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Datasci 002

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datasci-002

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Total Size

1.5 GB

Total Files

429

Last Seen

2024-12-23 23:25

Hash

1448261DD6932E549BA4A86B5D6750AAE858D003

/01_Introduction/

01_Appetite_Whetting_Part_1_15-38.mp4

25.1 MB

01_Appetite_Whetting_Part_1_15-38.pdf

1.0 MB

01_Appetite_Whetting_Part_1_15-38.srt

22.9 KB

01_Appetite_Whetting_Part_1_15-38.txt

15.0 KB

02_Appetite_Whetting_Part_2_13-44.mp4

21.2 MB

02_Appetite_Whetting_Part_2_13-44.pdf

1.2 MB

02_Appetite_Whetting_Part_2_13-44.srt

18.5 KB

02_Appetite_Whetting_Part_2_13-44.txt

12.3 KB

03_Context_9-30.mp4

14.1 MB

03_Context_9-30.pdf

439.9 KB

03_Context_9-30.srt

16.0 KB

03_Context_9-30.txt

10.7 KB

04_Dimensions_10-24.mp4

13.4 MB

04_Dimensions_10-24.pdf

288.5 KB

04_Dimensions_10-24.srt

16.9 KB

04_Dimensions_10-24.txt

11.4 KB

05_This_Course_Part_1_14-02.mp4

20.6 MB

05_This_Course_Part_1_14-02.pdf

721.1 KB

05_This_Course_Part_1_14-02.srt

23.0 KB

05_This_Course_Part_1_14-02.txt

15.2 KB

06_This_Course_Part_2_10-50.mp4

14.8 MB

06_This_Course_Part_2_10-50.pdf

392.1 KB

06_This_Course_Part_2_10-50.srt

16.8 KB

06_This_Course_Part_2_10-50.txt

11.4 KB

07_eScience_11-46.mp4

17.6 MB

07_eScience_11-46.pdf

2.7 MB

07_eScience_11-46.srt

19.7 KB

07_eScience_11-46.txt

13.1 KB

08_Big_Data_14-36.mp4

22.9 MB

08_Big_Data_14-36.pdf

1.3 MB

08_Big_Data_14-36.srt

25.5 KB

08_Big_Data_14-36.txt

16.9 KB

09_Logistics_7-42.mp4

11.4 MB

09_Logistics_7-42.pdf

353.5 KB

09_Logistics_7-42.srt

12.5 KB

09_Logistics_7-42.txt

8.2 KB

10_WARNING_USES_OBSOLETE_TWITTER_API_Twitter_Assignment-_Getting_Started.mp4

26.5 MB

/02_Relational_Databases_Relational_Algebra/

01_From_Data_Models_to_Databases_10-35.mp4

15.6 MB

01_From_Data_Models_to_Databases_10-35.pdf

635.1 KB

01_From_Data_Models_to_Databases_10-35.srt

18.2 KB

01_From_Data_Models_to_Databases_10-35.txt

12.1 KB

02_Motivating_Relational_Algebra_8-57.mp4

13.3 MB

02_Motivating_Relational_Algebra_8-57.pdf

301.4 KB

02_Motivating_Relational_Algebra_8-57.srt

13.7 KB

02_Motivating_Relational_Algebra_8-57.txt

9.0 KB

03_Relational_Algebra_Introduction_10-58.mp4

16.5 MB

03_Relational_Algebra_Introduction_10-58.pdf

160.5 KB

03_Relational_Algebra_Introduction_10-58.srt

17.2 KB

03_Relational_Algebra_Introduction_10-58.txt

11.6 KB

04_Relational_Algebra_Details-_Union_Diff_Select_10-53.mp4

16.6 MB

04_Relational_Algebra_Details-_Union_Diff_Select_10-53.pdf

373.1 KB

04_Relational_Algebra_Details-_Union_Diff_Select_10-53.srt

15.7 KB

04_Relational_Algebra_Details-_Union_Diff_Select_10-53.txt

