Learn data science and analytics from scratch

Files Included :

1 Introduction.mp4 (34.91 MB)
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2 Course outline.mp4 (12.57 MB)
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3 What will we learn.mp4 (6.28 MB)
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1 Stats Outline.mp4 (10.6 MB)
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10 Linear Regression 104.mp4 (71.27 MB)
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11 Logistic Regression 101.mp4 (73.95 MB)
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12 Logistic Regression 102.mp4 (48.83 MB)
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13 Decision Tree 101.mp4 (20.64 MB)
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14 Decision Tree 102.mp4 (127.68 MB)
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15 Random Forest 101.mp4 (25.69 MB)
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16 Random Forest 102.mp4 (71.51 MB)
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17 GBDT 101.mp4 (17.04 MB)
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18 GBDT 102.mp4 (87.91 MB)
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19 Xgboost 101.mp4 (22.59 MB)
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2 Hypothesis.mp4 (13.91 MB)
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20 Xgboost 102.mp4 (109.36 MB)
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21 Model Evaluation.mp4 (42.01 MB)
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3 Sampling.mp4 (81.88 MB)
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4 Sample Size Calculation.mp4 (25.77 MB)
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5 Confusion Matrix.mp4 (38.57 MB)
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6 ML 101.mp4 (54.08 MB)
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7 Linear Regression 101.mp4 (48.97 MB)
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8 Linear Regression 102.mp4 (56.96 MB)
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9 Linear Regression 103.mp4 (18.95 MB)
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1 How to run SQL in our class.mp4 (18.23 MB)
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10 Join.mp4 (128.67 MB)
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11 In operator.mp4 (30.27 MB)
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12 Not equal operator.mp4 (31.77 MB)
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13 date function.mp4 (34.63 MB)
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14 case when statement.mp4 (34.97 MB)
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15 Cast function.mp4 (23.7 MB)
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16 Limit and offset function.mp4 (46.23 MB)
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17 Window function.mp4 (110.4 MB)
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18 subquery.mp4 (95.4 MB)
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19 Complex Join.mp4 (59.54 MB)
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2 where our sql examples are and how to play with them.mp4 (49.17 MB)
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20 Join and aggregate functions.mp4 (49.76 MB)
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21 combine having and where.mp4 (74.89 MB)
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22 Duplicates.mp4 (70.56 MB)
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23 Nth number.mp4 (97.32 MB)
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24 Previous Daterecord.mp4 (95.03 MB)
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25 Query Efficiency.mp4 (33.19 MB)
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3 Select.mp4 (22.16 MB)
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4 Select distinct.mp4 (29.34 MB)
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5 where clause.mp4 (20.04 MB)
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6 Group by.mp4 (29.06 MB)
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7 aggregate function.mp4 (28.08 MB)
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8 MaxMin Function.mp4 (23.35 MB)
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9 Having clause.mp4 (31.97 MB)
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1 How to analyze a problem.mp4 (48.69 MB)
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2 How to define success metrics.mp4 (43.84 MB)
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3 AB testing 101.mp4 (52.09 MB)
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4 AB testing 102.mp4 (89.6 MB)
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5 Payment risk 101.mp4 (48.06 MB)
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6 Payment risk 102.mp4 (90.55 MB)
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1 Python input and output.mp4 (21.31 MB)
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10 Python List 102.mp4 (124.59 MB)
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11 Python Tuple 101.mp4 (64.13 MB)
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12 Python Tuple 102.mp4 (70.73 MB)
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13 Python Set 101.mp4 (73.71 MB)
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14 Python Set 102.mp4 (115.94 MB)
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15 Python Dictionary 101.mp4 (46.22 MB)
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16 Python Dictionary 102.mp4 (62.73 MB)
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17 Python numpy 101.mp4 (86.8 MB)
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18 Python Numpy 102.mp4 (92.78 MB)
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19 Python Numpy 103.mp4 (115.26 MB)
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2 Python Statement, Indentation and Comments.mp4 (57.03 MB)
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20 Python Numpy 104.mp4 (73.68 MB)
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21 Python Pandas 101.mp4 (39.37 MB)
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22 Python Pandas 102.mp4 (137.51 MB)
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23 Python Pandas 103.mp4 (136.74 MB)
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24 Python Pandas 104.mp4 (169.65 MB)
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25 Python Pandas 105.mp4 (138.67 MB)
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26 Python matplotlib 101.mp4 (16.33 MB)
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27 Python matplotlib 102.mp4 (54.26 MB)
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28 Python scikit-learn 101.mp4 (18.67 MB)
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3 Python Data type.mp4 (66.12 MB)
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4 Python functions.mp4 (26.67 MB)
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5 Python operator.mp4 (35.86 MB)
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6 Python if else.mp4 (40.29 MB)
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7 Python for loop.mp4 (77.24 MB)
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8 Python while loop.mp4 (45.38 MB)
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9 Python List 101.mp4 (97.33 MB)
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1 First Case Study Nashville Housing Overview.mp4 (22.92 MB)
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10 Congratulations!.mp4 (12.75 MB)
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2 Thinking process.mp4 (18.39 MB)
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3 Nashville Housing Overall Trend.mp4 (105.4 MB)
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4 Nashville Housing analysis.mp4 (255.86 MB)
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5 Nashville Housing Summary.mp4 (22.64 MB)
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6 Second Case Study Subscription business model analysis.mp4 (23.39 MB)
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7 Overall business performance.mp4 (131.72 MB)
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8 Load Subscription business data into dataframe.mp4 (102.38 MB)
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9 Build a decision tree model in Python to improve business performance.mp4 (205.65 MB)
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