Deep Learning Recommendation Algorithms with Python

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name:	Deep Learning Recommendation Algorithms with Python
说明: Description We’ll cover tried and true recommendation algorithms based on neighborhood-based collaborative filtering, and work our way up to more modern techniques including matrix factorization and even deep learning with artificial neural networks. Along the way, you’ll learn from our extensive industry experience to understand the real-world challenges you’ll encounter when applying these algorithms at large scale and with real-world data. You’ve seen automated recommendations everywhere – on Netflix’s home page, on YouTube, and on Amazon as these machine learning algorithms learn about your unique interests, and show the best products or content for you as an individual. These technologies have become central to the largest, most prestigious tech employers out there, and by understanding how they work, you’ll become very valuable to them. We’ll cover tried and true recommendation algorithms based on neighborhood-based collaborative filtering, and work our way up to more modern techniques including matrix factorization and even deep learning with artificial neural networks. Recommender systems are complex; don’t enroll in this course expecting a learn-to-code type of format. There’s no recipe to follow on how to make a recommender system; you need to understand the different algorithms and how to choose when to apply each one for a given situation. We assume you already know how to code. However, this course is very hands-on; you’ll develop your own framework for evaluating and combining many different recommendation algorithms together, and you’ll even build your own neural networks using Tensorflow to generate recommendations from real-world movie ratings from real people. This comprehensive course takes you all the way from the early days of collaborative filtering, to bleeding-edge applications of deep neural networks and modern machine learning techniques for recommending the best items to every individual user. The coding exercises in this course use the Python programming language. We include an intro to Python if you’re new to it, but you’ll need some prior programming experience in order to use this course successfully. We also include a short introduction to deep learning if you are new to the field of artificial intelligence, but you’ll need to be able to understand new computer algorithms. Who this course is for: Software developers interested in applying machine learning and deep learning to product or content recommendations Engineers working at, or interested in working at large e-commerce or web companies Computer Scientists interested in the latest recommender system theory and research Requirements Some experience with a programming or scripting language (preferably Python) Some computer science background, and an ability to understand new algorithms. Last Updated 8/2022
YouTube 视频:
类别:	Tutorials
语言:	English
总大小:	4.22 GB
哈希信息:	0C6313645BACBEBDCBC5B6B44614CCC832ACABCE
增加:	tutsnode
加入的日期:	2022-09-18 10:09:24
洪流地位:	Torrent Verified