10.4 KB

05_Relational_Algebra_Details-_Project_Cross_Product_Equi-Join_11-06.mp4

16.8 MB

05_Relational_Algebra_Details-_Project_Cross_Product_Equi-Join_11-06.pdf

389.9 KB

05_Relational_Algebra_Details-_Project_Cross_Product_Equi-Join_11-06.srt

15.6 KB

05_Relational_Algebra_Details-_Project_Cross_Product_Equi-Join_11-06.txt

10.2 KB

06_Relational_Algebra_Details-_Theta-Join_8-34.mp4

12.8 MB

06_Relational_Algebra_Details-_Theta-Join_8-34.pdf

503.9 KB

06_Relational_Algebra_Details-_Theta-Join_8-34.srt

12.6 KB

06_Relational_Algebra_Details-_Theta-Join_8-34.txt

8.2 KB

07_SQL_for_Data_Science-_Interpreting_Complicated_SQL_12-12.mp4

19.1 MB

07_SQL_for_Data_Science-_Interpreting_Complicated_SQL_12-12.pdf

590.9 KB

07_SQL_for_Data_Science-_Interpreting_Complicated_SQL_12-12.srt

19.0 KB

07_SQL_for_Data_Science-_Interpreting_Complicated_SQL_12-12.txt

12.4 KB

08_SQL_for_Data_Science-_User-Defined_Functions_7-59.mp4

11.7 MB

08_SQL_for_Data_Science-_User-Defined_Functions_7-59.pdf

63.1 KB

08_SQL_for_Data_Science-_User-Defined_Functions_7-59.srt

11.4 KB

08_SQL_for_Data_Science-_User-Defined_Functions_7-59.txt

7.6 KB

09_Physical_Optimization_11-14.mp4

16.8 MB

09_Physical_Optimization_11-14.pdf

437.4 KB

09_Physical_Optimization_11-14.srt

16.9 KB

09_Physical_Optimization_11-14.txt

11.1 KB

10_Declarative_Languages_10-30.mp4

16.0 MB

10_Declarative_Languages_10-30.pdf

677.2 KB

10_Declarative_Languages_10-30.srt

14.4 KB

10_Declarative_Languages_10-30.txt

9.5 KB

11_Logical_Data_Independence_11-23.mp4

14.7 MB

11_Logical_Data_Independence_11-23.pdf

480.2 KB

11_Logical_Data_Independence_11-23.srt

15.0 KB

11_Logical_Data_Independence_11-23.txt

9.8 KB

/03_MapReduce/

01_Scalability_Basics_16-18.mp4

24.4 MB

01_Scalability_Basics_16-18.pdf

229.3 KB

01_Scalability_Basics_16-18.srt

24.1 KB

01_Scalability_Basics_16-18.txt

15.8 KB

02_Parallel_Processing_Patterns_11-26.mp4

17.2 MB

02_Parallel_Processing_Patterns_11-26.pdf

3.3 MB

02_Parallel_Processing_Patterns_11-26.srt

16.7 KB

02_Parallel_Processing_Patterns_11-26.txt

11.0 KB

03_MapReduce_Abstractions_11-17.mp4

17.7 MB

03_MapReduce_Abstractions_11-17.pdf

2.3 MB

03_MapReduce_Abstractions_11-17.srt

17.3 KB

03_MapReduce_Abstractions_11-17.txt

11.4 KB

04_MapReduce_Pseudocode_7-54.mp4

12.9 MB

04_MapReduce_Pseudocode_7-54.pdf

96.4 KB

04_MapReduce_Pseudocode_7-54.srt

10.5 KB

04_MapReduce_Pseudocode_7-54.txt

7.0 KB

05_MapReduce_Text_Examples_9-58.mp4

16.9 MB

05_MapReduce_Text_Examples_9-58.pdf

345.7 KB

05_MapReduce_Text_Examples_9-58.srt

13.3 KB

05_MapReduce_Text_Examples_9-58.txt

8.7 KB

06_MapReduce_Relational_Join_Social_Example_13-17.mp4

