001 Introduction.mp4
36.2 MB
001 Introduction_en.srt
7.3 KB
002 Intro To Python.mp4
40.4 MB
002 Intro To Python_en.srt
8.1 KB
003 Variables.mp4
108.0 MB
003 Variables_en.srt
31.5 KB
004 Type Conversion Examples.mp4
63.8 MB
004 Type Conversion Examples_en.srt
17.2 KB
005 Operators.mp4
46.5 MB
005 Operators_en.srt
10.7 KB
006 Operators Examples.mp4
126.6 MB
006 Operators Examples_en.srt
34.5 KB
007 Collections.mp4
51.6 MB
007 Collections_en.srt
13.4 KB
008 Lists.mp4
73.3 MB
008 Lists_en.srt
19.3 KB
009 Multidimensional List Examples.mp4
47.7 MB
009 Multidimensional List Examples_en.srt
13.1 KB
010 Tuples Examples.mp4
56.4 MB
010 Tuples Examples_en.srt
14.2 KB
011 Dictionaries Examples.mp4
90.9 MB
011 Dictionaries Examples_en.srt
23.8 KB
012 Ranges Examples.mp4
57.6 MB
012 Ranges Examples_en.srt
14.2 KB
013 Conditionals.mp4
46.8 MB
013 Conditionals_en.srt
10.3 KB
014 If Statement Examples.mp4
56.8 MB
014 If Statement Examples_en.srt
17.5 KB
015 If Statement Variants Examples.mp4
73.8 MB
015 If Statement Variants Examples_en.srt
18.4 KB
016 Loops.mp4
50.0 MB
016 Loops_en.srt
11.2 KB
017 While Loops Examples.mp4
65.9 MB
017 While Loops Examples_en.srt
18.6 KB
018 For Loops Examples.mp4
72.2 MB
018 For Loops Examples_en.srt
18.0 KB
019 Functions.mp4
54.6 MB
019 Functions_en.srt
12.5 KB
020 Functions Examples.mp4
51.3 MB
020 Functions Examples_en.srt
15.3 KB
021 Parameters And Return Values Examples.mp4
82.3 MB
021 Parameters And Return Values Examples_en.srt
22.7 KB
022 Classes and Objects.mp4
78.5 MB
022 Classes and Objects_en.srt
16.9 KB
023 Classes Example.mp4
78.8 MB
023 Classes Example_en.srt
22.4 KB
024 Objects Examples.mp4
86.4 MB
024 Objects Examples_en.srt
16.7 KB
025 Inheritance Examples.mp4
133.4 MB
025 Inheritance Examples_en.srt
28.3 KB
026 Static Members Example.mp4
83.2 MB
026 Static Members Example_en.srt
17.0 KB
027 Summary and Outro.mp4
29.3 MB
027 Summary and Outro_en.srt
6.1 KB
028 Python-Language-Basics.zip
102.2 KB
028 Source Code.html
27 B
029 00. Course Intro.mp4
35.0 MB
029 00. Course Intro_en.srt
8.3 KB
030 01. Intro To Pyplot.mp4
35.1 MB
030 01. Intro To Pyplot_en.srt
7.1 KB
031 02. Installing Matplotlib.mp4
35.7 MB
031 02. Installing Matplotlib_en.srt
8.9 KB
032 03. Basic Line Plot.mp4
58.3 MB
032 03. Basic Line Plot_en.srt
12.6 KB
033 04. Customizing Graphs.mp4
85.1 MB
033 04. Customizing Graphs_en.srt
17.7 KB
034 05. Plotting Multiple Datasets.mp4
70.3 MB
034 05. Plotting Multiple Datasets_en.srt
13.1 KB
035 06. Bar Chart.mp4
46.0 MB
035 06. Bar Chart_en.srt
10.3 KB
036 07. Pie Chart.mp4
61.2 MB
036 07. Pie Chart_en.srt
14.0 KB
037 08. Histogram.mp4
65.0 MB
037 08. Histogram_en.srt
15.8 KB
038 09. 3D Plotting.mp4
51.4 MB
038 09. 3D Plotting_en.srt
9.4 KB
039 10. Course Outro.mp4
26.5 MB
039 10. Course Outro_en.srt
5.9 KB
040 Pyplot-Code.zip
271.7 KB
