Python ML VENKAT SIR 202009 - Dvanalytics
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Python ML VENKAT SIR 202009

17 STUDENTS ENROLLED

Course Curriculum

Session 1 19-09-2020
Python ML Session 1 Video 1 What_is_ML Details 00:00:00
Python ML Session 1 Video 2 What_is_DL Details 00:00:00
Python ML Session 1 Video 3 What_is_AI Details 00:00:00
Python ML Session 1 Video 4 What_is_Data_Science Details 00:00:00
Python ML Session 1 Video 5 Data_Science_Skillset Details 00:00:00
Python ML Session 1 Video 6 Data_Science_Learning_path Details 00:00:00
Python ML Session 1 Video 7 Course_Curriculum Details 00:00:00
Python ML Session 1 Video 8 Colab_notebook_Creation Details 00:00:00
Python ML Session 1 Video 9 Working_with_Colab_notebook Details 00:00:00
Session 2 Python Introduction 20-09-2020
Python ML Session 2 Video 1 Python_Introduction Details 00:00:00
Python ML Session 2 Video 2 Colab_File Details 00:00:00
Python ML Session 2 Video 3 Numbers_Strings Details 00:00:00
Python ML Session 2 Video 4 Numpy Details 00:00:00
Python ML Session 2 Video 5 Pandas Details 00:00:00
Python ML Session 2 Video 6 Sk_learn Details 00:00:00
Python ML Session 2 Video 7 NLtk_TF Details 00:00:00
Python ML Session 2 Video 8 Basic_Commands_on_Data Details 00:00:00
Python ML Session 2 Video 9 Subset_Filter Details 00:00:00
Python ML Session 2 Video 10 Assignment Details 00:00:00
Session 3 Basic Statistics
Python ML Session 4 Video 1 Mean and Median Details 00:00:00
Python ML Session 4 Video 2 Var_and_SD Details 00:00:00
Python ML Session 4 Video 3 Percentiles_outliers_Box_plots Details 00:00:00
Python ML Session 4 Video 4 Data Visualization_part1 Details 00:00:00
Python ML Session 4 Video 5 Data Visualization_part2 Details 00:00:00
Session 4 Python Intermediate 1
Python ML Session 4 Video 1 Basic_Commands_And_Objects Details 00:00:00
Python ML Session 4 Video 2 Working_With_Objects Details 00:00:00
Session 5 Pandas
Python ML Session 5 Video 1 Pandas_Part1 Details 00:00:00
Python ML Session 5 Video 2 Pandas_Part2 Details 00:00:00
Session 6 Data Visualization
Python ML Session 6 Video 1 Types_Of_variables Details 00:00:00
Python ML Session 6 Video 2 Continuous_Variables_Visualization Details 00:00:00
Python ML Session 6 Video 3 Rossmann Store Sales_Data Details 00:00:00
Python ML Session 6 Video 4 Categorical_var_Viz Details 00:00:00
Python ML Session 6 Video 5 Continuous_vs_Continuous Details 00:00:00
Python ML Session 6 Video 6 Continuous_vs_Categorical Details 00:00:00
Python ML Session 6 Video 7 Categorical_vs_Categorical Details 00:00:00
Python ML Session 6 Video 8 Conclusion Details 00:00:00
Session 7 Data Cleaning
PYTHON ML SESSION 7 VIDEO 1 Model_Building_Steps Details 00:00:00
PYTHON ML SESSION 7 VIDEO 2 The_Raw_Data Details 00:00:00
PYTHON ML SESSION 7 VIDEO 3 Data_Dictionary Details 00:00:00
PYTHON ML SESSION 7 VIDEO 4 Basic_Contents_of_Data Details 00:00:00
PYTHON ML SESSION 7 VIDEO 5 Categorical_Variables Details 00:00:00
PYTHON ML SESSION 7 VIDEO 6 Continuous_variables Details 00:00:00
PYTHON ML SESSION 7 VIDEO 7 Overall_Issues Details 00:00:00
PYTHON ML SESSION 7 VIDEO 8 Imputation Details 00:00:00
PYTHON ML SESSION 7 VIDEO 9 Imputation_based_on_target Details 00:00:00
PYTHON ML SESSION 7 VIDEO 10 Flooring_Capping Details 00:00:00
PYTHON ML SESSION 7 VIDEO 11 Impuete_And_Indicator Details 00:00:00
