Data Science Machine Learning Hands on Data Science 2020 | 4B90A83AAD29444F4536B0A945A4E3EB46AAA5CA

Data Science Machine Learning Hands on Data Science 2020

Name	Data Science & Machine Learning - Hands on Data Science 2020	DOWNLOAD Copy Link
Total Size	4.5 GB
Total Files	312
Hash	4B90A83AAD29444F4536B0A945A4E3EB46AAA5CA

/.../21 Data Science in Cloud/
117 Data Science in Cloud - 2 (Microsoft Azure).mp4	199.6 MB
116 Data Science in Cloud -1.en.srt	8.4 KB
116 Data Science in Cloud -1.mp4	56.8 MB
117 Data Science in Cloud - 2 (Microsoft Azure).en.srt	24.2 KB
118 Install tensorflow Keras and NLTK on Azure VM.en.srt	5.4 KB
118 Install tensorflow Keras and NLTK on Azure VM.mp4	43.8 MB
/
Visit Coursedrive.org.url	0.1 KB
ReadMe.txt	0.2 KB
/Data Science & Machine Learning - Hands on Data Science 2020/
ReadMe.txt	0.2 KB
Visit Coursedrive.org.url	0.1 KB
/01 Introduction/
001 Download and Install Anaconda - Windows.en.srt	2.6 KB
001 Download and Install Anaconda - Windows.mp4	14.8 MB
002 Download and Install Anaconda - Ubuntu Linux.en.srt	9.0 KB
002 Download and Install Anaconda - Ubuntu Linux.mp4	89.9 MB
003 Overview Of Jupyter Notebook.en.srt	8.0 KB
003 Overview Of Jupyter Notebook.mp4	13.5 MB
004 Notes About Course.en.srt	4.4 KB
004 Notes About Course.mp4	23.5 MB
005 Join Online Classroom.html	2.3 KB
external-assets-links.txt	0.3 KB
/.../02 Python crash course/
006 Introduction - Python.en.srt	2.1 KB
006 Introduction - Python.mp4	3.1 MB
006 Python-Crash-Course.zip	2.7 KB
007 Python - Number String Variable.en.srt	12.5 KB
007 Python - Number String Variable.mp4	25.6 MB
008 Python - List tuples Dictionary Set.en.srt	14.5 KB
008 Python - List tuples Dictionary Set.mp4	26.6 MB
009 Python - Ifelse Looping.en.srt	11.9 KB
009 Python - Ifelse Looping.mp4	21.5 MB
010 Python - Function Lambda Map.en.srt	15.3 KB
010 Python - Function Lambda Map.mp4	26.4 MB
011 Python Exercise.html	1.9 KB
/.../03 Data analysis with Numpy/
012 Introduction - Numpy - Numerica Python.en.srt	4.6 KB
012 Introduction - Numpy - Numerica Python.mp4	6.1 MB
012 Numpy.zip	2.5 KB
013 Numpy array.en.srt	18.2 KB
013 Numpy array.mp4	31.1 MB
014 Numpy array operations.en.srt	7.5 KB
014 Numpy array operations.mp4	14.4 MB
015 Indexing Slicing - Numpy array.en.srt	12.6 KB
015 Indexing Slicing - Numpy array.mp4	22.0 MB
016 Numpy Exercise.html	1.3 KB
external-assets-links.txt	0.1 KB
/.../04 Data analysis with Pandas/
017 Introduction - Pandas.en.srt	3.8 KB
017 Introduction - Pandas.mp4	4.8 MB
017 Pandas.zip	124.5 KB
018 Pandas - Introduction to Series.en.srt	9.0 KB
018 Pandas - Introduction to Series.mp4	14.8 MB
019 Pandas - Introduction to Dataframe.en.srt	15.8 KB
019 Pandas - Introduction to Dataframe.mp4	26.8 MB
020 Dataframe - Index Multiindex.en.srt	11.1 KB
020 Dataframe - Index Multiindex.mp4	20.8 MB
021 Handling Missing Data - dropna fillna.en.srt	10.8 KB
021 Handling Missing Data - dropna fillna.mp4	17.9 MB
022 Grouping data.en.srt	13.9 KB
022 Grouping data.mp4	27.2 MB
023 Read Write .csv .html excel file.en.srt	7.6 KB
