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Advanced Data Analytics using Python & Python Automation Training
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Session 1 - SL Classification
Session Video - Part A (112:12)
Session Video - Part B (94:33)
Session Video - Part C (104:01)
Session Video - Part D (96:33)
Lab Activity
Quiz
Session 2 - Supervised Learning
Session Video - Part A (104:13)
Session Video - Part B (111:15)
Quiz
Session 3 - Unsupervised Learning
Session Video (108:21)
Lab Activity
Quiz
Session 4 - Principal Components Analysis
Session Video (90:22)
Lab Activity
Quiz
Session 5 - Linear Discriminant Analysis
Session Video (99:00)
Lab Activity
Quiz
Session 6 - K - Fold
Session Video (97:08)
Lab Activity
Quiz
Session 7 - Boosting Machine Learning
Session Video (89:00)
Lab Activity
Quiz
Session 8 - One Hot Encoding
Session Video (97:30)
Lab Activity
Quiz
Session 9 - Time Series
Session Video - Part A (118:53)
Session Video - Part B (105:53)
Lab Activity
Quiz
Session 10 - Time Series LSTM
Session Video - Part A (120:36)
Session Video - Part B (113:49)
Lab Activity
Quiz
Session 11 - Sales Analysis
Session Video (92:23)
Quiz
Session 12 - Case Studies
Session Video - Part A (73:39)
Session Video - Part B (125:20)
Session Video - Part C (118:30)
Quiz
Assignment
Assignment - Association Rule Recommendation System
Assignment - Boosting
Assignment - Classification
Assignment - K Fold Cross validation Method
Assignment - Linear Discriminant Analysis (LDA)
Assignment - Principal Component Analysis
Assignment - Time Series
Assignment - Unsupervised Learning - Hierarchical Clustering
Assignment - Unsupervised Learning - K Means Clustering
Assesment
Assessment - Additional Components - Configuration and Hands on Tensor flow Basics
Assessment - Additional Components - Dimensionality Reduction
Assessment - Additional Components - End to End example for Regression
Assessment - Association Rule Recommendation System
Assessment - Boosting
Assessment - Classification Models - Consolidated Model
Assessment - Classification Models - Decision Tree
Assessment - Classification Models - Logistic Regression
Assessment - Classification Models - Naive Bayes Algorithm
Assessment - Classification Models - Random Forest
Assessment - Classification Models - Support Vector Machine Algorithm
Assessment - Classification
Assessment - Hadoop
Assessment - K Fold Cross Validation Method
Assessment - Linear Discriminant Analysis
Assessment - Principal Component Analysis
Assessment - Python to Excel Tools
Assessment - Spark
Assessment - Time Series
Assessment - Unsupervised Learning - Hierarchical Clustering
Assessment - Unsupervised Learning - K Means Clustering
Projects
Clustering
Flask Project and Deployment
Flight Price Predict Heroku
Heroku - Steps
Jupyter Notebook
SQL Scripts
PPTs
Module 1 - SL Classification 1
Module 1 - SL Classification 2
Module 2 - Unsupervised Learning
Module 3 - Principal Component Analysis - Part - C
Module 3 - Principal Component Analysis - Part - A
Module 3 - Principal Component Analysis - Part - B
Module 4 - Linear Discriminant Analysis
Module 5 - Boosting - Part B
Module 5 - K-Fold - Part A
Module 6 - Association Rule
Module 6 - Building a Recommender System
Module 7 - Time Series - ARIMA
Module 7 - Time Series - LSTM
Module 7 - Time Series - Part A
Module 7 - Time Series - Part B
Datasets
adult.csv
Bank Data Dimension Reduction.csv
BOE-XUDLERD.csv
Churn_Modelling.csv
Electric_Production.csv
Electricity Consumption.csv
FARS_onehot.csv
Golf_Play_Train
Height_Weight_Dataset.csv
Holt_Winter_dailysales.csv
iris.csv
Mall_Customers.csv
Market_Basket_Optimisation.csv
mercedesbenz.csv
monthly-milk-production.csv
Movie_Id_Titles.csv
movie_metadata.csv
mtcars.csv
mtcars_for_manymerge.csv
Online_Retail
pacific.csv
Recommend.csv
Salary_Data.csv
sales-cars.csv
shampoo.csv
Social_Network_Ads.csv
Solar Data Set.csv
Time Series Sales By Store.csv
Time_Series_Stock_Price.csv
Time_Series_Temp_Data.csv
trans_us.csv
u.data
Wine.csv
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