developer Cloud Python SDK.mp4	11.7 MB
013. Case Study Traveler's Companion Translation App en.srt	2.8 KB
013. Case Study Traveler's Companion Translation App.mp4	5.7 MB
014. Before You run the App en.srt	2.2 KB
014. Before You run the App.mp4	3.1 MB
015. Before You run the App Registering for the Speech to Text Service en.srt	7.3 KB
015. Before You run the App Registering for the Speech to Text Service.mp4	14.9 MB
016. Before You run the App Registering for the Text to Speech Service en.srt	3.8 KB
016. Before You run the App Registering for the Text to Speech Service.mp4	7.2 MB
017. Before You run the App Registering for the Language Translator Service en.srt	2.1 KB
017. Before You run the App Registering for the Language Translator Service.mp4	4.9 MB
018. Test-Driving the App en.srt	12.8 KB
018. Test-Driving the App.mp4	18.8 MB
019. SimpleLanguageTranslator.py Script Walkthrough en.srt	2.7 KB
019. SimpleLanguageTranslator.py Script Walkthrough.mp4	5.2 MB
020. SimpleLanguageTranslator.py Script Walkthrough Importing Watson SDK Classes from the ibm watson Module en.srt	3.7 KB
020. SimpleLanguageTranslator.py Script Walkthrough Importing Watson SDK Classes from the ibm watson Module.mp4	11.3 MB
021. SimpleLanguageTranslator.py Script Walkthrough Other Imported Modules en.srt	2.1 KB
021. SimpleLanguageTranslator.py Script Walkthrough Other Imported Modules.mp4	7.3 MB
022. SimpleLanguageTranslator.py Script Walkthrough Main Program Function run translator en.srt	11.0 KB
022. SimpleLanguageTranslator.py Script Walkthrough Main Program Function run translator.mp4	35.6 MB
023. SimpleLanguageTranslator.py Script Walkthrough Function speech to text en.srt	12.5 KB
023. SimpleLanguageTranslator.py Script Walkthrough Function speech to text.mp4	34.3 MB
024. SimpleLanguageTranslator.py Script Walkthrough Function translate en.srt	7.4 KB
024. SimpleLanguageTranslator.py Script Walkthrough Function translate.mp4	20.4 MB
025. SimpleLanguageTranslator.py Script Walkthrough Function text to speech en.srt	3.7 KB
025. SimpleLanguageTranslator.py Script Walkthrough Function text to speech.mp4	13.1 MB
026. SimpleLanguageTranslator.py Script Walkthrough Function record audio en.srt	9.7 KB
026. SimpleLanguageTranslator.py Script Walkthrough Function record audio.mp4	29.2 MB
027. SimpleLanguageTranslator.py Script Walkthrough Function play audio en.srt	1.9 KB
027. SimpleLanguageTranslator.py Script Walkthrough Function play audio.mp4	5.6 MB
028. Watson Resources en.srt	5.7 KB
028. Watson Resources.mp4	13.3 MB
/.../Lesson 14, Machine Learning Classification, Regression and Clustering/
001. Lesson 14 Overview Machine Learning Classification, Regression and Clustering en.srt	11.5 KB
001. Lesson 14 Overview Machine Learning Classification, Regression and Clustering.mp4	64.5 MB
002. Introduction to Machine Learning en.srt	25.6 KB
002. Introduction to Machine Learning.mp4	53.3 MB
003. Case Study Classification with k-Nearest Neighbors and the Digits Dataset, Part 1 en.srt	11.6 KB
003. Case Study Classification with k-Nearest Neighbors and the Digits Dataset, Part 1.mp4	25.6 MB
004. k-Nearest Neighbors Algorithm en.srt	4.5 KB
004. k-Nearest Neighbors Algorithm.mp4	8.3 MB
005. k-Nearest Neighbors Algorithm Hyperparameters and Hyperparameter Tuning en.srt	3.6 KB
005. k-Nearest Neighbors Algorithm Hyperparameters and Hyperparameter Tuning.mp4	7.8 MB
