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Data Science - Professional
Data Science Foundation
What is Data? (1:57)
What is Data? - Quiz
Types of Data (3:28)
Types of Data - Quiz
Types of Data Sources (4:04)
Types of Data Sources - Quiz
Common Data Storage Units of Measurement (1:38)
Common Data Storage Units of Measurement - Quiz
Characteristics of Data (1:54)
Characteristics of Data - Quiz
Introduction to Artificial Intelligence and Data Science (5:25)
Introduction to Artificial Intelligence and Data Science - Quiz
Need of AI – ML in Business (5:12)
Need of AI – ML in Business - Quiz
Applications of Data Science in Business (4:34)
Applications of Data Science in Business - Quiz
Dimensionality Reduction – Feature Selection Techniques (5:32)
Dimensionality Reduction - Feature Extraction (3:03)
Dimensionality Reduction - Quiz
Introduction to Feature Engineering (6:17)
Introduction to Feature Engineering - Quiz
Outlier Detection and Treatment (4:17)
Outlier Detection and Treatment - Quiz
Types of Analytics (4:39)
Types of Analytics - Quiz
Data Science Process
Harnessing Data (3:15)
Harnessing Data - Quiz
Data Acquisition (1:26)
Data Acquisition - Quiz
Data Preparation (2:28)
Data Preparation - Quiz
Data Modelling (3:36)
Data Modelling - Quiz
Data Visualization (7:28)
Data Visualization - Quiz
Data Science in Decision Making (6:36)
Data Science in Decision Making - Quiz
Statistics in Data Science
Introduction To Statistics (3:30)
Introduction to Statistics - Quiz
Exploratory Data Analysis (5:01)
Exploratory Data Analysis - Quiz
Languages for Data Science
Introduction to Programming in Data Science (5:18)
Introduction to Python (5:26)
Introduction to Python - Quiz
Python Installation and Setup (2:39)
Jupyter Notebook (3:56)
Basic Syntax of Python (14:54)
Basic Syntax of Python - Quiz
Python Programming
Introduction to Arrays (7:06)
Introduction to Arrays - Quiz
Operators in Python (9:33)
Operators in Python - Quiz
Introduction to Pandas Library (13:07)
Introduction to NumPy Library (75:54)
Introduction to NumPy Library - Quiz
Introduction to Scikit-Learn Library (18:42)
Introduction to Scikit-Learn Library - Quiz
R Programming
R Data Types and Variables (4:12)
R Data Types and Variables - Quiz
Operators in R (4:58)
Operators in R - Quiz
Data Structures in R (10:29)
Data Structures in R - Quiz
Loops and Statements in R (10:28)
Loops and Statements in R - Quiz
Introduction to Machine Learning
What is Machine Learning (3:54)
What is Machine Learning - Quiz
Need of Machine Learning (4:15)
Need of Machine Learning - Quiz
Types of Machine Learning (5:45)
Types of Machine Learning - Quiz
Applications and Challenges in Machine Learning (4:45)
Applications and Challenges in Machine Learning - Quiz
Supervised Machine Learning
Linear Regression (6:01)
Linear Regression - Quiz
Gradient Descent (11:08)
Gradient Descent - Quiz
Performance Metric Calculations (10:14)
Performance Metric Calculations - Quiz
Logistic Regression (7:05)
Logistic Regression - Quiz
Support Vector Machine (SVM) (7:10)
Support Vector Machine (SVM) - Quiz
Introduction to Classification (4:11)
Introduction to Classification - Quiz
Confusion Matrix (7:56)
Confusion Matrix - Quiz
AUC-ROC Curve (4:06)
Introduction to Decision Tree (4:48)
Introduction to Decision Tree - Quiz
Entropy and Information Gain (4:21)
Entropy and Information Gain - Quiz
Gini Index (2:12)
Gini Index - Quiz
Pruning (1:56)
Pruning - Quiz
Ensemble Learning
Introduction to Ensemble Learning (6:20)
Introduction to Ensemble Learning - Quiz
Overfitting and Underfitting (10:07)
Overfitting and Underfitting - Quiz
Random Forest (7:35)
Random Forest - Quiz
Unsupervised Machine Learning
Introduction to the Unsupervised Learning (14:32)
Introduction to the Unsupervised Learning - Quiz
Centroid Based Clustering (18:42)
Centroid Based Clustering - Quiz
Distance Based Clustering (5:24)
Distance Based Clustering - Quiz
Introduction to Forecasting
Introduction of Forecasting (3:51)
Applications of Forecasting (1:57)
Types of Forecasting (5:45)
Forecasting - Quiz
Time Series Data
Models in Time Series (13:36)
Models in Time Series - Quiz
ACF and PACF (5:31)
Process of Forecasting (7:43)
Process of Forecasting - Quiz
Components of Time Series (13:01)
Components of Time Series - Quiz
Forecasting Algorithms and Evaluation Metrics
Moving Average (8:38)
Moving Average - Quiz
Exponential Smoothing (3:48)
Exponential Smoothing - Quiz
Holt’s Exponential Smoothing (2:18)
Holts Exponential Smoothing - Quiz
Holt-Winters Exponential Smoothing (4:00)
Holt’s Winter Exponential Smoothing - Quiz
Introduction to Evaluation Metrices (11:58)
Introduction to Evaluation Metrices - Quiz
AIC and BIC (6:24)
AIC and BIC - Quiz
Forecasting with Regression
Introduction to Regression (6:20)
Introduction to Regression - Quiz
Types of Regression (15:36)
Types of Regression - Quiz
Introduction to Natural Language Process
Introduction to NLP (4:15)
Introduction to NLP - Quiz
Applications of Natural Language Processing (4:53)
Applications of Natural Language Processing - Quiz
Applications of Clustering (3:46)
Applications of Clustering - Quiz
Textual Classification (2:58)
Textual Classification - Quiz
Data Preparation for Text Mining
Text Pre-processing (19:05)
Text Pre-processing - Quiz
Sentiment Analysis and Clustering
Sentiment Analysis (14:34)
Sentiment Analysis - Quiz
Introduction to Deep Learning
Introduction to Deep Learning (4:00)
Introduction to Deep Learning - Quiz
Introduction to Neural Networks (6:54)
Introduction to Neural Networks - Quiz
Back and Forward Backward Propagation (4:57)
Back and Forward Backward Propagation - Quiz
Activation Function and Optimization Function
Activation Function (5:38)
Activation Function - Quiz
Cost Functions (3:57)
Cost Functions - Quiz
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Holts Exponential Smoothing - Quiz
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