PYTHON ML SESSION 7 VIDEO 12 Assignment Details 00:00:00
Session 8 Assignment discussion
PYTHON ML ASSIGNMENT SESSION VIDEO 1 Details 00:00:00
PYTHON ML ASSIGNMENT SESSION VIDEO 2 Details 00:00:00
Session 9 Regression Analysis
PYTHON ML SESSION 9 VIDEO 1 What_is_Correlation Details 00:00:00
PYTHON ML SESSION 9 VIDEO 2 Correlation_Calculation Details 00:00:00
PYTHON ML SESSION 9 VIDEO 3 What_is_Regression Details 00:00:00
PYTHON ML SESSION 9 VIDEO 4 Regression_Line_Fitting Details 00:00:00
PYTHON ML SESSION 9 VIDEO 5 Regression_in_Python Details 00:00:00
PYTHON ML SESSION 9 VIDEO 6 R_Squared Details 00:00:00
PYTHON ML SESSION 9 VIDEO 7 Multiple_Regression Details 00:00:00
PYTHON ML SESSION 9 VIDEO 8 Individual_impact_of_variables Details 00:00:00
PYTHON ML SESSION 9 VIDEO 9 Regression_Analysis Details 00:00:00
PYTHON ML SESSION 9 VIDEO 10 Multicollinearity Details 00:00:00
PYTHON ML SESSION 9 VIDEO 11 VIF Details 00:00:00
PYTHON ML SESSION 9 VIDEO 12 Steps_In_Building_Regression_Model Details 00:00:00
PYTHON ML SESSION 9 VIDEO 13 Assignment Details 00:00:00
Session 10 Logistic Regression
PYTHON ML SESSION 10 VIDEO 1 Linear_Regression Details 00:00:00
PYTHON ML SESSION 10 VIDEO 2 Linear_Regression_Issues Details 00:00:00
PYTHON ML SESSION 10 VIDEO 2 QandA Details 00:00:00
PYTHON ML SESSION 10 VIDEO 3 Logistic_Regression Details 00:00:00
PYTHON ML SESSION 10 VIDEO 4 Logistic_Reg_Examples Details 00:00:00
PYTHON ML SESSION 10 VIDEO 4 QandA Details 00:00:00
PYTHON ML SESSION 10 VIDEO 5 Multiple_Logistic_Reg_Line Details 00:00:00
PYTHON ML SESSION 10 VIDEO 6 Confusion_Matrix_Accuracy Details 00:00:00
PYTHON ML SESSION 10 VIDEO 7 Multicollinearity Details 00:00:00
PYTHON ML SESSION 10 VIDEO 8 Individual_Impact Details 00:00:00
PYTHON ML SESSION 10 VIDEO 9 Rank_ordering Details 00:00:00
PYTHON ML SESSION 10 VIDEO 10 Steps_In_Building_Logistic_Reg_line Details 00:00:00
SESSION 11 ASSIGNMENT 3 DISCUSSION
PYTHON ML SESSION 11 VIDEO 1 datacleaning part1 Details 00:00:00
PYTHON ML SESSION 11 VIDEO 2 datacleaning part2 Details 00:00:00
SESSION 12 DECISION TREES
PYTHON ML SESSION 12 VIDEO 1 Decision_Tree_introduction Details 00:00:00
PYTHON ML SESSION 12 VIDEO 2 Decision_tree_phylosophy Details 00:00:00
PYTHON ML SESSION 12 VIDEO 3 QandA Details 00:00:00
PYTHON ML SESSION 12 VIDEO 4 Variable_Selection Details 00:00:00
PYTHON ML SESSION 12 VIDEO 5 Entropy Details 00:00:00
PYTHON ML SESSION 12 VIDEO 6 Information_Gain Details 00:00:00
PYTHON ML SESSION 12 VIDEO 7 Decision_tree_Algorithm Details 00:00:00
PYTHON ML SESSION 12 VIDEO 8 QandA Details 00:00:00
PYTHON ML SESSION 12 VIDEO 9 DT_Model_Building Details 00:00:00
PYTHON ML SESSION 12 VIDEO 10 Decision_Tree_Output Details 00:00:00
PYTHON ML SESSION 12 VIDEO 11 QandA Details 00:00:00
PYTHON ML SESSION 12 VIDEO 12 Tree_Validation Details 00:00:00
PYTHON ML SESSION 12 VIDEO 13 Overfitting Details 00:00:00
PYTHON ML SESSION 12 VIDEO 14 Pruning Details 00:00:00
PYTHON ML SESSION 12 VIDEO 15 Underfitting Details 00:00:00
PYTHON ML SESSION 12 VIDEO 16 Finetuning_parameters Details 00:00:00
PYTHON ML SESSION 12 VIDEO 17 Steps_in_Building_DT_Model Details 00:00:00
PYTHON ML SESSION 12 VIDEO 18 LogisticReg_vs_DT Details 00:00:00
SESSION 13 ASSIGNMENT 5 DISCUSSION
PYHTON ML SESSION 13 Regression_Carpricing_p1 & p2 Details 00:00:00