19.6 MB

06_MapReduce_Relational_Join_Social_Example_13-17.pdf

333.9 KB

06_MapReduce_Relational_Join_Social_Example_13-17.srt

18.2 KB

06_MapReduce_Relational_Join_Social_Example_13-17.txt

12.1 KB

07_MapReduce_Matrix_Multiply_Example_9-31.mp4

13.8 MB

07_MapReduce_Matrix_Multiply_Example_9-31.pdf

325.7 KB

07_MapReduce_Matrix_Multiply_Example_9-31.srt

10.2 KB

07_MapReduce_Matrix_Multiply_Example_9-31.txt

6.6 KB

08_MapReduce_Implementation_Overview_13-38.mp4

18.9 MB

08_MapReduce_Implementation_Overview_13-38.pdf

512.9 KB

08_MapReduce_Implementation_Overview_13-38.srt

20.2 KB

08_MapReduce_Implementation_Overview_13-38.txt

13.1 KB

09_Parallel_Databases_16-18.mp4

23.8 MB

09_Parallel_Databases_16-18.pdf

394.7 KB

09_Parallel_Databases_16-18.srt

24.9 KB

09_Parallel_Databases_16-18.txt

16.3 KB

10_Comparing_MapReduce_and_Databases_06-39.mp4

9.4 MB

10_Comparing_MapReduce_and_Databases_06-39.pdf

97.1 KB

10_Comparing_MapReduce_and_Databases_06-39.srt

11.3 KB

10_Comparing_MapReduce_and_Databases_06-39.txt

7.5 KB

11_Experimental_Results-_MR_and_DB_15-01.mp4

21.1 MB

11_Experimental_Results-_MR_and_DB_15-01.pdf

747.6 KB

11_Experimental_Results-_MR_and_DB_15-01.srt

20.2 KB

11_Experimental_Results-_MR_and_DB_15-01.txt

13.3 KB

/04_NoSQL/

01_NoSQL_Introduction_8-30.mp4

13.4 MB

01_NoSQL_Introduction_8-30.pdf

537.8 KB

01_NoSQL_Introduction_8-30.srt

13.5 KB

01_NoSQL_Introduction_8-30.txt

9.0 KB

02_Eventual_Consistency_18-56.mp4

27.2 MB

02_Eventual_Consistency_18-56.pdf

734.9 KB

02_Eventual_Consistency_18-56.srt

29.3 KB

02_Eventual_Consistency_18-56.txt

19.5 KB

03_Example-_Memcached_16-37.mp4

24.4 MB

03_Example-_Memcached_16-37.pdf

599.9 KB

03_Example-_Memcached_16-37.srt

23.9 KB

03_Example-_Memcached_16-37.txt

15.7 KB

04_Example-_Dynamo_10-16.mp4

14.5 MB

04_Example-_Dynamo_10-16.pdf

477.4 KB

04_Example-_Dynamo_10-16.srt

13.9 KB

04_Example-_Dynamo_10-16.txt

9.3 KB

05_Example-_CouchDB_10-00.mp4

14.7 MB

05_Example-_CouchDB_10-00.pdf

575.7 KB

05_Example-_CouchDB_10-00.srt

15.5 KB

05_Example-_CouchDB_10-00.txt

10.2 KB

06_Example-_BigTable_11-05.mp4

16.2 MB

06_Example-_BigTable_11-05.pdf

494.8 KB

06_Example-_BigTable_11-05.srt

15.9 KB

06_Example-_BigTable_11-05.txt

10.6 KB

07_Example-_Other_Google_Systems_16-18.mp4

24.9 MB

07_Example-_Other_Google_Systems_16-18.pdf

746.4 KB

07_Example-_Other_Google_Systems_16-18.srt

25.3 KB

07_Example-_Other_Google_Systems_16-18.txt

16.8 KB

08_Response_to_NoSQL_Systems_14-44.mp4

20.3 MB

08_Response_to_NoSQL_Systems_14-44.pdf

764.5 KB

08_Response_to_NoSQL_Systems_14-44.srt

22.6 KB

08_Response_to_NoSQL_Systems_14-44.txt

15.0 KB