006. Loading the Dataset en.srt	2.5 KB
006. Loading the Dataset.mp4	4.7 MB
007. Loading the Dataset Displaying the Description en.srt	5.6 KB
007. Loading the Dataset Displaying the Description.mp4	15.1 MB
008. Loading the Dataset Checking the Sample and Target Sizes en.srt	5.1 KB
008. Loading the Dataset Checking the Sample and Target Sizes.mp4	11.8 MB
009. Loading the Dataset A Sample Digit Image en.srt	3.9 KB
009. Loading the Dataset A Sample Digit Image.mp4	7.0 MB
010. Loading the Dataset Preparing the Data for Use with Scikit-Learn en.srt	4.4 KB
010. Loading the Dataset Preparing the Data for Use with Scikit-Learn.mp4	10.4 MB
011. Visualizing the Data en.srt	11.0 KB
011. Visualizing the Data.mp4	23.1 MB
012. Splitting the Data for Training and Testing en.srt	11.9 KB
012. Splitting the Data for Training and Testing.mp4	22.7 MB
013. Creating the Model en.srt	2.9 KB
013. Creating the Model.mp4	6.7 MB
014. Training the Model en.srt	7.3 KB
014. Training the Model.mp4	14.9 MB
015. Predicting Digit Classes en.srt	7.2 KB
015. Predicting Digit Classes.mp4	15.4 MB
016. Case Study Classification with k-Nearest Neighbors and the Digits Dataset, Part 2 en.srt	1.3 KB
016. Case Study Classification with k-Nearest Neighbors and the Digits Dataset, Part 2.mp4	2.4 MB
017. Metrics for Model Accuracy Estimator Method score en.srt	1.2 KB
017. Metrics for Model Accuracy Estimator Method score.mp4	3.5 MB
018. Metrics for Model Accuracy Confusion Matrix en.srt	9.3 KB
018. Metrics for Model Accuracy Confusion Matrix.mp4	18.4 MB
019. Metrics for Model Accuracy Classification Report en.srt	6.5 KB
019. Metrics for Model Accuracy Classification Report.mp4	13.9 MB
020. Metrics for Model Accuracy Visualizing the Confusion Matrix en.srt	8.3 KB
020. Metrics for Model Accuracy Visualizing the Confusion Matrix.mp4	15.1 MB
021. K-Fold Cross-Validation en.srt	10.1 KB
021. K-Fold Cross-Validation.mp4	22.1 MB
022. Running Multiple Models to Find the Best One en.srt	10.1 KB
022. Running Multiple Models to Find the Best One.mp4	25.9 MB
023. Hyperparameter Tuning en.srt	8.8 KB
023. Hyperparameter Tuning.mp4	20.6 MB
024. Case Study Time Series and Simple Linear Regression en.srt	4.7 KB
024. Case Study Time Series and Simple Linear Regression.mp4	11.2 MB
025. Loading the Average High Temperatures into a DataFrame en.srt	5.8 KB
025. Loading the Average High Temperatures into a DataFrame.mp4	10.3 MB
026. Splitting the Data for Training and Testing en.srt	9.9 KB
026. Splitting the Data for Training and Testing.mp4	17.8 MB
027. Training the Model en.srt	6.1 KB
027. Training the Model.mp4	12.1 MB
028. Testing the Model en.srt	2.9 KB
028. Testing the Model.mp4	5.6 MB
029. Predicting Future Temperatures and Estimating Past Temperatures en.srt	3.7 KB
029. Predicting Future Temperatures and Estimating Past Temperatures.mp4	7.5 MB
030. Visualizing the Dataset with the Regression Line en.srt	8.6 KB
030. Visualizing the Dataset with the Regression Line.mp4	17.5 MB
031. OverfittingUnderfitting en.srt	2.8 KB
031. OverfittingUnderfitting.mp4	6.6 MB
032. Case Study Multiple Linear Regression with the California Housing Dataset en.srt	2.6 KB
032. Case Study Multiple Linear Regression with the California Housing Dataset.mp4	6.7 MB
033. Loading the Dataset en.srt	9.7 KB
033. Loading the Dataset.mp4	22.4 MB
