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01_Introduction/01_Appetite_Whetting_Part_1_15-38.mp4 23.9 MB
01_Introduction/01_Appetite_Whetting_Part_1_15-38.pdf 1 MB
01_Introduction/01_Appetite_Whetting_Part_1_15-38.srt 22.32 KB
01_Introduction/01_Appetite_Whetting_Part_1_15-38.txt 14.67 KB
01_Introduction/02_Appetite_Whetting_Part_2_13-44.mp4 20.23 MB
01_Introduction/02_Appetite_Whetting_Part_2_13-44.pdf 1.14 MB
01_Introduction/02_Appetite_Whetting_Part_2_13-44.srt 18.06 KB
01_Introduction/02_Appetite_Whetting_Part_2_13-44.txt 12.02 KB
01_Introduction/03_Context_9-30.mp4 13.41 MB
01_Introduction/03_Context_9-30.pdf 429.57 KB
01_Introduction/03_Context_9-30.srt 15.63 KB
01_Introduction/03_Context_9-30.txt 10.41 KB
01_Introduction/04_Dimensions_10-24.mp4 12.77 MB
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01_Introduction/04_Dimensions_10-24.txt 11.08 KB
01_Introduction/05_This_Course_Part_1_14-02.mp4 19.68 MB
01_Introduction/05_This_Course_Part_1_14-02.pdf 704.24 KB
01_Introduction/05_This_Course_Part_1_14-02.srt 22.48 KB
01_Introduction/05_This_Course_Part_1_14-02.txt 14.89 KB
01_Introduction/06_This_Course_Part_2_10-50.mp4 14.09 MB
01_Introduction/06_This_Course_Part_2_10-50.pdf 382.94 KB
01_Introduction/06_This_Course_Part_2_10-50.srt 16.45 KB
01_Introduction/06_This_Course_Part_2_10-50.txt 11.15 KB
01_Introduction/07_eScience_11-46.mp4 16.75 MB
01_Introduction/07_eScience_11-46.pdf 2.58 MB
01_Introduction/07_eScience_11-46.srt 19.26 KB
01_Introduction/07_eScience_11-46.txt 12.77 KB
01_Introduction/08_Big_Data_14-36.mp4 21.86 MB
01_Introduction/08_Big_Data_14-36.pdf 1.26 MB
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01_Introduction/08_Big_Data_14-36.txt 16.51 KB
01_Introduction/09_Logistics_7-42.mp4 10.9 MB
01_Introduction/09_Logistics_7-42.pdf 345.23 KB
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01_Introduction/09_Logistics_7-42.txt 8.03 KB
01_Introduction/10_WARNING_USES_OBSOLETE_TWITTER_API_Twitter_Assignment-_Getting_Started.mp4 25.3 MB
02_Relational_Databases_Relational_Algebra/01_From_Data_Models_to_Databases_10-35.mp4 14.89 MB
02_Relational_Databases_Relational_Algebra/01_From_Data_Models_to_Databases_10-35.pdf 620.24 KB
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02_Relational_Databases_Relational_Algebra/01_From_Data_Models_to_Databases_10-35.txt 11.82 KB
02_Relational_Databases_Relational_Algebra/02_Motivating_Relational_Algebra_8-57.mp4 12.66 MB
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02_Relational_Databases_Relational_Algebra/02_Motivating_Relational_Algebra_8-57.txt 8.77 KB
02_Relational_Databases_Relational_Algebra/03_Relational_Algebra_Introduction_10-58.mp4 15.77 MB
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02_Relational_Databases_Relational_Algebra/04_Relational_Algebra_Details-_Union_Diff_Select_10-53.mp4 15.86 MB
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02_Relational_Databases_Relational_Algebra/05_Relational_Algebra_Details-_Project_Cross_Product_Equi-Join_11-06.mp4 16.07 MB
02_Relational_Databases_Relational_Algebra/05_Relational_Algebra_Details-_Project_Cross_Product_Equi-Join_11-06.pdf 380.76 KB
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02_Relational_Databases_Relational_Algebra/06_Relational_Algebra_Details-_Theta-Join_8-34.mp4 12.2 MB
02_Relational_Databases_Relational_Algebra/06_Relational_Algebra_Details-_Theta-Join_8-34.pdf 492.09 KB
