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Course overview
Curriculum for this course
50 Lessons
07:37:15 Hours
Introduction
1 Lessons
00:03:06 Hours
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Introduction to this course
00:03:06
Predict Fare of Airlines Tickets using Machine Learning
29 Lessons
05:28:09 Hours
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Introduction to Business Problem & Dataset
00:01:24
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Datasets & Resources
.
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Perform Label Encoding on data
00:14:26
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Extract Derived Features from Data
00:10:59
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Perform Data Pre-processing
00:08:04
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Understanding Data & Data-preprocessing
00:11:06
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Handle Categorical Data & Feature Encoding
00:12:09
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How to handle Outliers in Data
00:07:53
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Select best Features using Feature Selection Technique
00:04:57
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Intuition Behind Random Forest Part-1
00:20:39
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Intuition Behind Random Forest Part-2
00:11:38
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Applying Random Forest on Data & Automate predictions
00:10:40
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Intuition Behind Decision Tree- Part 1
00:10:02
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Intuition Behind Decision Tree- Part 2
00:17:29
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Intuition Behind Decision Tree- Part 3
00:14:58
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Intuition Behind Decision Tree- Part 4
00:17:56
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Intuition Behind Decision Tree- Part 5
00:15:27
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Intuition Behind Decision Tree- Part 6
00:10:41
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Intuition Behind Linear Regression- Part 1
00:11:33
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Intuition Behind Linear Regression- Part 2
00:09:50
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Intuition Behind Linear Regression- Part 3
00:20:16
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Intuition Behind KNN- Part 1
00:12:34
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Intuition Behind KNN- Part 2
00:08:18
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Intuition Behind KNN- Part 3
00:07:28
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Intuition Behind KNN- Part 4
00:07:56
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Play with multiple Algorithms & dumping your model
00:07:56
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Intuition Behind Cross Validation- Part 1
00:10:45
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Intuition Behind Cross Validation- Part 2
00:13:01
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How to Cross Validate your model
00:18:04
Predict Password Strength using Natural Language Processing
10 Lessons
01:14:38 Hours
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Introduction to Business Problem & Dataset.mp4
00:01:14
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Datasets & Resources.
.
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Exploring your data
00:08:25
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Intuition behind TF-IDF --part 1
00:08:30
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Intuition behind TF-IDF --part 2
00:08:15
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Apply TF-IDF on data
00:08:42
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Intuition behind Logistic Regression --part 1
00:13:52
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Intuition behind Logistic Regression --part 2
00:14:42
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Apply Logistic Regression on Data
00:07:06
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Checking Accuracy of Model
00:03:52
Predict Stock Prices using Time Series Analysis
10 Lessons
00:51:22 Hours
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Introduction to Business Problem & Dataset
00:01:30
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Datasets & Resources
.
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Analyzing Time Series data
00:05:17
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Data preparation for Time Series Forecasting
00:08:14
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Intuition behind ARIMA --part 1
00:04:41
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Intuition behind MA model --ARIMA part 2
00:12:13
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Intuition behind AR model -- ARIMA part 3.mp4
00:06:43
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Intuition behind Integrating -- ARIMA part 4
00:00:57
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Apply Auto-Arima on data.mp4
00:08:15
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Evaluating Time Series Model
00:03:32
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