023 Read Write .csv .html excel file.mp4	14.3 MB
024 Visualization of data with pandas.en.srt	10.1 KB
024 Visualization of data with pandas.mp4	19.2 MB
/.../05 Data Visulization with Matplotlib/
025 Introduction.en.srt	4.2 KB
025 Introduction.mp4	6.3 MB
025 MatPlotLib.zip	57.0 KB
026 Why Visualization.html	2.6 KB
027 MatplotLib - Basic plotting Plotting terminology.en.srt	13.4 KB
027 MatplotLib - Basic plotting Plotting terminology.mp4	22.5 MB
028 MatplotLib - Subplots.en.srt	6.0 KB
028 MatplotLib - Subplots.mp4	11.1 MB
029 Matplotlib - Special plot.en.srt	4.9 KB
029 Matplotlib - Special plot.mp4	9.3 MB
/.../06 Data visualization - plotly/
030 Plotly - introduction.en.srt	3.8 KB
030 Plotly - introduction.mp4	12.6 MB
030 plotly.zip	6.9 MB
031 Basic plotting - plotly.en.srt	8.0 KB
031 Basic plotting - plotly.mp4	50.2 MB
032 Exercise Extend Basic Plot.html	1.3 KB
033 Plotly scatter and line chart.en.srt	10.6 KB
033 Plotly scatter and line chart.mp4	76.2 MB
034 Plotly - Bar chart.en.srt	4.6 KB
034 Plotly - Bar chart.mp4	22.5 MB
035 Exercise Extend Bar Chart.html	1.3 KB
036 Plotly - Bubble chart.en.srt	4.0 KB
036 Plotly - Bubble chart.mp4	24.4 MB
037 Plotly - Histogram and Distribution plot.en.srt	11.5 KB
037 Plotly - Histogram and Distribution plot.mp4	74.9 MB
/.../07 Data visualization with Tableau/
038 Introduction to Tableau and Installation.en.srt	9.0 KB
038 Introduction to Tableau and Installation.mp4	40.7 MB
039 countries-of-the-world.csv	38.3 KB
039 Load Data in Tableau.en.srt	6.4 KB
039 Load Data in Tableau.mp4	37.4 MB
040 countries-of-the-world.csv	38.3 KB
040 Insight -1.en.srt	16.0 KB
040 Insight -1.mp4	123.4 MB
041 Insight - 2.en.srt	12.7 KB
041 Insight - 2.mp4	96.1 MB
042 Save Tableau Worksheet.en.srt	3.4 KB
042 Save Tableau Worksheet.mp4	31.3 MB
/.../08 Introduction to Data/
043 Introduction to Data Continuous and Discrete Data.en.srt	11.9 KB
043 Introduction to Data Continuous and Discrete Data.mp4	32.1 MB
044 Nominal and Ordinal Data.en.srt	11.7 KB
044 Nominal and Ordinal Data.mp4	36.8 MB
/.../09 Importing Data in python/
045 Importing-Data.zip	359.7 KB
045 Introduction.en.srt	2.3 KB
045 Introduction.mp4	3.2 MB
046 news.txt	0.4 KB
046 Reading Plain text file.en.srt	6.7 KB
046 Reading Plain text file.mp4	10.1 MB
047 mnist.csv	16.2 KB
047 Reading .csv file.en.srt	10.6 KB
047 Reading .csv file.mp4	21.9 MB
047 titanic.csv	0.8 KB
048 ExcelTest.xlsx	11.9 KB
048 MatlabTest.zip	0.2 KB
048 Reading Excel and .m Matlab file.en.srt	5.5 KB
048 Reading Excel and .m Matlab file.mp4	10.6 MB
049 Read Sqlite Database.en.srt	5.5 KB
049 Read Sqlite Database.mp4	12.4 MB
049 SqliteTestDb.zip	334.9 KB
050 Fetch Data from Remote file.en.srt	9.4 KB
050 Fetch Data from Remote file.mp4	22.5 MB
051 Fetch Data from Facebook API.en.srt	12.0 KB
051 Fetch Data from Facebook API.mp4	26.6 MB
/.../10 Data Preprocessing/
052 Data-Preprocesing.zip	10.8 KB
052 Introduction.en.srt	2.9 KB
052 Introduction.mp4	4.8 MB
053 Data.csv	0.3 KB
053 Reading Data.en.srt	6.9 KB
053 Reading Data.mp4	14.0 MB