034. Exploring the Data with Pandas en.srt	10.3 KB
034. Exploring the Data with Pandas.mp4	22.4 MB
035. Visualizing the Features en.srt	21.7 KB
035. Visualizing the Features.mp4	54.0 MB
036. Splitting the Data for Training and Testing en.srt	2.0 KB
036. Splitting the Data for Training and Testing.mp4	5.5 MB
037. Training the Model en.srt	6.8 KB
037. Training the Model.mp4	14.4 MB
038. Testing the Model en.srt	2.4 KB
038. Testing the Model.mp4	6.0 MB
039. Visualizing the Expected vs. Predicted Prices en.srt	9.5 KB
039. Visualizing the Expected vs. Predicted Prices.mp4	23.7 MB
040. Regression Model Metrics en.srt	5.1 KB
040. Regression Model Metrics.mp4	11.2 MB
041. Choosing the Best Model en.srt	9.2 KB
041. Choosing the Best Model.mp4	22.6 MB
042. Case Study Unsupervised Machine Learning, Part 1--Dimensionality Reduction en.srt	7.9 KB
042. Case Study Unsupervised Machine Learning, Part 1--Dimensionality Reduction.mp4	18.4 MB
043. Loading the Digits Dataset en.srt	2.0 KB
043. Loading the Digits Dataset.mp4	2.4 MB
044. Creating a TSNE Estimator for Dimensionality Reduction en.srt	5.0 KB
044. Creating a TSNE Estimator for Dimensionality Reduction.mp4	10.6 MB
045. Transforming the Digits Dataset's Features into Two Dimensions en.srt	4.3 KB
045. Transforming the Digits Dataset's Features into Two Dimensions.mp4	6.8 MB
046. Visualizing the Reduced Data en.srt	7.6 KB
046. Visualizing the Reduced Data.mp4	12.6 MB
047. Visualizing the Reduced Data with Different Colors for Each Digit en.srt	8.5 KB
047. Visualizing the Reduced Data with Different Colors for Each Digit.mp4	15.4 MB
048. Visualizing the Reduced Data in 3D en.srt	7.8 KB
048. Visualizing the Reduced Data in 3D.mp4	20.4 MB
049. Case Study Unsupervised Machine Learning, Part 2--k-Means Clustering en.srt	4.9 KB
049. Case Study Unsupervised Machine Learning, Part 2--k-Means Clustering.mp4	11.6 MB
050. Loading the Iris Dataset en.srt	5.0 KB
050. Loading the Iris Dataset.mp4	11.6 MB
051. Exploring the Iris Dataset Descriptive Statistics with Pandas en.srt	10.1 KB
051. Exploring the Iris Dataset Descriptive Statistics with Pandas.mp4	19.9 MB
052. Visualizing the Dataset with a Seaborn pairplot en.srt	13.4 KB
052. Visualizing the Dataset with a Seaborn pairplot.mp4	33.0 MB
053. Using a KMeans Estimator en.srt	7.8 KB
053. Using a KMeans Estimator.mp4	17.8 MB
054. Dimensionality Reduction with Principal Component Analysis en.srt	15.3 KB
054. Dimensionality Reduction with Principal Component Analysis.mp4	34.2 MB
055. Choosing the Best Clustering Estimator en.srt	12.2 KB
055. Choosing the Best Clustering Estimator.mp4	23.2 MB
/.../Lesson 15 Deep Learning/
001. Lesson 15 Overview Deep Learning en.srt	11.0 KB
001. Lesson 15 Overview Deep Learning.mp4	60.9 MB
002. Introduction en.srt	12.0 KB
002. Introduction.mp4	22.1 MB
003. Deep Learning Applications en.srt	5.2 KB
003. Deep Learning Applications.mp4	10.7 MB
004. Deep Learning Demos en.srt	3.2 KB
004. Deep Learning Demos.mp4	7.3 MB
005. Keras Resources en.srt	2.6 KB
005. Keras Resources.mp4	6.3 MB
006. Keras Built-In Datasets en.srt	3.1 KB
006. Keras Built-In Datasets.mp4	6.2 MB
007. Custom Anaconda Environments en.srt	13.3 KB
007. Custom Anaconda Environments.mp4	26.9 MB
008. Neural Networks en.srt	11.1 KB
008. Neural Networks.mp4	20.2 MB
009. Tensors en.srt	6.9 KB