040 Source Code.html
27 B
041 00. Panda Course Introduction.mp4
39.5 MB
041 00. Panda Course Introduction_en.srt
8.6 KB
042 01. Intro To Pandas.mp4
50.3 MB
042 01. Intro To Pandas_en.srt
11.7 KB
043 02. Installing Pandas.mp4
35.6 MB
043 02. Installing Pandas_en.srt
8.7 KB
044 03. Creating Pandas Series.mp4
123.1 MB
044 03. Creating Pandas Series_en.srt
33.6 KB
045 04. Date Ranges.mp4
63.5 MB
045 04. Date Ranges_en.srt
18.3 KB
046 05. Getting Elements From Series.mp4
102.4 MB
046 05. Getting Elements From Series_en.srt
31.2 KB
047 06. Getting Properties Of Series.mp4
70.7 MB
047 06. Getting Properties Of Series_en.srt
21.0 KB
048 07. Modifying Series.mp4
103.3 MB
048 07. Modifying Series_en.srt
29.4 KB
049 08. Operations On Series.mp4
65.1 MB
049 08. Operations On Series_en.srt
19.2 KB
050 09. Creating Pandas Dataframes.mp4
140.1 MB
050 09. Creating Pandas Dataframes_en.srt
36.3 KB
051 10. Getting Elements From Dataframes.mp4
140.8 MB
051 10. Getting Elements From Dataframes_en.srt
40.8 KB
052 11. Getting Properties From Dataframes.mp4
111.7 MB
052 11. Getting Properties From Dataframes_en.srt
29.2 KB
053 12. Dataframe Modification.mp4
240.7 MB
053 12. Dataframe Modification_en.srt
58.4 KB
054 13. Dataframe Operations.mp4
119.1 MB
054 13. Dataframe Operations_en.srt
33.7 KB
055 14 Dataframe Comparisons And Iteration.mp4
93.0 MB
055 14 Dataframe Comparisons And Iteration_en.srt
25.5 KB
056 15. Reading CSVs.mp4
79.9 MB
056 15. Reading CSVs_en.srt
19.6 KB
057 16.summary And Outro.mp4
32.6 MB
057 16.summary And Outro_en.srt
6.1 KB
058 Source Files.html
27 B
058 Source-Files.zip
74.2 KB
059 Introduction to Data Mining.mp4
78.6 MB
059 Introduction to Data Mining_en.srt
13.3 KB
060 Project Files - Data Mining with Mammoth Interactive.html
27 B
060 Project-Files-Data-Mining-with-Mammoth-Interactive.zip
533.9 KB
061 Data Wrangling Demystified.mp4
576.3 MB
061 Data Wrangling Demystified_en.srt
84.9 KB
062 Project Files - Data Wrangling with Mammoth Interactive.html
27 B
062 Project-Files-Data-Wrangling-with-Mammoth-Interactive.zip
804.9 KB
063 01. Cluster Analysis.mp4
232.1 MB
063 01. Cluster Analysis_en.srt
24.2 KB
064 02. Classification and Regression.mp4
301.5 MB
064 02. Classification and Regression_en.srt
45.5 KB
065 03. Association and Correlation.mp4
124.1 MB
065 03. Association and Correlation_en.srt
16.0 KB
066 04. Dimensionality Reduction.mp4
271.8 MB
066 04. Dimensionality Reduction_en.srt
34.2 KB
067 Project Files - Data Mining fundamentals with Mammoth Interactive.html
27 B
067 Project-Files-Data-Mining-fundamentals-with-Mammoth-Interactive.zip
533.9 KB
068 01. Apache Spark - An Overview Of The Framework.mp4
227.9 MB
068 01. Apache Spark - An Overview Of The Framework_en.srt
39.5 KB
069 02. Spark Key Functions.mp4
193.6 MB
069 02. Spark Key Functions_en.srt
28.4 KB