054 Handling Missing Data.en.srt	11.7 KB
054 Handling Missing Data.mp4	22.4 MB
055 Categorical Data.en.srt	14.2 KB
055 Categorical Data.mp4	29.4 MB
056 Splitting Data in Training and Testing Set.en.srt	4.6 KB
056 Splitting Data in Training and Testing Set.mp4	7.6 MB
057 Normalize Data.en.srt	10.2 KB
057 Normalize Data.mp4	17.5 MB
/.../11 Web Scraping/
058 Introduction - Web Scraping.en.srt	3.0 KB
058 Introduction - Web Scraping.mp4	3.9 MB
058 Web-Scraping.zip	1.7 KB
059 What is Web Scraping.en.srt	9.7 KB
059 What is Web Scraping.mp4	16.9 MB
060 Web Scraping Process.en.srt	8.0 KB
060 Web Scraping Process.mp4	17.9 MB
061 Search Element by TagName and TagByClass.en.srt	12.7 KB
061 Search Element by TagName and TagByClass.mp4	26.5 MB
062 How to use developer tools in browser.en.srt	13.0 KB
062 How to use developer tools in browser.mp4	119.1 MB
063 Practical Activity.html	1.9 KB
/.../12 Exploratory Data analysis/
064 EDA of pima indian diabetes dataset.en.srt	15.9 KB
064 EDA of pima indian diabetes dataset.mp4	29.4 MB
065 Visualize pima indian diabetes dataset.en.srt	13.0 KB
065 Visualize pima indian diabetes dataset.mp4	22.4 MB
/.../13 Data transformation and Scaling Data/
066 Introduction.en.srt	4.2 KB
066 Introduction.mp4	6.6 MB
067 Rescale data - Standardize data.en.srt	10.2 KB
067 Rescale data - Standardize data.mp4	21.7 MB
068 Normalize Data - Binarize Data.en.srt	8.6 KB
068 Normalize Data - Binarize Data.mp4	14.8 MB
069 Practical Activity.html	1.9 KB
/.../14 Moving towards Machine Learning/
070 towards-ML.zip	5.1 MB
070 What is Machine Learning - In Layman term.en.srt	4.9 KB
070 What is Machine Learning - In Layman term.mp4	6.4 MB
071 Traditional system of computing vs Machine Learning.en.srt	6.3 KB
071 Traditional system of computing vs Machine Learning.mp4	7.9 MB
072 Formal Definition of Machine Learning.en.srt	9.0 KB
072 Formal Definition of Machine Learning.mp4	51.1 MB
073 How Machine Learning system works.en.srt	6.3 KB
073 How Machine Learning system works.mp4	9.0 MB
074 Different Types of Machine Learning system- Supervised vs Unsupervised learning.en.srt	7.5 KB
074 Different Types of Machine Learning system- Supervised vs Unsupervised learning.mp4	10.0 MB
075 Parametric vs Non-parametric machine learning system.en.srt	9.4 KB
075 Parametric vs Non-parametric machine learning system.mp4	12.3 MB
076 Machine Learning system design and Scikit learn.en.srt	11.0 KB
076 Machine Learning system design and Scikit learn.mp4	31.9 MB
077 Machine Learning application.en.srt	7.8 KB
077 Machine Learning application.mp4	22.5 MB
078 Ask yourself to learn any machine learning algorithm.en.srt	6.6 KB
078 Ask yourself to learn any machine learning algorithm.mp4	17.3 MB
/.../15 Feature selection for Machine Learning/
079 Introduction to feature selection.en.srt	6.3 KB
079 Introduction to feature selection.mp4	8.6 MB
080 Univariate feature selection.en.srt	9.0 KB
080 Univariate feature selection.mp4	17.7 MB
081 Recursive feature elimination.en.srt	8.1 KB
081 Recursive feature elimination.mp4	12.8 MB