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TutsNode.net.txt	63.00 B
[TGx]Downloaded from torrentgalaxy.to .txt	585.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/1 - 00a Introduction to Recommender Systems/1 - 01 Introduction To Recommender Systems.mp4	33.42 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/1 - 00a Introduction to Recommender Systems/2 - 02 How To Evaluate Recommender Systems.mp4	51.03 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/1 - 00a Introduction to Recommender Systems/3 - 03 Content Based Recommendations.mp4	17.88 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/1 - 00a Introduction to Recommender Systems/4 - 04 Neighborhood Based Collaborative Filtering.mp4	14.34 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/1 - 00a Introduction to Recommender Systems/5 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/1 - 00a Introduction to Recommender Systems/5 - SourceFiles.zip	4.60 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/10 - 07 Project 4 Preview Complex Machine Learning Recommender/49 - 00 Project Preview.mp4	14.23 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/11 - 08 Data Processing Profiles and Items/50 - 01 Load Data For Machine Learning.mp4	105.86 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/11 - 08 Data Processing Profiles and Items/51 - 02 Process Data For Machine Learning.mp4	77.91 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/11 - 08 Data Processing Profiles and Items/52 - 03 Build Categories.mp4	55.79 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/11 - 08 Data Processing Profiles and Items/53 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/11 - 08 Data Processing Profiles and Items/53 - SourceFiles.zip	889.97 kB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/54 - 04A Regression Introduction.mp4	35.86 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/55 - 04B What Is Regression.mp4	85.08 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/56 - 04C Build A Ridge Regression Model.mp4	72.64 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/57 - 05 Evaluate Model Error.mp4	48.88 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/58 - 06 Visualize Top Features Affecting Rating.mp4	58.42 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/59 - 07 Build A Lasso Regression Model.mp4	55.79 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/60 - 08 Visualize Top Features From Lasso Regression.mp4	42.21 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/61 - 09 Determine Which Model Is Best.mp4	17.02 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/62 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/12 - 09 Build Models for User Recommendations/62 - SourceFiles.zip	1.84 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/13 - 10 Build a Model to Predict Ratings/63 - 01 Load Data For A Neural Network.mp4	62.97 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/13 - 10 Build a Model to Predict Ratings/64 - 02 Build A Singular Value Decomposition Algorithm.mp4	73.02 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/13 - 10 Build a Model to Predict Ratings/65 - 03 Calculate Model Error.mp4	62.54 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/13 - 10 Build a Model to Predict Ratings/66 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/13 - 10 Build a Model to Predict Ratings/66 - SourceFIles.zip	1.33 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/14 - 11 Deep Learning Fundamentals/67 - 01 What Is Deep Learning.mp4	34.88 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/14 - 11 Deep Learning Fundamentals/68 - 02 What Is A Neural Network.mp4	39.61 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/14 - 11 Deep Learning Fundamentals/69 - 03 What Is Unsupervised Learning.mp4	40.80 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/15 - 12 Build a Neural Network to Predict Ratings/70 - 04 Build A Neural Network.mp4	95.59 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/15 - 12 Build a Neural Network to Predict Ratings/71 - 05 Train The Neural Network.mp4	87.43 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/15 - 12 Build a Neural Network to Predict Ratings/72 - Source File.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/15 - 12 Build a Neural Network to Predict Ratings/72 - SourceFiles.zip	683.92 kB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/73 - 00 Project Preview.mp4	14.03 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/74 - 01 Load Data Into Dataframes.mp4	44.69 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/75 - 02 Explore Data In Our Dataset.mp4	20.12 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/76 - 03 Build A Rating Pivot Table.mp4	30.85 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/77 - 04 Calculate Average Rating Of A Movie.mp4	41.88 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/78 - 05 Find Ratings For A Movie In Every Slice.mp4	40.46 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/79 - 06 Find Rating Averages For Every Movie In The Slice.mp4	54.13 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/80 - 07 Build An Average Ratings Column.mp4	91.39 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/81 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/16 - 13 Data Analysis with Pandas Numpy and Scikit Learn/81 - SourceFiles.zip	1.65 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/2 - 00b Mammoth Interactive Courses Introduction/6 - 00 About Mammoth Interactive.mp4	8.64 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/2 - 00b Mammoth Interactive Courses Introduction/7 - 01 How To Learn Online Effectively.mp4	74.00 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/10 - 02 Type Conversion Examples.mp4	59.84 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/11 - 03 Operators.mp4	161.46 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/12 - 04 Collections.mp4	41.63 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/13 - 05 List Examples.mp4	109.75 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/14 - 06 Tuples Examples.mp4	52.40 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/15 - 07 Dictionaries Examples.mp4	87.28 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/16 - 09 Conditionals.mp4	38.05 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/17 - 10 If Statement Examples.mp4	118.03 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/18 - 11 Loops.mp4	167.03 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/19 - 12 Functions.mp4	86.44 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/20 - 13 Parameters And Return Values Examples.mp4	78.52 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/21 - 14 Classes And Objects.mp4	223.26 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/22 - 15 Inheritance Examples.mp4	130.64 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/23 - 16 Static Members Examples.mp4	78.61 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/24 - 17 Summary And Outro.mp4	20.84 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/25 - Source Code.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/8 - 00 Intro To Course And Python.mp4	57.22 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/3 - 00c Introduction to Python Prerequisite/9 - 01 Variables.mp4	106.45 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/4 - 01 Build a Basic Movie Recommender System/26 - 01 Load Data As Pandas Dataframes.mp4	95.71 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/4 - 01 Build a Basic Movie Recommender System/27 - 02 Merge Movies And Ratings Dataframes.mp4	58.60 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/4 - 01 Build a Basic Movie Recommender System/28 - 03 Build A Correlation Matrix.mp4	45.47 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/4 - 01 Build a Basic Movie Recommender System/29 - 04 Test The Recommender.mp4	49.61 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/4 - 01 Build a Basic Movie Recommender System/30 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/4 - 01 Build a Basic Movie Recommender System/30 - SourceFiles.zip	1.65 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/5 - 02 Projects 2 and 3 Preview Machine Learning Movie Recommender/31 - 00 Project Preview.mp4	19.30 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/6 - 03 Machine Learning Fundamentals/32 - 00A What Is Machine Learning.mp4	27.70 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/6 - 03 Machine Learning Fundamentals/33 - 00B Types Of Machine Learning Models.mp4	52.53 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/6 - 03 Machine Learning Fundamentals/34 - 00C What Is Supervised Learning.mp4	59.03 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/7 - 04 Introduction to User Similarity/35 - 01 Load Data Into Dataframes.mp4	49.77 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/7 - 04 Introduction to User Similarity/36 - 02 Find A Recommendation Based On Different Movie Features.mp4	104.47 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/7 - 04 Introduction to User Similarity/37 - 03 Calculate Distance Between Users.mp4	34.97 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/7 - 04 Introduction to User Similarity/38 - 04 Find Similar Users With Euclidean Distance.mp4	47.44 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/7 - 04 Introduction to User Similarity/39 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/7 - 04 Introduction to User Similarity/39 - SourceFiles.zip	1.66 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/8 - 05 Recommend a Movie Based on User Similarity/40 - 05 Define Similarity Between Users.mp4	37.19 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/8 - 05 Recommend a Movie Based on User Similarity/41 - 06 Find Top Similar Users.mp4	47.17 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/8 - 05 Recommend a Movie Based on User Similarity/42 - 07 Recommend A Movie Based On User Similarity.mp4	42.77 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/8 - 05 Recommend a Movie Based on User Similarity/43 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/8 - 05 Recommend a Movie Based on User Similarity/43 - SourceFiles.zip	851.30 kB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/9 - 06 Recommend a Movie with a K Nearest Neighbors Classifier/44 - 08A What Is K Nearest Neighbours.mp4	37.61 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/9 - 06 Recommend a Movie with a K Nearest Neighbors Classifier/45 - 08B Recommend A Movie With A K Nearest Neighbors Classifier.mp4	70.88 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/9 - 06 Recommend a Movie with a K Nearest Neighbors Classifier/46 - 09 Create A Sample User For Testing.mp4	55.09 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/9 - 06 Recommend a Movie with a K Nearest Neighbors Classifier/47 - 10 Recommend Movies To Sample User.mp4	20.54 MB
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/9 - 06 Recommend a Movie with a K Nearest Neighbors Classifier/48 - Source Files.html	27.00 B
[TutsNode.net] - Deep Learning Recommendation Algorithms with Python/9 - 06 Recommend a Movie with a K Nearest Neighbors Classifier/48 - SourceFiles.zip	852.74 kB

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Deep Learning Recommendation Algorithms with Python