070 03. Spark Machine Learning.mp4
91.1 MB
070 03. Spark Machine Learning_en.srt
9.6 KB
071 04. EXAMPLES - Using The Machine Learning Pipeline.mp4
72.5 MB
071 04. EXAMPLES - Using The Machine Learning Pipeline_en.srt
8.1 KB
072 Project Files - Frameworks with Mammoth Interactive.html
27 B
072 Project-Files-Frameworks-with-Mammoth-Interactive.zip
122.6 KB
073 01. Text Mining.mp4
160.7 MB
073 01. Text Mining_en.srt
20.6 KB
074 02. Network Mining.mp4
106.6 MB
074 02. Network Mining_en.srt
13.3 KB
075 03. Matrix.mp4
67.3 MB
075 03. Matrix_en.srt
9.9 KB
076 04. SQL.mp4
127.5 MB
076 04. SQL_en.srt
18.0 KB
077 Mining and Storing with Mammoth Interactive.html
27 B
077 Mining-and-Storing-with-Mammoth-Interactive.zip
755.8 KB
078 01 NLP Data Cleaning.mp4
76.7 MB
078 01 NLP Data Cleaning_en.srt
9.4 KB
079 02. Count Vectorizer.mp4
78.0 MB
079 02. Count Vectorizer_en.srt
11.7 KB
080 03. NLP Example with Spam.mp4
98.5 MB
080 03. NLP Example with Spam_en.srt
14.2 KB
081 04. Tweak Model with Spam Data.mp4
61.9 MB
081 04. Tweak Model with Spam Data_en.srt
7.3 KB
082 05. Pipeline with Spam Data.mp4
49.7 MB
082 05. Pipeline with Spam Data_en.srt
6.2 KB
083 Project Files - NLP with Mammoth Interactive.html
27 B
083 Project-Files-NLP-with-Mammoth-Interactive.zip
211.0 KB
084 06. Conclusion and Challenge.mp4
60.7 MB
084 06. Conclusion and Challenge_en.srt
5.9 KB
085 07 Conclusion Files - Mammoth Interactive.html
27 B
085 07-Conclusion-Files-Mammoth-Interactive.zip
758 B
086 00 Project Preview.mp4
26.3 MB
086 00 Project Preview_en.srt
3.2 KB
087 01 What Is Apache Spark.mp4
13.5 MB
087 01 What Is Apache Spark_en.srt
3.2 KB
088 02 What Are Resilient Distributed Datasets.mp4
7.4 MB
088 02 What Are Resilient Distributed Datasets_en.srt
1.4 KB
089 03A What Is A Dataframe.mp4
8.6 MB
089 03A What Is A Dataframe_en.srt
2.2 KB
090 03B What You'll Need.mp4
8.6 MB
090 03B What You'll Need_en.srt
2.2 KB
091 Source Files.html
27 B
091 Source-Files.zip
3.0 MB
092 04 Start A Spark Session.mp4
23.6 MB
092 04 Start A Spark Session_en.srt
5.1 KB
093 05 Load Data As A CSV.mp4
41.1 MB
093 05 Load Data As A CSV_en.srt
7.6 KB
094 06 Perform Basic Dataframe Operations.mp4
32.2 MB
094 06 Perform Basic Dataframe Operations_en.srt
5.2 KB
095 07 Format Dataframe Table.mp4
38.9 MB
095 07 Format Dataframe Table_en.srt
6.2 KB
096 08 Perform Dataframe Math Operations.mp4
62.8 MB
096 08 Perform Dataframe Math Operations_en.srt
8.9 KB
097 09 Perform Dataframe Queries.mp4
88.0 MB
097 09 Perform Dataframe Queries_en.srt
17.8 KB
098 10 Build SQL Queries With Spark.mp4
44.2 MB
098 10 Build SQL Queries With Spark_en.srt
8.4 KB
099 Source Files.html
27 B
099 Source-Files.zip
59.3 KB
100 00 Project Preview.mp4
19.8 MB
100 00 Project Preview_en.srt
4.9 KB
101 01 Convert Csv File To A Python List.mp4
95.7 MB
101 01 Convert Csv File To A Python List_en.srt
