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AI-Powered Predictive Analysis: Advanced Methods and Tools

Introduction

Introduction to Predictive Analysis (8:44)
Random Forest and Extremely Random Forest (10:50)

Class Imbalance and Grid Search

Dealing with Class Imbalance (6:41)
Grid Search (9:20)

Adaboost Regressor

Adaboost Regressor (7:40)
Predicting Traffic Using Extremely Random Forest Regressor (2:04)
Traffic Prediction (6:41)

Detecting patterns with Unsupervised Learning

Detecting patterns with Unsupervised Learning (5:17)
Clustering (6:40)
Clustering Meanshift (3:59)
Clustering Meanshift Continues (6:21)

Affinity Propagation Model

Affinity Propagation Model (5:27)
Affinity Propagation Model Continues (4:57)

Clustering Quality

Clustering Quality (4:57)
Program of Clustering Quality (7:25)

Gaussian Mixture Model

Gaussian Mixture Model (4:28)
Program of Gaussian Mixture Model (8:28)

Classifiers

Classification in Artificial Intelligence (3:13)
Processing Data (8:31)
Logistic Regression Classifier (2:52)
Logistic Regression Classifier Example Using Python (6:40)
Naive Bayes Classifier and its Examples (10:52)
Confusion Matrix (3:41)
Example os Confusion Matrix (5:37)
Support Vector Machines Classifier(SVM) (5:08)
SVM Classifier Examples (7:31)

Logic Programming

Concept of Logic Programming (10:49)
Matching the Mathematical Expression (6:35)
Parsing Family Tree and its Example (9:16)
Analyzing Geography Logic Programming (5:20)
Puzzle Solver and its Example (5:34)

Heuristic Search

What is Heuristic Search (6:13)
Local Search Technique (8:44)
Constraint Satisfaction Problem (8:42)
Region Coloring Problem (4:48)
Building Maze (7:16)
Puzzle Solver (8:42)

Natural Language Processing

Natural Language Processing (6:17)
Examine Text Using NLTK (4:25)
Raw Text Accessing (Tokenization) (11:22)
NLP Pipeline and Its Example (7:00)
Regular Expression with NLTK (4:34)
Stemming (6:38)
Lemmatization (6:23)
Segmentation (5:43)
Segmentation Example (3:14)
Segmentation Example Continues (3:59)
Information Extraction (8:33)
Tag Patterns (2:53)
Chunking (8:49)
Representation of Chunks (4:52)
Chinking (7:14)
Chunking wirh Regular Expression (7:43)
Named Entity Recognition (5:55)
Trees (6:42)
Context Free Grammar (2:41)
Recursive Descent Parsing (6:25)
Recursive Descent Parsing Continues (6:15)
Shift Reduce Parsing (7:38)

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