09_Pig_Intro_12-02.mp4

16.1 MB

09_Pig_Intro_12-02.pdf

539.7 KB

09_Pig_Intro_12-02.srt

18.5 KB

09_Pig_Intro_12-02.txt

12.3 KB

10_Pig_Functions_11-41.mp4

17.3 MB

10_Pig_Functions_11-41.pdf

195.6 KB

10_Pig_Functions_11-41.srt

16.3 KB

10_Pig_Functions_11-41.txt

10.8 KB

11_Pig_Join_and_Co-Group_Join_16-10.mp4

23.5 MB

11_Pig_Join_and_Co-Group_Join_16-10.pdf

239.3 KB

11_Pig_Join_and_Co-Group_Join_16-10.srt

23.2 KB

11_Pig_Join_and_Co-Group_Join_16-10.txt

15.3 KB

12_Pig_Evaluation_10-11.mp4

15.1 MB

12_Pig_Evaluation_10-11.pdf

344.1 KB

12_Pig_Evaluation_10-11.srt

15.4 KB

12_Pig_Evaluation_10-11.txt

10.2 KB

/05_Topics_in_Statistics/

01_Statistics_Intro_10-36.mp4

17.7 MB

01_Statistics_Intro_10-36.pdf

152.2 KB

01_Statistics_Intro_10-36.srt

15.9 KB

01_Statistics_Intro_10-36.txt

10.4 KB

02_Publication_Bias_8-45.mp4

13.6 MB

02_Publication_Bias_8-45.pdf

418.1 KB

02_Publication_Bias_8-45.srt

12.4 KB

02_Publication_Bias_8-45.txt

8.1 KB

03_Effect_Size_Meta-analysis_Heteroskedasticity_9-31.mp4

14.8 MB

03_Effect_Size_Meta-analysis_Heteroskedasticity_9-31.pdf

581.6 KB

03_Effect_Size_Meta-analysis_Heteroskedasticity_9-31.srt

14.6 KB

03_Effect_Size_Meta-analysis_Heteroskedasticity_9-31.txt

9.6 KB

04_Fraud_and_Benfords_Law_10-55.mp4

16.8 MB

04_Fraud_and_Benfords_Law_10-55.pdf

1.3 MB

04_Fraud_and_Benfords_Law_10-55.srt

14.6 KB

04_Fraud_and_Benfords_Law_10-55.txt

9.6 KB

05_Multiple_Hypothesis_Testing_11-22.mp4

17.3 MB

05_Multiple_Hypothesis_Testing_11-22.pdf

478.7 KB

05_Multiple_Hypothesis_Testing_11-22.srt

15.9 KB

05_Multiple_Hypothesis_Testing_11-22.txt

10.3 KB

06_Recap_and_Big_Data_11-39.mp4

18.4 MB

06_Recap_and_Big_Data_11-39.pdf

675.2 KB

06_Recap_and_Big_Data_11-39.srt

17.0 KB

06_Recap_and_Big_Data_11-39.txt

11.2 KB

07_Bayesian_Intro_7-59.mp4

13.1 MB

07_Bayesian_Intro_7-59.pdf

106.0 KB

07_Bayesian_Intro_7-59.srt

11.1 KB

07_Bayesian_Intro_7-59.txt

7.3 KB

08_Bayes_Rule_11-53.mp4

18.5 MB

08_Bayes_Rule_11-53.pdf

419.2 KB

08_Bayes_Rule_11-53.srt

16.0 KB

08_Bayes_Rule_11-53.txt

10.5 KB

/06_Topics_in_Machine_Learning_Part_1/

01_01_Introduction_to_Machine_Learning_Part_1_07-54.mp4

12.2 MB

01_01_Introduction_to_Machine_Learning_Part_1_07-54.pdf

336.4 KB

01_01_Introduction_to_Machine_Learning_Part_1_07-54.srt

12.6 KB

01_01_Introduction_to_Machine_Learning_Part_1_07-54.txt

8.3 KB

02_02_Introduction_to_Machine_Learning_Part_2_05-23.mp4

8.4 MB

02_02_Introduction_to_Machine_Learning_Part_2_05-23.pdf

95.2 KB

02_02_Introduction_to_Machine_Learning_Part_2_05-23.srt

8.2 KB

02_02_Introduction_to_Machine_Learning_Part_2_05-23.txt

5.5 KB

03_03_Rules_Part_1_09-19.mp4

13.5 MB

03_03_Rules_Part_1_09-19.pdf