17.8 KB
102 02 Tokenize Text Data.mp4
168.6 MB
102 02 Tokenize Text Data_en.srt
31.6 KB
103 03 Find Most Popular Lemmatized Words.mp4
92.6 MB
103 03 Find Most Popular Lemmatized Words_en.srt
14.8 KB
104 04 Build Dataframes Per Part Of Speech.mp4
34.0 MB
104 04 Build Dataframes Per Part Of Speech_en.srt
4.8 KB
105 05 Plot Word Frequency.mp4
58.1 MB
105 05 Plot Word Frequency_en.srt
11.7 KB
106 Source Files.html
27 B
106 Source-Files.zip
11.3 KB
107 00 Project Preview.mp4
16.9 MB
107 00 Project Preview_en.srt
5.9 KB
108 01 Load A Dataset.mp4
71.5 MB
108 01 Load A Dataset_en.srt
13.0 KB
109 02 Analyze The Main Feature.mp4
16.0 MB
109 02 Analyze The Main Feature_en.srt
3.8 KB
110 03 Analyze Numerical Features.mp4
59.2 MB
110 03 Analyze Numerical Features_en.srt
10.5 KB
111 04 Analyze Categorical Features.mp4
54.3 MB
111 04 Analyze Categorical Features_en.srt
13.8 KB
112 Source Files.html
27 B
112 Source-Files.zip
193.0 KB
113 01 Find Relationships Between Numerical Features.mp4
68.9 MB
113 01 Find Relationships Between Numerical Features_en.srt
17.1 KB
114 02 Find Relationships Between Categorical Features.mp4
49.2 MB
114 02 Find Relationships Between Categorical Features_en.srt
10.8 KB
115 03 Build Conditional Plots.mp4
48.5 MB
115 03 Build Conditional Plots_en.srt
10.1 KB
116 Source Files.html
27 B
116 Source-Files.zip
3.9 KB
117 00 Course Overview.mp4
8.0 MB
117 00 Course Overview_en.srt
2.4 KB
118 01 What You'll Need.mp4
13.5 MB
118 01 What You'll Need_en.srt
3.6 KB
119 Source files.html
27 B
119 Source-files.zip
1.7 MB
120 01 Why You Must Know How To Work With Data.mp4
15.6 MB
120 01 Why You Must Know How To Work With Data_en.srt
6.7 KB
121 Source files.html
27 B
121 Source-Files.zip
1.6 MB
122 01 How To Read An ER Model.mp4
14.0 MB
122 01 How To Read An ER Model_en.srt
6.5 KB
123 Source files.html
27 B
123 Source-Files.zip
570.4 KB
124 01 What Is A Database.mp4
21.6 MB
124 01 What Is A Database_en.srt
9.4 KB
125 02 What Is A Relational Database.mp4
13.3 MB
125 02 What Is A Relational Database_en.srt
5.0 KB
126 Source files.html
27 B
126 Source-Files.zip
1.6 MB
127 01 How To Design Columns And Data Types.mp4
9.2 MB
127 01 How To Design Columns And Data Types_en.srt
3.6 KB
128 02 Use Normal Forms To Check Your Design.mp4
27.0 MB
128 02 Use Normal Forms To Check Your Design_en.srt
8.6 KB
129 Source files.html
27 B
129 Source-files.zip
1.8 MB
130 01 Build A SQLite Database With Python.mp4
34.4 MB
130 01 Build A SQLite Database With Python_en.srt
8.7 KB
131 02 Add An Entry To The Table With SQL.mp4
33.0 MB
131 02 Add An Entry To The Table With SQL_en.srt
7.4 KB
132 03 Add More Records To The Table.mp4
35.0 MB
132 03 Add More Records To The Table_en.srt
7.0 KB
133 04 Build A Second Table For Cross-Referencing.mp4
75.5 MB
133 04 Build A Second Table For Cross-Referencing_en.srt