009. Tensors.mp4	12.9 MB
010. Convolutional Neural Networks for Vision; Multi-Classification with the MNIST Dataset en.srt	4.1 KB
010. Convolutional Neural Networks for Vision; Multi-Classification with the MNIST Dataset.mp4	10.6 MB
011. Reproducibility in Keras and Deep Learning en.srt	2.1 KB
011. Reproducibility in Keras and Deep Learning.mp4	4.7 MB
012. Basic Keras Neural Network en.srt	5.3 KB
012. Basic Keras Neural Network.mp4	10.4 MB
013. Loading the MNIST Dataset en.srt	11.6 KB
013. Loading the MNIST Dataset.mp4	23.5 MB
014. Data Exploration en.srt	2.5 KB
014. Data Exploration.mp4	3.7 MB
015. Visualizing Digits en.srt	10.7 KB
015. Visualizing Digits.mp4	24.3 MB
016. Reshaping the Image Data en.srt	8.1 KB
016. Reshaping the Image Data.mp4	16.4 MB
017. Normalizing the Image Data en.srt	4.1 KB
017. Normalizing the Image Data.mp4	8.6 MB
018. One-Hot Encoding Converting the Labels From Integers to Categorical Data en.srt	7.6 KB
018. One-Hot Encoding Converting the Labels From Integers to Categorical Data.mp4	17.0 MB
019. Creating the Neural Network en.srt	2.2 KB
019. Creating the Neural Network.mp4	3.8 MB
020. Adding Layers to the Network en.srt	3.3 KB
020. Adding Layers to the Network.mp4	5.8 MB
021. Convolution en.srt	11.4 KB
021. Convolution.mp4	23.8 MB
022. Adding a Conv2D Convolution Layer to Our Model en.srt	7.5 KB
022. Adding a Conv2D Convolution Layer to Our Model.mp4	15.7 MB
023. Dimensionality of the First Convolution Layer‚Äôs Output en.srt	2.6 KB
023. Dimensionality of the First Convolution Layer‚Äôs Output.mp4	6.6 MB
024. Overfitting en.srt	4.8 KB
024. Overfitting.mp4	10.9 MB
025. Adding a Pooling Layer en.srt	7.1 KB
025. Adding a Pooling Layer.mp4	13.1 MB
026. Adding Another Convolutional Layer and Pooling Layer en.srt	4.8 KB
026. Adding Another Convolutional Layer and Pooling Layer.mp4	12.1 MB
027. Flattening the Results to One Dimension with a Keras Flatten Layer en.srt	2.5 KB
027. Flattening the Results to One Dimension with a Keras Flatten Layer.mp4	4.9 MB
028. Adding a Dense Layer to Reduce the Number of Features en.srt	3.2 KB
028. Adding a Dense Layer to Reduce the Number of Features.mp4	8.1 MB
029. Adding Another Dense Layer to Produce the Final Output en.srt	2.3 KB
029. Adding Another Dense Layer to Produce the Final Output.mp4	4.9 MB
030. Printing the Model's Summary en.srt	6.3 KB
030. Printing the Model's Summary.mp4	12.4 MB
031. Visualizing a Model‚Äôs Structure en.srt	5.5 KB
031. Visualizing a Model‚Äôs Structure.mp4	10.0 MB
032. Compiling the Model en.srt	4.5 KB
032. Compiling the Model.mp4	8.0 MB
033. Training and Evaluating the Model en.srt	11.7 KB
033. Training and Evaluating the Model.mp4	25.2 MB
034. Evaluating the Model on Unseen Data en.srt	3.1 KB
034. Evaluating the Model on Unseen Data.mp4	5.7 MB
035. Making Predictions en.srt	3.4 KB
035. Making Predictions.mp4	6.7 MB
036. Locating the Incorrect Predictions en.srt	5.4 KB
036. Locating the Incorrect Predictions.mp4	11.0 MB
037. Visualizing Incorrect Predictions en.srt	6.6 KB
037. Visualizing Incorrect Predictions.mp4	14.8 MB
038. Displaying the Probabilities for Several Incorrect Predictions en.srt	7.0 KB
038. Displaying the Probabilities for Several Incorrect Predictions.mp4	15.6 MB
039. Saving and Loading a Model en.srt	3.6 KB
039. Saving and Loading a Model.mp4	6.9 MB