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02_Relational_Databases_Relational_Algebra/06_Relational_Algebra_Details-_Theta-Join_8-34.txt 8.05 KB
02_Relational_Databases_Relational_Algebra/07_SQL_for_Data_Science-_Interpreting_Complicated_SQL_12-12.mp4 18.23 MB
02_Relational_Databases_Relational_Algebra/07_SQL_for_Data_Science-_Interpreting_Complicated_SQL_12-12.pdf 577.04 KB
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02_Relational_Databases_Relational_Algebra/08_SQL_for_Data_Science-_User-Defined_Functions_7-59.mp4 11.16 MB
02_Relational_Databases_Relational_Algebra/08_SQL_for_Data_Science-_User-Defined_Functions_7-59.pdf 61.58 KB
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02_Relational_Databases_Relational_Algebra/09_Physical_Optimization_11-14.mp4 16.04 MB
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02_Relational_Databases_Relational_Algebra/10_Declarative_Languages_10-30.mp4 15.28 MB
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02_Relational_Databases_Relational_Algebra/10_Declarative_Languages_10-30.srt 14.05 KB
02_Relational_Databases_Relational_Algebra/10_Declarative_Languages_10-30.txt 9.24 KB
02_Relational_Databases_Relational_Algebra/11_Logical_Data_Independence_11-23.mp4 14.02 MB
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03_MapReduce/01_Scalability_Basics_16-18.mp4 23.26 MB
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03_MapReduce/02_Parallel_Processing_Patterns_11-26.mp4 16.39 MB
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03_MapReduce/03_MapReduce_Abstractions_11-17.mp4 16.86 MB
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03_MapReduce/03_MapReduce_Abstractions_11-17.txt 11.12 KB
03_MapReduce/04_MapReduce_Pseudocode_7-54.mp4 12.28 MB
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03_MapReduce/04_MapReduce_Pseudocode_7-54.txt 6.81 KB
03_MapReduce/05_MapReduce_Text_Examples_9-58.mp4 16.16 MB
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03_MapReduce/06_MapReduce_Relational_Join_Social_Example_13-17.mp4 18.74 MB
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03_MapReduce/07_MapReduce_Matrix_Multiply_Example_9-31.mp4 13.2 MB
03_MapReduce/07_MapReduce_Matrix_Multiply_Example_9-31.pdf 318.03 KB
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03_MapReduce/08_MapReduce_Implementation_Overview_13-38.mp4 18.03 MB
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03_MapReduce/09_Parallel_Databases_16-18.mp4 22.69 MB
03_MapReduce/09_Parallel_Databases_16-18.pdf 385.47 KB
03_MapReduce/09_Parallel_Databases_16-18.srt 24.28 KB
03_MapReduce/09_Parallel_Databases_16-18.txt 15.94 KB
03_MapReduce/10_Comparing_MapReduce_and_Databases_06-39.mp4 8.95 MB
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03_MapReduce/11_Experimental_Results-_MR_and_DB_15-01.mp4 20.16 MB
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04_NoSQL/01_NoSQL_Introduction_8-30.mp4 12.79 MB
04_NoSQL/01_NoSQL_Introduction_8-30.pdf 525.15 KB
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04_NoSQL/02_Eventual_Consistency_18-56.mp4 25.95 MB
04_NoSQL/02_Eventual_Consistency_18-56.pdf 717.72 KB
04_NoSQL/02_Eventual_Consistency_18-56.srt 28.58 KB
04_NoSQL/02_Eventual_Consistency_18-56.txt 19.05 KB
04_NoSQL/03_Example-_Memcached_16-37.mp4 23.31 MB
04_NoSQL/03_Example-_Memcached_16-37.pdf 585.81 KB
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04_NoSQL/03_Example-_Memcached_16-37.txt 15.32 KB