12.8 KB
134 05 Select Rows That Meet Conditions.mp4
46.9 MB
134 05 Select Rows That Meet Conditions_en.srt
7.9 KB
135 Source files.html
27 B
135 Source-files.zip
11.7 KB
136 Course Overview.mp4
8.9 MB
136 Course Overview_en.srt
5.3 KB
137 01 Load And Create Data.mp4
66.5 MB
137 01 Load And Create Data_en.srt
13.0 KB
138 02 Perform Exploratory Data Analysis.mp4
27.2 MB
138 02 Perform Exploratory Data Analysis_en.srt
4.6 KB
139 03 Visualize Data With Different Plots.mp4
57.6 MB
139 03 Visualize Data With Different Plots_en.srt
14.8 KB
140 04 Analyze Features With More Plots.mp4
35.1 MB
140 04 Analyze Features With More Plots_en.srt
8.5 KB
141 05 Build Plots With Seaborn.mp4
35.4 MB
141 05 Build Plots With Seaborn_en.srt
6.5 KB
142 06 Build A Bokeh Plot.mp4
37.3 MB
142 06 Build A Bokeh Plot_en.srt
8.0 KB
143 07 Build A 3D Scatter Plot.mp4
20.1 MB
143 07 Build A 3D Scatter Plot_en.srt
4.6 KB
144 08 Rank Feature Importance.mp4
39.6 MB
144 08 Rank Feature Importance_en.srt
10.0 KB
145 09 Compare Positive And Negative Returns.mp4
35.5 MB
145 09 Compare Positive And Negative Returns_en.srt
10.0 KB
146 Source Files.html
27 B
146 Source-Files.zip
10.2 KB
147 00 Project Preview.mp4
10.9 MB
147 00 Project Preview_en.srt
4.4 KB
148 01 Load Crypto Prices Dataset.mp4
59.8 MB
148 01 Load Crypto Prices Dataset_en.srt
13.7 KB
149 02 Visualize Bitcoin Price Trend.mp4
23.4 MB
149 02 Visualize Bitcoin Price Trend_en.srt
6.1 KB
150 03 Predict Price With Facebook Prophet.mp4
39.2 MB
150 03 Predict Price With Facebook Prophet_en.srt
8.1 KB
151 04 Analyze Model Performance.mp4
74.9 MB
151 04 Analyze Model Performance_en.srt
10.9 KB
152 05 Visualize Model Results.mp4
26.6 MB
152 05 Visualize Model Results_en.srt
4.5 KB
153 06 Predict Monthly Trend.mp4
62.1 MB
153 06 Predict Monthly Trend_en.srt
12.0 KB
154 07 Predict Weekly Trend.mp4
36.9 MB
154 07 Predict Weekly Trend_en.srt
7.4 KB
155 08 Compare Final Stock Price Of Different Strategies.mp4
43.0 MB
155 08 Compare Final Stock Price Of Different Strategies_en.srt
8.8 KB
156 09-Source-Files.zip
24.9 KB
156 Source Files.html
27 B
157 00 Project Preview.mp4
12.7 MB
157 00 Project Preview_en.srt
4.5 KB
158 01 Fetch Stock Data.mp4
57.6 MB
158 01 Fetch Stock Data_en.srt
12.7 KB
159 02 Visualize Stock Data Features.mp4
47.8 MB
159 02 Visualize Stock Data Features_en.srt
9.6 KB
160 03 Calculate Daily Return.mp4
24.1 MB
160 03 Calculate Daily Return_en.srt
5.0 KB
161 04 Compare Returns Of Different Stocks.mp4
73.5 MB
161 04 Compare Returns Of Different Stocks_en.srt
14.9 KB
162 05 Compare Closing Prices.mp4
56.0 MB
162 05 Compare Closing Prices_en.srt
11.5 KB
163 Source Files.html
27 B
163 Source-Files.zip
3.9 KB
164 01 Visualize Standard Deviation And Expected Returns.mp4
26.7 MB
164 01 Visualize Standard Deviation And Expected Returns_en.srt
6.6 KB