495.8 KB

03_03_Rules_Part_1_09-19.srt

13.3 KB

03_03_Rules_Part_1_09-19.txt

8.7 KB

04_04_Rules_Part_2_05-39.mp4

9.1 MB

04_04_Rules_Part_2_05-39.pdf

285.2 KB

04_04_Rules_Part_2_05-39.srt

7.7 KB

04_04_Rules_Part_2_05-39.txt

5.1 KB

05_05_Decision_Trees__Entropy_10-51.mp4

16.5 MB

05_05_Decision_Trees__Entropy_10-51.pdf

488.1 KB

05_05_Decision_Trees__Entropy_10-51.srt

14.5 KB

05_05_Decision_Trees__Entropy_10-51.txt

9.3 KB

06_06_Information_Gain_11-43.mp4

20.2 MB

06_06_Information_Gain_11-43.pdf

428.8 KB

06_06_Information_Gain_11-43.srt

17.7 KB

06_06_Information_Gain_11-43.txt

11.4 KB

07_07_Overfitting_11-04.mp4

17.0 MB

07_07_Overfitting_11-04.pdf

354.9 KB

07_07_Overfitting_11-04.srt

17.0 KB

07_07_Overfitting_11-04.txt

11.3 KB

08_08_Evaluation_and_Cross-Validation_10-46.mp4

16.2 MB

08_08_Evaluation_and_Cross-Validation_10-46.pdf

277.1 KB

08_08_Evaluation_and_Cross-Validation_10-46.srt

15.4 KB

08_08_Evaluation_and_Cross-Validation_10-46.txt

10.3 KB

09_09_The_Bootstrap_04-13.mp4

7.0 MB

09_09_The_Bootstrap_04-13.pdf

291.5 KB

09_09_The_Bootstrap_04-13.srt

6.1 KB

09_09_The_Bootstrap_04-13.txt

3.9 KB

10_10_Ensembles_Bagging_and_Boosting_09-19.mp4

14.5 MB

10_10_Ensembles_Bagging_and_Boosting_09-19.pdf

248.0 KB

10_10_Ensembles_Bagging_and_Boosting_09-19.srt

13.6 KB

10_10_Ensembles_Bagging_and_Boosting_09-19.txt

8.8 KB

11_11_Random_Forests_11-16.mp4

17.6 MB

11_11_Random_Forests_11-16.pdf

89.6 KB

11_11_Random_Forests_11-16.srt

16.5 KB

11_11_Random_Forests_11-16.txt

10.8 KB

12_12_k_Nearest_Neighbors_11-43.mp4

17.7 MB

12_12_k_Nearest_Neighbors_11-43.pdf

192.4 KB

12_12_k_Nearest_Neighbors_11-43.srt

16.0 KB

12_12_k_Nearest_Neighbors_11-43.txt

10.5 KB

/07_Topics_in_Machine_Learning_Part_2/

01_01_Gradient_Descent_Part_1_07-18.mp4

10.6 MB

01_01_Gradient_Descent_Part_1_07-18.pdf

1.4 MB

01_01_Gradient_Descent_Part_1_07-18.srt

11.5 KB

01_01_Gradient_Descent_Part_1_07-18.txt

7.7 KB

02_02_Gradient_Descent_Part_2_06-29.mp4

9.5 MB

02_02_Gradient_Descent_Part_2_06-29.pdf

609.4 KB

02_02_Gradient_Descent_Part_2_06-29.srt

9.3 KB

02_02_Gradient_Descent_Part_2_06-29.txt

6.2 KB

03_03_Intuition_for_Logistic_Regression_and_Support_Vector_Machines_10-55.mp4

16.3 MB

03_03_Intuition_for_Logistic_Regression_and_Support_Vector_Machines_10-55.pdf

655.7 KB

03_03_Intuition_for_Logistic_Regression_and_Support_Vector_Machines_10-55.srt

16.0 KB

03_03_Intuition_for_Logistic_Regression_and_Support_Vector_Machines_10-55.txt

10.6 KB

04_04_Intuition_for_Regularization_06-59.mp4

10.4 MB

04_04_Intuition_for_Regularization_06-59.pdf

501.9 KB

04_04_Intuition_for_Regularization_06-59.srt

10.6 KB

