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| Section 01: Introduction | |||
| Introduction to Predictive Analysis | 00:09:00 | ||
| Random Forest and Extremely Random Forest | 00:11:00 | ||
| Section 02: Class Imbalance And Grid Search | |||
| Dealing with Class Imbalance | 00:07:00 | ||
| Grid Search | 00:09:00 | ||
| Section 03: Adaboost Regressor | |||
| Adaboost Regressor | 00:08:00 | ||
| Predicting Traffic Using Extremely Random Forest Regressor | 00:02:00 | ||
| Traffic Prediction | 00:07:00 | ||
| Section 04: Detecting Patterns With Unsupervised Learning | |||
| Detecting patterns with Unsupervised Learning | 00:05:00 | ||
| Clustering | 00:07:00 | ||
| Clustering Meanshift | 00:04:00 | ||
| Clustering Meanshift Continues | 00:06:00 | ||
| Section 05: Affinity Propagation Model | |||
| Affinity Propagation Model | 00:05:00 | ||
| Affinity Propagation Model Continues | 00:05:00 | ||
| Section 06: Clustering Quality | |||
| Clustering Quality | 00:05:00 | ||
| Program of Clustering Quality | 00:07:00 | ||
| Section 07: Gaussian Mixture Model | |||
| Gaussian Mixture Model | 00:04:00 | ||
| Program of Gaussian Mixture Model | 00:08:00 | ||
| Section 08: Classifiers | |||
| Classification in Artificial Intelligence | 00:03:00 | ||
| Processing Data | 00:09:00 | ||
| Logistic Regression Classifier | 00:03:00 | ||
| Logistic Regression Classifier Example Using Python | 00:07:00 | ||
| Naive Bayes Classifier and its Examples | 00:11:00 | ||
| Confusion Matrix | 00:04:00 | ||
| Example os Confusion Matrix | 00:06:00 | ||
| Support Vector Machines Classifier(SVM) | 00:05:00 | ||
| SVM Classifier Examples | 00:08:00 | ||
| Section 09: Logic Programming | |||
| Concept of Logic Programming | 00:11:00 | ||
| Matching the Mathematical Expression | 00:07:00 | ||
| Parsing Family Tree and its Example | 00:09:00 | ||
| Analyzing Geography Logic Programming | 00:05:00 | ||
| Puzzle Solver and its Example | 00:06:00 | ||
| Section 10: Heuristic Search | |||
| What is Heuristic Search | 00:06:00 | ||
| Local Search Technique | 00:09:00 | ||
| Constraint Satisfaction Problem | 00:09:00 | ||
| Region Coloring Problem | 00:05:00 | ||
| Building Maze | 00:07:00 | ||
| Puzzle Solver | 00:09:00 | ||
| Section 11: Natural Language Processing | |||
| Natural Language Processing | 00:06:00 | ||
| Examine Text Using NLTK | 00:04:00 | ||
| Raw Text Accessing (Tokenization) | 00:11:00 | ||
| NLP Pipeline and Its Example | 00:07:00 | ||
| Regular Expression with NLTK | 00:05:00 | ||
| Stemming | 00:07:00 | ||
| Lemmatization | 00:06:00 | ||
| Segmentation | 00:06:00 | ||
| Segmentation Example | 00:03:00 | ||
| Segmentation Example Continues | 00:04:00 | ||
| Information Extraction | 00:09:00 | ||
| Tag Patterns | 00:03:00 | ||
| Chunking | 00:09:00 | ||
| Representation of Chunks | 00:05:00 | ||
| Chinking | 00:07:00 | ||
| Chunking wirh Regular Expression | 00:08:00 | ||
| Named Entity Recognition | 00:06:00 | ||
| Trees | 00:07:00 | ||
| Context Free Grammar | 00:03:00 | ||
| Recursive Descent Parsing | 00:06:00 | ||
| Recursive Descent Parsing Continues | 00:06:00 | ||
| Shift Reduce Parsing | 00:08:00 | ||
In the UK, the social care system is mainly managed by the local councils. People are directly employed by the councils. They often work together with the health commissioners under joint funding arrangements. Some people work for private companies or voluntary organizations hired by local councils. They help the local councils with their personal social services.
In the UK, the social care system is mainly managed by the local councils. People are directly employed by the councils. They often work together with the health commissioners under joint funding arrangements. Some people work for private companies or voluntary organizations hired by local councils. They help the local councils with their personal social services.
In the UK, the social care system is mainly managed by the local councils. People are directly employed by the councils. They often work together with the health commissioners under joint funding arrangements. Some people work for private companies or voluntary organizations hired by local councils. They help the local councils with their personal social services.
In the UK, the social care system is mainly managed by the local councils. People are directly employed by the councils. They often work together with the health commissioners under joint funding arrangements. Some people work for private companies or voluntary organizations hired by local councils. They help the local councils with their personal social services.
In the UK, the social care system is mainly managed by the local councils. People are directly employed by the councils. They often work together with the health commissioners under joint funding arrangements. Some people work for private companies or voluntary organizations hired by local councils. They help the local councils with their personal social services.
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