Python ML,DL & AI Dec Batch - Dvanalytics
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Python ML,DL & AI Dec Batch

18 STUDENTS ENROLLED

Course Curriculum

Session 1 Python Programming Intro
PYTHON ML SESSION 1 VIDEO 1 PYTHON PROGRAMMING INTRO Details 00:00:00
Session 2 Intermediate Python Programming and Functions
PYTHON ML SESSION 2 Part-1 Functions 23-12-2020 Details 00:00:00
PYTHON ML SESSION 2 Part-2 Lambda Functions Map and Filter 23-12-2020 Details 00:00:00
PYTHON ML SESSION 2 Part-3 Packages and Classes 23-12-2020 Details 00:00:00
Session 3 Data Manipulation With Pandas
Session 3 Data Manipulation with Pandas Details 00:00:00
Session 4 Basic Statistics
Video1_Mean Details 00:00:00
Video2_Google_Classroom Details 00:00:00
Video3_Issues_with_Mean Details 00:00:00
Video4_Median Details 00:00:00
Video5_Variance_and_SD Details 00:00:00
Video6_Percentiles Details 00:00:00
Video7_Percentile_Interpretation Details 00:00:00
Video8_Outliers_Detection Details 00:00:00
Video9_Box_Plots Details 00:00:00
Video10_Box_Plots_Example Details 00:00:00
Video11_Conclusion Details 00:00:00
Video12_Assignment Details 00:00:00
Assignment 1 discussion
Assignment_1 data manipulation AirBNB NY Details 00:00:00
Session-5 Data Cleaning
Video 1 _steps_in_model_building Details 00:00:00
Video 2_credit_risk_data Details 00:00:00
Video 3_data_dictionary Details 00:00:00
Video 4_basic_contents Details 00:00:00
Video 5_discrete_continuous_variable Details 00:00:00
Video 6_discrete_variable_exploration Details 00:00:00
Video7_Continuous_variable_Exploration Details 00:00:00
Video8_Data_Cleaning Details 00:00:00
Video9_Data_Cleaning_Scenario1 Details 00:00:00
Video10_Data_Cleaning_Scenario2.mp4 Details 00:00:00
Video11_Data_Cleaning_Scenario3 Details 00:00:00
Video12_Data_Cleaning_Assignment Details 00:00:00
Session-6 Regression_analysis
Video1_Correlation Details 00:00:00
Video2_Regression Details 00:00:00
Video3_Least_Squares Details 00:00:00
Video4_Regression_Code_Python Details 00:00:00
Video5_R_Squared Details 00:00:00
Video6_Multiple_Regression Details 00:00:00
Video7_P_value Details 00:00:00
Video8_Adjusted_R_Squared Details 00:00:00
Video9_Inter_Relation_Between_Variables Details 00:00:00
Video10_Multicollinearity Details 00:00:00
Video11_VIF Details 00:00:00
Video12_Steps_in_Building_Linear_Reg_line Details 00:00:00
Session-7 logistic_regression
Video1_Linear_Reg_Sk_learn Details 00:00:00
Video2_Issues_Linear_Regression Details 00:00:00
Video3_Logistic_Regression Details 00:00:00
Video4_Logistic_Reg_model Details 00:00:00
Video5_Confusion_matrix Details 00:00:00
Video6_VIF Details 00:00:00
Video7_P_value Details 00:00:00
Video8_Rank_order_Variables Details 00:00:00
Video9_Steps_In_building_the_Logistic_Reg_model Details 00:00:00
Video10_Conclusion Details 00:00:00
Assignment_3 data Cleaning -Credit data
Assignment3 Data Cleaning credit Details 00:00:00
Session-8 decision _ trees
Video1_Decision_tree_Business_problem Details 00:00:00
Video2_Decision_tree_Approach Details 00:00:00
Video3_Segmentation_using_variable Details 00:00:00
Video4_Entropy Details 00:00:00
Video5_information_gain Details 00:00:00
Video6_Decision_tree_algorithm Details 00:00:00
Video7_Decision_tree_in_Python Details 00:00:00
Video8_Decision_tree_result Details 00:00:00