165 02 Calculate Value At Risk.mp4
21.1 MB
165 02 Calculate Value At Risk_en.srt
4.7 KB
166 03 Monte Carlo Analysis To Estimate Risk.mp4
52.0 MB
166 03 Monte Carlo Analysis To Estimate Risk_en.srt
11.3 KB
167 04 Visualize Price Distribution.mp4
60.4 MB
167 04 Visualize Price Distribution_en.srt
11.1 KB
168 Source Files.html
27 B
168 Source-Files.zip
5.9 KB
169 00 What Is Web Scraping.mp4
22.0 MB
169 00 What Is Web Scraping_en.srt
8.3 KB
170 01 What You'll Need.mp4
7.5 MB
170 01 What You'll Need_en.srt
2.1 KB
171 Source Files.html
27 B
171 Source-Files.zip
1.4 MB
172 02 Build An HTML Webpage To Scrape.mp4
84.3 MB
172 02 Build An HTML Webpage To Scrape_en.srt
17.5 KB
173 03 Select Data Structures From A Webpage.mp4
34.9 MB
173 03 Select Data Structures From A Webpage_en.srt
7.2 KB
174 04 Extract URLs And Text.mp4
38.8 MB
174 04 Extract URLs And Text_en.srt
7.1 KB
175 05 Work With Tags.mp4
38.6 MB
175 05 Work With Tags_en.srt
9.2 KB
176 06 Work With Attributes.mp4
23.8 MB
176 06 Work With Attributes_en.srt
6.3 KB
177 07 Add Navigation To A String.mp4
24.3 MB
177 07 Add Navigation To A String_en.srt
6.6 KB
178 08 Navigate HTML Contents.mp4
61.4 MB
178 08 Navigate HTML Contents_en.srt
8.4 KB
179 09 Find All Filter.mp4
32.4 MB
179 09 Find All Filter_en.srt
5.8 KB
180 Source Files.html
27 B
180 Source-Files.zip
6.8 KB
181 01 Project Preview.mp4
9.4 MB
181 01 Project Preview_en.srt
2.1 KB
182 02 What Is Plotly And Dash.mp4
18.7 MB
182 02 What Is Plotly And Dash_en.srt
5.0 KB
183 03 What You'll Need.mp4
10.7 MB
183 03 What You'll Need_en.srt
3.0 KB
184 Source Files.html
27 B
184 Source-Files.zip
2.0 MB
185 01 Build A Dash App.mp4
98.9 MB
185 01 Build A Dash App_en.srt
15.5 KB
186 02 Build A Graph In The Dash App.mp4
77.9 MB
186 02 Build A Graph In The Dash App_en.srt
13.8 KB
187 Source Files.html
27 B
187 Source-Files.zip
1.4 KB
188 01 Load Data From Vega Datasets.mp4
33.5 MB
188 01 Load Data From Vega Datasets_en.srt
6.6 KB
189 02 Build The Layout.mp4
55.7 MB
189 02 Build The Layout_en.srt
12.7 KB
190 03 Build A Chart With Altair.mp4
72.0 MB
190 03 Build A Chart With Altair_en.srt
14.6 KB
191 Source Files.html
27 B
191 Source-Files.zip
2.4 KB
192 01 Project Preview.mp4
15.6 MB
192 01 Project Preview_en.srt
4.4 KB
193 01 Build A Dataset.mp4
141.1 MB
193 01 Build A Dataset_en.srt
32.9 KB
194 02 Compute Support And Confidence - If A Person Watches X, They Will Watch Y.mp4
64.8 MB
194 02 Compute Support And Confidence - If A Person Watches X, They Will Watch Y_en.srt
14.0 KB
195 03 Compute Support And Confidence For All Channels.mp4
92.1 MB
195 03 Compute Support And Confidence For All Channels_en.srt
19.3 KB
196 04 Determine Which Videos Are Best To Recommend.mp4
67.8 MB
196 04 Determine Which Videos Are Best To Recommend_en.srt
14.5 KB
197 Source Files.html
27 B
197 Source-Files.zip
5.4 KB