Direct Download Machine Learning Series: The Support Vector Machine (SVM) in Python

Hits: 43
Machine Learning Series: The Support Vector Machine (SVM) in Python
Machine Learning Series: The Support Vector Machine (SVM) in Python
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 1 Hour | 192 MB
Genre: eLearning | Language: English
Dhiraj, a data scientist and machine learning evangelist, continues his teaching of machine learning algorithms by explaining both through lecture and practice the Support Vector Machine (SVM) algorithm in Python in this video series.

Click here to watch all of Dhiraj Kumar's machine learning videos. Learn all about SVM in this video series covering these seven topics:
Introducing Support Vector Machines (SVMs). This first topic in the Support Vector Machine (SVM) series introduces this machine learning classification algorithm. SVM performs well even with a limited amount of data. Data points are inputed and the output is the hyper plane. The hyper plane is a line that separates the data, and this line is called the decision boundary. We explain how to use SVM with non linear data. Kernel Tricks are also covered.
Support Vector Machine (SVM) Advantages and Disadvantages. This second topic in the Support Vector Machine (SVM) series covers where SVM works well and where it doesn't work well. SVM works well with data that has a clear margin, in high dimensional spaces, is very memory efficient, and when the number of dimensions is greater than the number of samples. SVM does not work well with large data sets, with overlapping classes, when the data is non-probabilistic, and when the number of features for each data point exceeds the number of training data samples.
Support Vector Machine (SVM) Regression. This third topic in the Support Vector Machine (SVM) series explains how to perform regression analysis with the Support Vector Machine (SVM). When the Support Vector Machine (SVM) is used for regression, it is called Support Vector Regression (SVR). SVR does not depend on the dimensionality of the input space. Penalty Factors and epsilons are discussed as well. Python is used to show how to perform regression analysis.
Support Vector Machine (SVM) Classification. This fourth topic in the Support Vector Machine (SVM) series focuses on the Support Vector Machine (SVM) classifier. The classification concepts of Hyper Plane, Boundary Line, Support Vector, and Kernel are discussed as well. Maximum margin and hard margin are compared, and as with all prior topics, all concepts are demonstrated with Python in the Jupyter notebook.
Support Vector Machine (SVM) Parameter Tuning. This fifth topic in the Support Vector Machine (SVM) series explains how to tune different parameters of SVMs. The three different parameters are Kernel, Epsilon, and C-Penalty Co-efficient. Python is used to show how to perform parameter tuning.
Support Vector Machine (SVM) Prediction. This sixth topic in the Support Vector Machine (SVM) series explains how to do prediction after our SVM model is built. We will discuss how to store and share predictions. Python is used to show how to perform prediction.
Support Vector Machine (SVM) Evaluation. This seventh topic in the Support Vector Machine (SVM) series explains how to evaluate a Support Vector Machine (SVM) model. Once the machine learning model has been evaluated, we can use the feedback to improve the model until our model produces the desired accuracy. We will use a Confusion Matrix in Python to evaluate our Support Vector Machine (SVM) model.
DOWNLOAD
uploadgig


rapidgator


nitroflare





Related Posts
125 days

 Date: 08/13/19 02:35   in : Tutorials 

The Complete 2019 Web Development Course - Build 15 Projects | 27GBDid you know you can go from Zero Skills to a Fully Qualified Cash Earning Web Developer in only a few weeks? Well let me tell you: If you are looking for a truly 100% Comprehensive Web Development Course, that will take you from le...

 

125 days

 Date: 08/13/19 02:35   in : Tutorials 

RoboAuthor: Content Writing Automation 2019 - Part 1.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 48000 Hz, 2ch | 282 MBDuration: 32 mins | Genre: eLearning | Language: EnglishCommand Robots to write stories, scripts or poetry in any author's style in minutesWhat you'll learn Draft poetry, scr...

 

125 days

 Date: 08/13/19 02:35   in : Tutorials 

Video: .MP4, 1280x720 | Audio: AAC, 48 kHz, 2ch | Duration: 5hGenre: eLearning | Language: English | Size: 4,85 GB Create the most popular photo effects you can see today!What you'll learnModern photographic special effects - done efficientlyIn depth knowledge of some of the more advanced to...

 

125 days

 Date: 08/13/19 02:35   in : Tutorials 

How to make Infographics : Full Tutorial of Canva (NO Cost).MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 44100 Hz, 2ch | 425 MBDuration: 42 mins | Genre: eLearning | Language: EnglishLearn Canva with this complete beginner's guide to using Canva for graphic design, infographics, social media & mo...

 

125 days

 Date: 08/13/19 02:35   in : Tutorials 

Life Coach Certification Masterclass - Coaching Certificate.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 44100 Hz, 2ch | 1.68 GBDuration: 5 hours | Genre: eLearning | Language: EnglishStart & Grow A Willy Profitable Life Coaching Business From Scratch And Get Your First High Ticket Client In 21 d...

 

125 days

 Date: 08/13/19 02:35   in : Tutorials 

The Ultimate Blogging Roadmap: 2019 Content Writing Guide.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 48000 Hz, 2ch | 456 MBDuration: 1.5 hours | Genre: eLearning | Language: EnglishA how-to guide for blogging and content writing in 2019 & beyond. Learn the blogging essentials & grow subscribers...

 

Video: .MP4, AVC, 1280x720, 29.97 fps | Audio: English, AAC, 48 KHz, 2 Ch | Duration: 2h | 1.19 GBInstructor: Tom Carpenter Take a deep dive into the Identity and Access Management (IAM) policies in Amazon Web Services (AWS). This course is the fifth of a nine-part series designed to help pr...

 

125 days

 Date: 08/13/19 02:35   in : Tutorials 

Ethical Hacking for Absolute Beginners! (updated) | 16.8GBThis course was designed for absolute beginners, so no previous ethical hacking or programming knowledge is necessary. English subtitles are available and all lectures are downloadable for offline viewing. 1 on 1 assistance with the tutorial...

 

125 days

 Date: 08/13/19 02:35   in : Tutorials 

Stock Market Wolf - Wolf Pack CourseWEBRip | English | MP4 | 1920 x 984 | AVC ~1535 Kbps | 29.970 fpsAAC | 128 Kbps | 44.1 KHz | 2 channels | ~4 hours | 2.69 GBGenre: eLearning Video / Trading, StockAdvanced Intro to Stock Market (10+ Chapters) Advanced Risk Management and Trading PsychologyAchie...

 

125 days

 Date: 08/13/19 02:35   in : Tutorials 

Mastering IELTS Speaking: Get band 7-9 in IELTS Speaking.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 44100 Hz, 2ch | 1.04 GBDuration: 2 hours | Genre: eLearning | Language: EnglishComplete speaking practice for the International English Language Testing System (IELTS)What you'll learn Become ...