040. Visualizing Neural Network Training with TensorBoard en.srt	32.8 KB
040. Visualizing Neural Network Training with TensorBoard.mp4	72.5 MB
041. ConvnetJS Browser-Based Deep-Learning Training and Visualization en.srt	7.2 KB
041. ConvnetJS Browser-Based Deep-Learning Training and Visualization.mp4	20.4 MB
042. Recurrent Neural Networks for Sequences; Sentiment Analysis with the IMDb Dataset en.srt	8.8 KB
042. Recurrent Neural Networks for Sequences; Sentiment Analysis with the IMDb Dataset.mp4	19.0 MB
043. Loading the IMDb Movie Reviews Dataset en.srt	7.8 KB
043. Loading the IMDb Movie Reviews Dataset.mp4	19.1 MB
044. Data Exploration en.srt	4.0 KB
044. Data Exploration.mp4	8.5 MB
045. Movie Review Encodings and Decoding a Review en.srt	15.1 KB
045. Movie Review Encodings and Decoding a Review.mp4	31.5 MB
046. Data Preparation en.srt	8.6 KB
046. Data Preparation.mp4	17.6 MB
047. Creating the Neural Network en.srt	1.2 KB
047. Creating the Neural Network.mp4	2.0 MB
048. Adding an Embedding Layer en.srt	6.0 KB
048. Adding an Embedding Layer.mp4	12.6 MB
049. Adding an LSTM Layer en.srt	5.1 KB
049. Adding an LSTM Layer.mp4	14.9 MB
050. Adding a Dense Output Layer en.srt	1.1 KB
050. Adding a Dense Output Layer.mp4	2.3 MB
051. Compiling the Model and Displaying the Summary en.srt	3.6 KB
051. Compiling the Model and Displaying the Summary.mp4	7.6 MB
052. Training and Evaluating the Model (1 of 2) en.srt	6.2 KB
052. Training and Evaluating the Model (1 of 2).mp4	19.4 MB
053. Training and Evaluating the Model (2 of 2) en.srt	3.4 KB
053. Training and Evaluating the Model (2 of 2).mp4	8.0 MB
054. Tuning Deep Learning Models en.srt	6.0 KB
054. Tuning Deep Learning Models.mp4	12.3 MB
/.../Lesson 16 Big Data Hadoop, Spark, NoSQL (MongoDB) and IoT/
001. Lesson 16 Overview Big Data Hadoop, Spark, NoSQL (MongoDB) and IoT en.srt	15.8 KB
001. Lesson 16 Overview Big Data Hadoop, Spark, NoSQL (MongoDB) and IoT.mp4	86.7 MB
002. Introduction--Databases en.srt	5.2 KB
002. Introduction--Databases.mp4	10.3 MB
003. Introduction--Apache Hadoop and Apache Spark en.srt	5.4 KB
003. Introduction--Apache Hadoop and Apache Spark.mp4	12.5 MB
004. Introduction--Internet of Things en.srt	2.5 KB
004. Introduction--Internet of Things.mp4	5.7 MB
005. Introduction--Experience Cloud and Desktop Big-Data Software en.srt	4.4 KB
005. Introduction--Experience Cloud and Desktop Big-Data Software.mp4	10.6 MB
006. Introduction--Big Data Sources en.srt	1.7 KB
006. Introduction--Big Data Sources.mp4	4.6 MB
007. Relational Databases and Structured Query Language (SQL) en.srt	5.0 KB
007. Relational Databases and Structured Query Language (SQL).mp4	10.6 MB
008. A books Database en.srt	19.9 KB
008. A books Database.mp4	36.5 MB
009. SELECT Queries en.srt	2.0 KB
009. SELECT Queries.mp4	3.2 MB
010. WHERE Clause en.srt	4.4 KB
010. WHERE Clause.mp4	9.0 MB
011. ORDER BY Clause en.srt	3.6 KB
011. ORDER BY Clause.mp4	7.4 MB
012. Merging Data from Multiple Tables INNER JOIN en.srt	2.7 KB
012. Merging Data from Multiple Tables INNER JOIN.mp4	5.1 MB
013. INSERT INTO Statement en.srt	3.5 KB
013. INSERT INTO Statement.mp4	6.9 MB
014. UPDATE Statement en.srt	2.2 KB
014. UPDATE Statement.mp4	4.4 MB
015. DELETE FROM Statement en.srt	3.3 KB
015. DELETE FROM Statement.mp4	5.3 MB
016. NoSQL and NewSQL Big-Data Databases A Brief Tour en.srt	5.7 KB