082 Principal component analysis.en.srt	8.9 KB
082 Principal component analysis.mp4	20.0 MB
083 Remove feature with low variance.en.srt	6.9 KB
083 Remove feature with low variance.mp4	10.5 MB
084 Tree based method for feature selection.en.srt	7.2 KB
084 Tree based method for feature selection.mp4	13.6 MB
/.../16 K nearest neighbour/
085 Section introduction.en.srt	2.8 KB
085 Section introduction.mp4	10.4 MB
086 KNN algorithm - Intitution.en.srt	9.7 KB
086 KNN algorithm - Intitution.mp4	55.1 MB
087 Choose K and distance metric.en.srt	7.3 KB
087 Choose K and distance metric.mp4	26.3 MB
088 About KNN algorithm.en.srt	3.6 KB
088 About KNN algorithm.mp4	10.0 MB
089 Implement KNN from scratch.html	0.9 KB
089 KNN.zip	347.0 KB
/.../17 Linear Regression/
090 Introduction.en.srt	8.4 KB
090 Introduction.mp4	20.5 MB
091 Python Implementation - Step 1.en.srt	14.5 KB
091 Python Implementation - Step 1.mp4	104.3 MB
092 Python Implementation - Step 2.en.srt	15.3 KB
092 Python Implementation - Step 2.mp4	75.3 MB
093 Python Implementation - Step 3.en.srt	8.4 KB
093 Python Implementation - Step 3.mp4	51.8 MB
/.../18 Logistic Regression/
094 Introduction.en.srt	8.2 KB
094 Introduction.mp4	22.5 MB
095 Python Implementation - Step 1.en.srt	12.5 KB
095 Python Implementation - Step 1.mp4	102.5 MB
096 Python Implementation - Step 2.en.srt	10.1 KB
096 Python Implementation - Step 2.mp4	64.0 MB
/.../19 Big Data analysis with Apache Spark - PySpark Python/
097 Introduction.html	1.2 KB
098 What is Apache Spark.en.srt	9.8 KB
098 What is Apache Spark.mp4	52.1 MB
099 Introduction to Installation.en.srt	2.2 KB
099 Introduction to Installation.mp4	16.5 MB
100 Installation Part - 1 and 2.en.srt	12.3 KB
100 Installation Part - 1 and 2.mp4	98.5 MB
101 Installation Part - 3 and 4.en.srt	12.1 KB
101 Installation Part - 3 and 4.mp4	92.3 MB
102 Installation Instruction Windows.html	3.0 KB
103 Spark Session.en.srt	3.6 KB
103 Spark Session.mp4	20.8 MB
104 Import JSON data into Dataframe.en.srt	5.8 KB
104 Import JSON data into Dataframe.mp4	27.7 MB
104 student.json	0.1 KB
105 What next.html	1.2 KB
/20 Appendix/
106 Create Python virtual environment -1.en.srt	4.4 KB
106 Create Python virtual environment -1.mp4	12.2 MB
107 Create Python virtual environment -2.en.srt	16.5 KB
107 Create Python virtual environment -2.mp4	153.2 MB
108 Conda Command - I.en.srt	9.9 KB
108 Conda Command - I.mp4	50.4 MB
109 Conda Command - II.en.srt	7.0 KB
109 Conda Command - II.mp4	34.2 MB
110 Python Numbers Math operators.en.srt	10.3 KB
110 Python Numbers Math operators.mp4	44.8 MB
111 Python Variables and Datatypes.en.srt	19.9 KB
111 Python Variables and Datatypes.mp4	77.4 MB
112 Python Dynamic Typing in Python.en.srt	3.4 KB
112 Python Dynamic Typing in Python.mp4	14.1 MB
113 Python String.en.srt	12.7 KB
113 Python String.mp4	52.3 MB
114 Python Boolean variable and conditional logic.en.srt	8.8 KB
114 Python Boolean variable and conditional logic.mp4	35.0 MB
115 Python Looping in Python.en.srt	14.9 KB
115 Python Looping in Python.mp4	59.7 MB
