Instructional Video10:02
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Selection: Information Theoretic Methods

Higher Ed
In this video, we will cover information theoretic methods.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning...
Instructional Video5:13
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Selection: Filter Methods

Higher Ed
In this video, we will cover filter methods.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning (Theory and...
Instructional Video2:43
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Selection: Feature Selection Methods

Higher Ed
In this video, we will cover feature selection methods.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning (Theory...
Instructional Video9:21
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Selection: Embedded Methods

Higher Ed
In this video, we will cover embedded methods.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning (Theory and...
Instructional Video14:32
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Extraction: Supervised PCA and Fishers Linear Discriminant Analysis

Higher Ed
In this video, we will cover supervised PCA and Fishers linear discriminant analysis.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science...
Instructional Video10:38
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Extraction: PCA For Small Sample Size Problems(DualPCA)

Higher Ed
In this video, we will cover PCA for small sample size problems (DualPCA).
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine...
Instructional Video5:38
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Extraction: Feature Extraction Introduction

Higher Ed
In this video, we will cover feature extraction introduction.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning...
Instructional Video10:01
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Engineering: Text Features

Higher Ed
In this video, we will cover text features.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning (Theory and Projects)...
Instructional Video9:15
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Engineering: Image Features

Higher Ed
In this video, we will cover image features.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning (Theory and...
Instructional Video8:19
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Feature Engineering: Derived Features

Higher Ed
In this video, we will cover derived features.
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This clip is from the chapter "Machine Learning: Feature Engineering and Dimensionality Reduction with Python" of the series "Data Science and Machine Learning (Theory and...
Instructional Video3:17
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - DNN and Deep Learning Basics: Perceptron Exercise Solution

Higher Ed
In this video, we will cover Perceptron exercise solution.
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This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to...
Instructional Video2:37
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - DNN and Deep Learning Basics: Perceptron Exercise

Higher Ed
In this video, we will cover Perceptron exercise.
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This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this...
Instructional Video2:41
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - DNN and Deep Learning Basics: DNN Batch Normalization Implementation

Higher Ed
In this video, we will cover DNN batch normalization implementation.
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This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects)...
Instructional Video9:36
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Dimensionality Reduction: The Principal Component Analysis (PCA)

Higher Ed
In this video, we will cover Principal Component Analysis (PCA).
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This clip is from the chapter "Machine Learning: Machine Learning Crash Course" of the series "Data Science and Machine Learning (Theory and Projects) A to...
Instructional Video6:10
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Deep Learning Overview: Introduction to Convolutional Neural Networks (CNN)

Higher Ed
In this video, we will cover an introduction to Convolutional Neural Networks (CNN).
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This clip is from the chapter "Machine Learning: Machine Learning Crash Course" of the series "Data Science and Machine Learning (Theory and...
Instructional Video9:03
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - RNN Implementation: Language Modelling Next Word Prediction Python 2

Higher Ed
In this video, we will cover language modelling next word prediction Python 2.
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This clip is from the chapter "Deep learning: Recurrent Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and...
Instructional Video7:12
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - RNN Implementation: Language Modelling Next Word Prediction Python 1

Higher Ed
In this video, we will cover language modelling next word prediction Python 1.
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This clip is from the chapter "Deep learning: Recurrent Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and...
Instructional Video6:17
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Object Detection: Sliding Window Implementation

Higher Ed
In this video, we will cover sliding window implementation.
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This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to...
Instructional Video9:35
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Object Detection: Hand Engineering Versus CNNs

Higher Ed
In this video, we will cover hand engineering versus CNNs.
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This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to...
Instructional Video7:51
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Object Detection: Classification Pipeline

Higher Ed
In this video, we will cover classification pipeline.
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This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In...
Instructional Video3:37
Instructional Video6:19
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Introduction to Machine Learning: Classification

Higher Ed
In this video, we will cover classification.
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This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this...
Instructional Video7:14
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Installation of Anaconda and IPython Shell: Coding in IPython Shell

Higher Ed
In this video, we will be coding in IPython Shell.
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This clip is from the chapter "Basics for Data Science: Python for Data Science and Data Analysis" of the series "Data Science and Machine Learning (Theory and Projects) A to...