016. NoSQL and NewSQL Big-Data Databases A Brief Tour.mp4	12.3 MB
017. NoSQL Key-Value Databases en.srt	2.2 KB
017. NoSQL Key-Value Databases.mp4	5.0 MB
018. NoSQL Document Databases en.srt	2.6 KB
018. NoSQL Document Databases.mp4	4.9 MB
019. NoSQL Columnar Databases en.srt	3.9 KB
019. NoSQL Columnar Databases.mp4	8.8 MB
020. NoSQL Graph Databases en.srt	3.3 KB
020. NoSQL Graph Databases.mp4	7.3 MB
021. NewSQL Databases en.srt	6.5 KB
021. NewSQL Databases.mp4	13.0 MB
022. Case Study A MongoDB JSON Document Database en.srt	5.3 KB
022. Case Study A MongoDB JSON Document Database.mp4	11.8 MB
023. Creating the MongoDB Atlas Cluster en.srt	14.3 KB
023. Creating the MongoDB Atlas Cluster.mp4	25.9 MB
024. Streaming Tweets into MongoDB en.srt	36.4 KB
024. Streaming Tweets into MongoDB.mp4	84.1 MB
025. Hadoop en.srt	1.3 KB
025. Hadoop.mp4	2.6 MB
026. Hadoop Overview en.srt	11.3 KB
026. Hadoop Overview.mp4	24.0 MB
027. Summarizing Word Lengths in Romeo and Juliet via MapReduce en.srt	3.8 KB
027. Summarizing Word Lengths in Romeo and Juliet via MapReduce.mp4	8.7 MB
028. Creating an Apache Hadoop Cluster in Microsoft Azure HDInsight Part 1 en.srt	5.9 KB
028. Creating an Apache Hadoop Cluster in Microsoft Azure HDInsight Part 1.mp4	12.7 MB
029. Creating an Apache Hadoop Cluster in Microsoft Azure HDInsight Part 2 en.srt	16.2 KB
029. Creating an Apache Hadoop Cluster in Microsoft Azure HDInsight Part 2.mp4	41.8 MB
030. Hadoop Streaming en.srt	4.1 KB
030. Hadoop Streaming.mp4	9.4 MB
031. Implementing the Mapper en.srt	8.4 KB
031. Implementing the Mapper.mp4	15.7 MB
032. Implementing the Reducer en.srt	4.9 KB
032. Implementing the Reducer.mp4	12.3 MB
033. Preparing to Run the MapReduce Example en.srt	9.8 KB
033. Preparing to Run the MapReduce Example.mp4	23.1 MB
034. Running the MapReduce Job en.srt	16.9 KB
034. Running the MapReduce Job.mp4	43.6 MB
035. Spark Overview en.srt	9.1 KB
035. Spark Overview.mp4	20.9 MB
036. Docker and the Jupyter Docker Stacks en.srt	22.1 KB
036. Docker and the Jupyter Docker Stacks.mp4	56.5 MB
037. Word Count with Spark en.srt	26.9 KB
037. Word Count with Spark.mp4	54.3 MB
038. Spark Word Count on Microsoft Azure en.srt	29.0 KB
038. Spark Word Count on Microsoft Azure.mp4	61.6 MB
039. Spark Streaming Counting Twitter Hashtags Using the pysparknotebook Docker Stack en.srt	8.5 KB
039. Spark Streaming Counting Twitter Hashtags Using the pysparknotebook Docker Stack.mp4	21.1 MB
040. Streaming Tweets to a Socket en.srt	17.6 KB
040. Streaming Tweets to a Socket.mp4	39.2 MB
041. Summarizing Tweet Hashtags; Introducing Spark SQL en.srt	32.7 KB
041. Summarizing Tweet Hashtags; Introducing Spark SQL.mp4	72.7 MB
042. Internet of Things and Dashboards en.srt	1.8 KB
042. Internet of Things and Dashboards.mp4	4.0 MB
043. Publish and Subscribe en.srt	1.2 KB
043. Publish and Subscribe.mp4	2.4 MB
044. Visualizing a PubNub Sample Live Stream with a Freeboard Dashboard en.srt	16.7 KB
044. Visualizing a PubNub Sample Live Stream with a Freeboard Dashboard.mp4	32.8 MB
045. Simulating an Internet-Connected Thermostat in Python and Creating a Dashbboard in Freeboard.io en.srt	22.6 KB
045. Simulating an Internet-Connected Thermostat in Python and Creating a Dashbboard in Freeboard.io.mp4	46.5 MB
046. Creating a Python PubNub Subscriber en.srt	18.5 KB
046. Creating a Python PubNub Subscriber.mp4	50.4 MB
Total files 2171