Video9_Rules_and_Predictions Details 00:00:00
Video10_tree_validation Details 00:00:00
Video11_Problem_of_Overfitting Details 00:00:00
Video12_Pruning Details 00:00:00
Video13_underfitting Details 00:00:00
Video14_Finetuning_pruning_parameters Details 00:00:00
Video15_Steps_in_building_DT_model Details 00:00:00
Video16_Decision_trees_vs_logistic_reg Details 00:00:00
Session-9 model selection cross validation
Video1_Steps_in_model_building Details 00:00:00
Video2_Regression_validation Details 00:00:00
Video3_Class_wise_Accuracy Details 00:00:00
Video4_Sensitivity_Specificity Details 00:00:00
Video5_Threshold Details 00:00:00
Video6_Recall_Precision Details 00:00:00
Video7_ROC_AUC Details 00:00:00
Video8_OverSamping_UnderSampling Details 00:00:00
Video9_Cross_Validation Details 00:00:00
Video10_TenFold_Cross_validation Details 00:00:00
Video11_Conclusion_ Details 00:00:00
Session 10 feature_engineering
Video1_What_is_Feature_Engineering Details 00:00:00
Video2_basic_model Details 00:00:00
Video3_Date_Features Details 00:00:00
Video4_Gelo_Location Details 00:00:00
Video5_Transformations Details 00:00:00
Video6_One_hot_Encoding Details 00:00:00
Video7_Conclusion.. Details 00:00:00
Assignment
Discussion Car_Dekho_pricing_Regression_V1 Details 00:00:00
SESSION 11 Random Forest
Video1_Wisdom_Of_Crowd Details 00:00:00
Video2_Ensemble_Learning Details 00:00:00
Video3_Bagging Details 00:00:00
Video4_Random_Forest Details 00:00:00
Video5_Hyperparameters_in_RF Details 00:00:00
Video6_Why_Random_Forest_Works Details 00:00:00
Video7_Case_Study_RF Details 00:00:00
Video8_Random_Forest_Results Details 00:00:00
Video9_How_to_finetune_hyperparameters Details 00:00:00
SESSION 12 Boosting
Video1_Boosting Details 00:00:00
Video2_Boosting_Parameters Details 00:00:00
Video3_Boosting_Case_Study Details 00:00:00
Video4_Boosting_Results Details 00:00:00
Video5_Boosting_Conclusion Details 00:00:00
SESSION 13 NLP_DATA_PRE_PROCESSION
Video1_NLP_introuction Details 00:00:00
Video2_NLP_Terminology Details 00:00:00
Video3_Data_Cleaning_Steps Details 00:00:00
Video4_Lower_Case_Conversion Details 00:00:00
Video5_Tokenizing Details 00:00:00
Video6_Contra_to_Expansion Details 00:00:00
Video7_Stopwords_Removal Details 00:00:00
Video8_RegEx Details 00:00:00
Video9_Spelling.mp4 Details 00:00:00
Video10_Lemmatization Details 00:00:00
Video11_Word_Cloud Details 00:00:00
Video12_Single_Preprocessing_Function Details 00:00:00
Video13_DTM Details 00:00:00
SESSION 14 NLP_SENTIMENT_ANALYSIS
Video1_Introduction_ Details 00:00:00
Video2_Data_Preparation Details 00:00:00
Video3_Naive_Bayes_Model Details 00:00:00
Video4_Sentiment_Analysis_Application Details 00:00:00
SESSION 15 Interview Preparation
Interview_Preparations_steps Details 00:00:00
ASSIGNMENT 6 Credit Risk Logistic Regression
Assignment_6 Credit Risk Logistic Model Details 00:00:00
SESSION 16 DRIVER ANALYSIS
Video1_Introduction 20th Feb 2021 Details 00:00:00
Video2_Continuous_Variables_Exploration Details 00:00:00
Video3_Categorical_Variables_Exploration Details 00:00:00
Video4_Continuous_Vs_Continuous_Variables Details 00:00:00
Video5_Continuous_Vs_Categorical_Variables Details 00:00:00
Video6_Information_Value_IV Details 00:00:00
Video7_Information_Gain_IG Details 00:00:00
Video8_Categorical_VS_Continuous Details 00:00:00