04_NoSQL/04_Example-_Dynamo_10-16.mp4 13.78 MB
04_NoSQL/04_Example-_Dynamo_10-16.pdf 466.19 KB
04_NoSQL/04_Example-_Dynamo_10-16.srt 13.62 KB
04_NoSQL/04_Example-_Dynamo_10-16.txt 9.08 KB
04_NoSQL/05_Example-_CouchDB_10-00.mp4 14.04 MB
04_NoSQL/05_Example-_CouchDB_10-00.pdf 562.2 KB
04_NoSQL/05_Example-_CouchDB_10-00.srt 15.15 KB
04_NoSQL/05_Example-_CouchDB_10-00.txt 9.92 KB
04_NoSQL/06_Example-_BigTable_11-05.mp4 15.49 MB
04_NoSQL/06_Example-_BigTable_11-05.pdf 483.18 KB
04_NoSQL/06_Example-_BigTable_11-05.srt 15.56 KB
04_NoSQL/06_Example-_BigTable_11-05.txt 10.33 KB
04_NoSQL/07_Example-_Other_Google_Systems_16-18.mp4 23.73 MB
04_NoSQL/07_Example-_Other_Google_Systems_16-18.pdf 728.87 KB
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04_NoSQL/08_Response_to_NoSQL_Systems_14-44.mp4 19.37 MB
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04_NoSQL/08_Response_to_NoSQL_Systems_14-44.txt 14.67 KB
04_NoSQL/09_Pig_Intro_12-02.mp4 15.37 MB
04_NoSQL/09_Pig_Intro_12-02.pdf 527.08 KB
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04_NoSQL/09_Pig_Intro_12-02.txt 12.03 KB
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04_NoSQL/10_Pig_Functions_11-41.txt 10.57 KB
04_NoSQL/11_Pig_Join_and_Co-Group_Join_16-10.mp4 22.43 MB
04_NoSQL/11_Pig_Join_and_Co-Group_Join_16-10.pdf 233.74 KB
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05_Topics_in_Statistics/01_Statistics_Intro_10-36.mp4 16.87 MB
05_Topics_in_Statistics/01_Statistics_Intro_10-36.pdf 148.64 KB
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05_Topics_in_Statistics/01_Statistics_Intro_10-36.txt 10.17 KB
05_Topics_in_Statistics/02_Publication_Bias_8-45.mp4 13.01 MB
05_Topics_in_Statistics/02_Publication_Bias_8-45.pdf 408.27 KB
05_Topics_in_Statistics/02_Publication_Bias_8-45.srt 12.1 KB
05_Topics_in_Statistics/02_Publication_Bias_8-45.txt 7.86 KB
05_Topics_in_Statistics/03_Effect_Size_Meta-analysis_Heteroskedasticity_9-31.mp4 14.14 MB
05_Topics_in_Statistics/03_Effect_Size_Meta-analysis_Heteroskedasticity_9-31.pdf 568 KB
05_Topics_in_Statistics/03_Effect_Size_Meta-analysis_Heteroskedasticity_9-31.srt 14.23 KB
05_Topics_in_Statistics/03_Effect_Size_Meta-analysis_Heteroskedasticity_9-31.txt 9.35 KB
05_Topics_in_Statistics/04_Fraud_and_Benfords_Law_10-55.mp4 15.98 MB
05_Topics_in_Statistics/04_Fraud_and_Benfords_Law_10-55.pdf 1.22 MB
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05_Topics_in_Statistics/04_Fraud_and_Benfords_Law_10-55.txt 9.33 KB
05_Topics_in_Statistics/05_Multiple_Hypothesis_Testing_11-22.mp4 16.53 MB
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05_Topics_in_Statistics/05_Multiple_Hypothesis_Testing_11-22.srt 15.51 KB
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05_Topics_in_Statistics/06_Recap_and_Big_Data_11-39.mp4 17.5 MB
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05_Topics_in_Statistics/07_Bayesian_Intro_7-59.txt 7.15 KB
05_Topics_in_Statistics/08_Bayes_Rule_11-53.mp4 17.67 MB
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06_Topics_in_Machine_Learning_Part_1/01_01_Introduction_to_Machine_Learning_Part_1_07-54.mp4 11.64 MB
06_Topics_in_Machine_Learning_Part_1/01_01_Introduction_to_Machine_Learning_Part_1_07-54.pdf 328.51 KB
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06_Topics_in_Machine_Learning_Part_1/01_01_Introduction_to_Machine_Learning_Part_1_07-54.txt 8.11 KB
06_Topics_in_Machine_Learning_Part_1/02_02_Introduction_to_Machine_Learning_Part_2_05-23.mp4 8.03 MB