/.../22 Data Science from 30000 Ft/
119 Data Science as Interdisciplinary field.en.srt	7.4 KB
119 Data Science as Interdisciplinary field.mp4	26.9 MB
120 Statistics Probability.en.srt	10.5 KB
120 Statistics Probability.mp4	27.0 MB
121 Mathematics.en.srt	8.9 KB
121 Mathematics.mp4	42.4 MB
122 Visualization.en.srt	8.3 KB
122 Visualization.mp4	28.3 MB
123 Database and Computer Science.en.srt	10.7 KB
123 Database and Computer Science.mp4	53.4 MB
124 Big data Technology.en.srt	8.2 KB
124 Big data Technology.mp4	15.6 MB
125 Machine Learning.en.srt	10.7 KB
125 Machine Learning.mp4	34.5 MB
126 Deep Learning.en.srt	10.0 KB
126 Deep Learning.mp4	48.5 MB
127 Natural language Processing.en.srt	11.9 KB
127 Natural language Processing.mp4	31.5 MB
/.../23 Prerequisite for Machine Learning and Data Science/
128 Welcome to Mathematics Prerequisite.html	1.4 KB
/24 -------- Probability --------/
129 Permutations.en.srt	13.7 KB
129 Permutations.mp4	47.9 MB
130 Permutations Exercise.en.srt	5.6 KB
130 Permutations Exercise.mp4	19.4 MB
131 Combinations.en.srt	5.8 KB
131 Combinations.mp4	16.5 MB
132 Introduction to Probability.en.srt	6.7 KB
132 Introduction to Probability.mp4	26.8 MB
133 Union Intersection of complement of event.en.srt	12.9 KB
133 Union Intersection of complement of event.mp4	63.6 MB
134 Independent and dependent event.en.srt	8.6 KB
134 Independent and dependent event.mp4	33.4 MB
/.../25 -------- Probability Puzzles --------/
135 Probability interview question - 1.html	1.1 KB
136 Probability interview answer - 1.en.srt	4.5 KB
136 Probability interview answer - 1.mp4	14.8 MB
137 Probability interview question - 2.html	1.1 KB
138 Probability interview answer - 2.en.srt	9.0 KB
138 Probability interview answer - 2.mp4	37.2 MB
139 Probability interview question - 3.html	1.1 KB
140 Probability interview answer - 3.en.srt	3.8 KB
140 Probability interview answer - 3.mp4	14.0 MB
141 Probability interview question - 4.html	1.1 KB
142 Probability interview answer - 4.en.srt	7.2 KB
142 Probability interview answer - 4.mp4	34.3 MB
143 Probability interview question - 5.html	1.1 KB
144 Probability interview answer - 5.en.srt	11.1 KB
144 Probability interview answer - 5.mp4	49.3 MB
/26 -------- Statistics --------/
145 Measure of central tendency.en.srt	6.9 KB
145 Measure of central tendency.mp4	21.6 MB
146 Mean vs Median.en.srt	2.9 KB
146 Mean vs Median.mp4	10.0 MB
147 Measure of Dispersion.en.srt	7.9 KB
147 Measure of Dispersion.mp4	27.4 MB
148 Quartiles and Interquartile range.en.srt	9.9 KB
148 Quartiles and Interquartile range.mp4	37.9 MB
149 Correlation vs Causality.en.srt	6.4 KB
149 Correlation vs Causality.mp4	17.1 MB
150 Co-variance and Pearson correlation.en.srt	6.6 KB
150 Co-variance and Pearson correlation.mp4	25.2 MB
151 Measure Statistical Parameter with Microsoft Excel.en.srt	9.5 KB
151 Measure Statistical Parameter with Microsoft Excel.mp4	76.1 MB
151 Measure-Statistics-with-Excel.xlsx	14.4 KB
/.../27 Bonus Special Offer/
152 Discount for other courses.html	1.2 KB
Total files 312