04_04_Intuition_for_Regularization_06-59.txt

7.1 KB

05_05_Stochastic_Gradient_Descent_Minibatches_Parallelization_08-53.mp4

13.6 MB

05_05_Stochastic_Gradient_Descent_Minibatches_Parallelization_08-53.pdf

502.1 KB

05_05_Stochastic_Gradient_Descent_Minibatches_Parallelization_08-53.srt

13.5 KB

05_05_Stochastic_Gradient_Descent_Minibatches_Parallelization_08-53.txt

9.2 KB

06_06_Unsupervised_Learning_06-11.mp4

9.1 MB

06_06_Unsupervised_Learning_06-11.pdf

564.2 KB

06_06_Unsupervised_Learning_06-11.srt

10.4 KB

06_06_Unsupervised_Learning_06-11.txt

7.0 KB

07_07_K-means_05-56.mp4

8.4 MB

07_07_K-means_05-56.pdf

185.5 KB

07_07_K-means_05-56.srt

7.5 KB

07_07_K-means_05-56.txt

5.0 KB

08_08_DBSCAN_09-13.mp4

14.4 MB

08_08_DBSCAN_09-13.pdf

651.8 KB

08_08_DBSCAN_09-13.srt

13.3 KB

08_08_DBSCAN_09-13.txt

9.0 KB

/08_Visualization/

01_01_Introduction_7-17.mp4

10.7 MB

01_01_Introduction_7-17.pdf

689.7 KB

01_01_Introduction_7-17.srt

10.1 KB

01_01_Introduction_7-17.txt

6.7 KB

02_02_Data_Types_9-37.mp4

14.1 MB

02_02_Data_Types_9-37.pdf

977.6 KB

02_02_Data_Types_9-37.srt

12.9 KB

02_02_Data_Types_9-37.txt

8.6 KB

03_03_Data_Types_Exercises_4-07.mp4

6.2 MB

03_03_Data_Types_Exercises_4-07.pdf

434.2 KB

03_03_Data_Types_Exercises_4-07.srt

5.0 KB

03_03_Data_Types_Exercises_4-07.txt

3.3 KB

04_04_Data_Dimensions_3-08.mp4

4.6 MB

04_04_Data_Dimensions_3-08.pdf

686.9 KB

04_04_Data_Dimensions_3-08.srt

4.0 KB

04_04_Data_Dimensions_3-08.txt

2.6 KB

05_05_Visual_Encoding_Part_1_6-38.mp4

10.1 MB

05_05_Visual_Encoding_Part_1_6-38.pdf

768.0 KB

05_05_Visual_Encoding_Part_1_6-38.srt

8.0 KB

05_05_Visual_Encoding_Part_1_6-38.txt

5.3 KB

06_06_Visual_Encoding_Part_2_2-54.mp4

4.4 MB

06_06_Visual_Encoding_Part_2_2-54.pdf

701.8 KB

06_06_Visual_Encoding_Part_2_2-54.srt

3.6 KB

06_06_Visual_Encoding_Part_2_2-54.txt

2.4 KB

07_07_Visual_Perception_Part_1_4-39.mp4

6.9 MB

07_07_Visual_Perception_Part_1_4-39.pdf

905.9 KB

07_07_Visual_Perception_Part_1_4-39.srt

6.4 KB

07_07_Visual_Perception_Part_1_4-39.txt

4.2 KB

08_08_Visual_Perception_Part_2_4-18.mp4

6.3 MB

08_08_Visual_Perception_Part_2_4-18.pdf

460.6 KB

08_08_Visual_Perception_Part_2_4-18.srt

5.4 KB

08_08_Visual_Perception_Part_2_4-18.txt

3.5 KB

09_09_Visual_Perception_Part_3_3-56.mp4

5.6 MB

09_09_Visual_Perception_Part_3_3-56.pdf

338.2 KB

09_09_Visual_Perception_Part_3_3-56.srt

4.5 KB

09_09_Visual_Perception_Part_3_3-56.txt

3.0 KB

10_10_Evaluation_3-25.mp4

5.3 MB

10_10_Evaluation_3-25.pdf

305.5 KB

10_10_Evaluation_3-25.srt

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10_10_Evaluation_3-25.txt

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