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[ TutGee.com ] Udemy - Practical Recommender Systems For Business Applications
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Implementing Data Science Driven Recommender Systems For Business Applications Using Python Within Google Colab
What you'll learn
Learn what recommender systems are and their importance for business intelligence
Learn the main aspects of implementing a Python data science framework within Google Colab
Basic text analysis to learn more about user preferences
Implement practical recommender systems using Python
Requirements
Be Able To Operate & Install Software On A Computer
A Gmail Account
Prior Exposure to the Python Will be Helpful
Prior Exposure to the Jupyter Notebook Ecosystem
An Interest in Learning About Practical Recommender Systems
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Welcome To The Course/1. What Is the Course About.mp4
32.3 MB
~Get Your Files Here !/1. Welcome To The Course/2. Data and Code.html
147 B
~Get Your Files Here !/1. Welcome To The Course/3. Python Installation.mp4
39.3 MB
~Get Your Files Here !/1. Welcome To The Course/4. Start With Google Colaboratory Environment.mp4
36.7 MB
~Get Your Files Here !/1. Welcome To The Course/5. Google Colabs and GPU.mp4
27.6 MB
~Get Your Files Here !/1. Welcome To The Course/6. Why Recommender Systems.mp4
48.8 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/1. Introduction to Pandas.mp4
69.6 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/10. Basic Data Visualisations.mp4
28.8 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/11. More Visualisations.mp4
41.3 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/12. Exploring the Temporal Dimension.mp4
44.3 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/2. Read in Multiple CSVs.mp4
49.1 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/3. Read in Data From SQL.mp4
28.4 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/4. Read in JSON Files.mp4
35.7 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/5. Read in Text Data.mp4
11.2 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/6. Assess Data Quality.mp4
31.9 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/7. Python Data Cleaning.mp4
31.8 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/8. Grouping Data.mp4
99.8 MB
~Get Your Files Here !/2. Basics Of Python For Data Science/9. More Data Summarisations and Pivoting.mp4
77.5 MB
~Get Your Files Here !/3. Basic Statistical Concepts/1. Principal Component Analysis (PCA).mp4
24.4 MB
~Get Your Files Here !/3. Basic Statistical Concepts/10. k-Nearest Neighbours (kNN)-Theory.mp4
78.3 MB
~Get Your Files Here !/3. Basic Statistical Concepts/2. Practical Application of PCA.mp4
26.1 MB
~Get Your Files Here !/3. Basic Statistical Concepts/3. Single Vector Decomposition (SVD)-Theory.mp4
8.4 MB
~Get Your Files Here !/3. Basic Statistical Concepts/4. Implement SVD.mp4
15.1 MB
~Get Your Files Here !/3. Basic Statistical Concepts/5. Unsupervised Leaning-Theory.mp4
28.6 MB
~Get Your Files Here !/3. Basic Statistical Concepts/6. K-means Clustering Theory.mp4
18.2 MB
~Get Your Files Here !/3. Basic Statistical Concepts/7. Cosine Similarity.mp4
19.3 MB
~Get Your Files Here !/3. Basic Statistical Concepts/8. Jaccard Similarity.mp4
6.7 MB
~Get Your Files Here !/3. Basic Statistical Concepts/9. Introduction to Supervised Learning.mp4
69.7 MB
~Get Your Files Here !/4. What Are Recommender Engines/1. Different Types of Recommender System.mp4
22.9 MB
~Get Your Files Here !/5. Filtering Based Recommender Engines/1. Euclidean Distances as a Basis of Making Recommendations.mp4
22.3 MB
~Get Your Files Here !/5. Filtering Based Recommender Engines/2. Using Distances and SVD For Recommendations.mp4
54.4 MB
~Get Your Files Here !/5. Filtering Based Recommender Engines/3. How Demographic Traits Can Help With Making Recommendations.mp4
14.1 MB
~Get Your Files Here !/5. Filtering Based Recommender Engines/4. Basic Data Processing.mp4
39.4 MB
~Get Your Files Here !/5. Filtering Based Recommender Engines/5. Final List Of Movies.mp4
27.2 MB
~Get Your Files Here !/6. Common Recommender Engines/1. Basic Item Based Filtering.mp4
25.9 MB
~Get Your Files Here !/6. Common Recommender Engines/2. Surprise For More Content Filtering.mp4
22.3 MB
~Get Your Files Here !/6. Common Recommender Engines/3. Hybrid Recommenders-LightFM.mp4
44 MB
~Get Your Files Here !/6. Common Recommender Engines/4. Set Up a Problem For Classical Recommender Systems.mp4
40.5 MB
~Get Your Files Here !/6. Common Recommender Engines/5. Content Based Filtering.mp4
38.8 MB
~Get Your Files Here !/6. Common Recommender Engines/6. Collaborative Filtering.mp4
19.9 MB
~Get Your Files Here !/7. Working With Text Data/1. Theory of Text Cleaning.mp4
58.3 MB
~Get Your Files Here !/7. Working With Text Data/2. Text Cleaning-Part 1.mp4
24.2 MB
~Get Your Files Here !/7. Working With Text Data/3. Text Cleaning-Part 2.mp4
27.1 MB
~Get Your Files Here !/7. Working With Text Data/4. NTLK-Based Cleaning.mp4
34.7 MB
~Get Your Files Here !/7. Working With Text Data/5. Another NTLK-Based Workflow.mp4
39 MB
~Get Your Files Here !/7. Working With Text Data/6. What Are Wordclouds.mp4
53.1 MB
~Get Your Files Here !/7. Working With Text Data/7. Word Clouds For Movie Themes.mp4
47.2 MB
~Get Your Files Here !/7. Working With Text Data/8. TF-IDF Theory.mp4
18.2 MB
~Get Your Files Here !/7. Working With Text Data/9. Practical TF-IDF Implementation.mp4
22.2 MB
~Get Your Files Here !/8. Text Based Recommender System/1. Content Based Filtering On Text Data With Surprise.mp4
51.8 MB
~Get Your Files Here !/8. Text Based Recommender System/2. Word2Vec For Basic Item Recommendation.mp4
42.8 MB
~Get Your Files Here !/8. Text Based Recommender System/3. One More Variant.mp4
10.3 MB
~Get Your Files Here !/8. Text Based Recommender System/4. Word2Vec Based Recommendation- Based On Items.mp4
49.5 MB
~Get Your Files Here !/9. Miscellaneous/1. What Is a Dictionary.mp4
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