06_Topics_in_Machine_Learning_Part_1/02_02_Introduction_to_Machine_Learning_Part_2_05-23.pdf 92.96 KB
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06_Topics_in_Machine_Learning_Part_1/02_02_Introduction_to_Machine_Learning_Part_2_05-23.txt 5.33 KB
06_Topics_in_Machine_Learning_Part_1/03_03_Rules_Part_1_09-19.mp4 12.88 MB
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06_Topics_in_Machine_Learning_Part_1/03_03_Rules_Part_1_09-19.txt 8.51 KB
06_Topics_in_Machine_Learning_Part_1/04_04_Rules_Part_2_05-39.mp4 8.64 MB
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06_Topics_in_Machine_Learning_Part_1/04_04_Rules_Part_2_05-39.txt 4.97 KB
06_Topics_in_Machine_Learning_Part_1/05_05_Decision_Trees__Entropy_10-51.mp4 15.72 MB
06_Topics_in_Machine_Learning_Part_1/05_05_Decision_Trees__Entropy_10-51.pdf 476.63 KB
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06_Topics_in_Machine_Learning_Part_1/05_05_Decision_Trees__Entropy_10-51.txt 9.06 KB
06_Topics_in_Machine_Learning_Part_1/06_06_Information_Gain_11-43.mp4 19.25 MB
06_Topics_in_Machine_Learning_Part_1/06_06_Information_Gain_11-43.pdf 418.71 KB
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06_Topics_in_Machine_Learning_Part_1/06_06_Information_Gain_11-43.txt 11.18 KB
06_Topics_in_Machine_Learning_Part_1/07_07_Overfitting_11-04.mp4 16.23 MB
06_Topics_in_Machine_Learning_Part_1/07_07_Overfitting_11-04.pdf 346.55 KB
06_Topics_in_Machine_Learning_Part_1/07_07_Overfitting_11-04.srt 16.63 KB
06_Topics_in_Machine_Learning_Part_1/07_07_Overfitting_11-04.txt 11.02 KB
06_Topics_in_Machine_Learning_Part_1/08_08_Evaluation_and_Cross-Validation_10-46.mp4 15.41 MB
06_Topics_in_Machine_Learning_Part_1/08_08_Evaluation_and_Cross-Validation_10-46.pdf 270.59 KB
06_Topics_in_Machine_Learning_Part_1/08_08_Evaluation_and_Cross-Validation_10-46.srt 15.06 KB
06_Topics_in_Machine_Learning_Part_1/08_08_Evaluation_and_Cross-Validation_10-46.txt 10.04 KB
06_Topics_in_Machine_Learning_Part_1/09_09_The_Bootstrap_04-13.mp4 6.64 MB
06_Topics_in_Machine_Learning_Part_1/09_09_The_Bootstrap_04-13.pdf 284.71 KB
06_Topics_in_Machine_Learning_Part_1/09_09_The_Bootstrap_04-13.srt 5.93 KB
06_Topics_in_Machine_Learning_Part_1/09_09_The_Bootstrap_04-13.txt 3.85 KB
06_Topics_in_Machine_Learning_Part_1/10_10_Ensembles_Bagging_and_Boosting_09-19.mp4 13.83 MB
06_Topics_in_Machine_Learning_Part_1/10_10_Ensembles_Bagging_and_Boosting_09-19.pdf 242.18 KB
06_Topics_in_Machine_Learning_Part_1/10_10_Ensembles_Bagging_and_Boosting_09-19.srt 13.31 KB
06_Topics_in_Machine_Learning_Part_1/10_10_Ensembles_Bagging_and_Boosting_09-19.txt 8.63 KB
06_Topics_in_Machine_Learning_Part_1/11_11_Random_Forests_11-16.mp4 16.79 MB
06_Topics_in_Machine_Learning_Part_1/11_11_Random_Forests_11-16.pdf 87.54 KB
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06_Topics_in_Machine_Learning_Part_1/11_11_Random_Forests_11-16.txt 10.5 KB
06_Topics_in_Machine_Learning_Part_1/12_12_k_Nearest_Neighbors_11-43.mp4 16.85 MB
06_Topics_in_Machine_Learning_Part_1/12_12_k_Nearest_Neighbors_11-43.pdf 187.86 KB
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06_Topics_in_Machine_Learning_Part_1/12_12_k_Nearest_Neighbors_11-43.txt 10.26 KB
07_Topics_in_Machine_Learning_Part_2/01_01_Gradient_Descent_Part_1_07-18.mp4 10.14 MB
07_Topics_in_Machine_Learning_Part_2/01_01_Gradient_Descent_Part_1_07-18.pdf 1.36 MB
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