SESSION 14 ASSIGNMENT 6 Logistic_Credit_Risk_Modeling
Assignment6_Logistic_Credit_Risk_Modeling Details 00:00:00
SESSION 15 MODEL SELECTION
MODEL SELECTION VIDEOS 1-4 Details 00:00:00
MODEL SELECTION VIDEOS 5-8 Details 00:00:00
MODEL SELECTION VIDEOS 9-12 Details 00:00:00
SESSION 16 FUTURE ENGINEERING
FUTURE ENGINEERING VIDEOS 1-4 Details 00:00:00
FUTURE ENGINEERING VIDEOS 5-7 Details 00:00:00
SESSION 17 RANDOM FOREST
RANDOM FOREST 1-4 Details 00:00:00
RANDOM FOREST 5-8 Details 00:00:00
Video9_How_to_Finetune_HyperPararameters Details 00:00:00
SESSION 18 GRADIENT BOOSTING
GRADIENT BOOSTING 1-4 Details 00:00:00
Video5_Boosting_Conclusion Details 00:00:00
SESSION 19 NLP DATA PRE-PROCESSING
NLP DATA PRE-PROCESSING 1-4 Details 00:00:00
NLP DATA PRE-PROCESSING 5-8 Details 00:00:00
NLP DATA PRE-PROCESSING 9-12 Details 00:00:00
Video13_DTM Details 00:00:00
SESSION 20 NLP SENTIMENT ANALYSIS
NLP SENTIMENT ANALYSIS VIDEOS 1-4 Details 00:00:00
SESSION 21 ASSIGNMENT 7 DECISION TREE
Assignment_7_Decisiontreediscussion Details 00:00:00
SESSION 22 ASSIGNMENT 8 FUTURE ENGINEERING
ASSIGNMENT 8-FUTURE ENGINEERING VIDEOS 1-4 Details 00:00:00
ASSIGNMENT 8-FUTURE ENGINEERING VIDEOS 5-8 Details 00:00:00
SESSION 23 ANN
Python ML Session 21 Video 1 ANN_Introduction Details 00:00:00
Python ML Session 21 Video 2 Logistic_Reg Details 00:00:00
Python ML Session 21 Video 3 Decision_Boundary Details 00:00:00
Python ML Session 21 Video 4 Network_Representation_Logistic Details 00:00:00
Python ML Session 21 Video 5 Multiple_Decision_Boundaries Details 00:00:00
Python ML Session 21 Video 6 Intermediate_Outputs Details 00:00:00
Python ML Session 21 Video 7 Neural_network_Intution Details 00:00:00
Python ML Session 21 Video 8 Neural_Network_input Details 00:00:00
Python ML Session 21 Video 9 Neural_Network_Algorithm Details 00:00:00
Python ML Session 21 Video 10 Example_Neural_Network_Algorithm Details 00:00:00
Python ML Session 21 Video 11 Multiple_Solutions Details 00:00:00
Python ML Session 21 Video 12 Case_Study_part1 Details 00:00:00
Python ML Session 21 Video 13 Case_Study_part2 Details 00:00:00
Python ML Session 21 Video 14 Deep_Learning Details 00:00:00
Python ML Session 21 Video 15 Deep_Learning_Algorithms Details 00:00:00
SESSION 24 TensorFlow AND Keras
PYTHON ML SESSION 22 VIDEO 1 TensorFlow Details 00:00:00
PYTHON SESSION 22 CLASS 2 How_TensorFlow_works Details 00:00:00
PYTHON ML SESSION 22 VIDEO 3 Tensors_Computational_graphs Details 00:00:00
PYTHON ML SESSION 22 VIDEO 4 Coding_in_TensorFlow Details 00:00:00
PYTHON ML SESSION 22 VIDEO 5 Keras Details 00:00:00
PYTHON ML SESSION 22 VIDEO 6 ANN_on_Keras Details 00:00:00
PYTHON ML SESSION 22 VIDEO 7 Keras_Conclusion Details 00:00:00
SESSION 25 ASSIGNMENT 10 DISCUSSION
PART 1 NY TAXI FARE RF AND BOOSTING Details 00:00:00
PART 2 R_SQUARE ERROR IN XGB Details 00:00:00
SESSION 25 RNN and LSTM
Video1 Sequential Data Details 00:00:00
Video2 ANN and CNN for Sequential Data Details 00:00:00
Video3 Sequential ANN Details 00:00:00
Video4 Sequential ANN Lab Data Details 00:00:00
Video5 Building Sequential ANN Models Details 00:00:00
Video6 RNNs Details 00:00:00
Video7 Building RNN Models Details 00:00:00
Video8 RNN Issues Details 00:00:00
Video9 LSTM Details 00:00:00
Video10 LSTM Models Details 00:00:00
Video11 LSTM Code Details 00:00:00
Video12 Conclusion Details 00:00:00