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Building Predictive Models with Machine Learning and Python
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 2 Hours 47M | 528 MB
Genre: eLearning | Language: English​

Machine Learning is no longer the inaccessible domain it used to be. There are over 100,000 Python libraries you can download in one line of code!

This course will introduce you to tools with which you can build predictive models with Python, the core of a Data Scientist's toolkit. Through some really interesting examples, the course will take you through a variety of challenges: predicting the value of a house in Boston, the batting average of a baseball player, their survival chances had they been on the Titanic, or any other number of other interesting problems.

Once you master the content of the course, you can level-up your knowledge of the Python Data Analytics and Machine Learning stack by exploring these recommended libraries.

This course will guide you through the tools in the Python ecosystem that Data Scientists use to get results in a matter of hours - and with practice - in a matter of minutes. The best way to learn is through examples, and this course will guide you through all the steps needed to train and test your models by tackling several classifications and regression challenges.

By the end of the course, you will be able to take the Python Machine Learning toolkit we cover and apply it to your own projects to deploy models in just a few lines of code.

All the code and supporting files are available on GitHub at:

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Learning IPython for Interactive Computing and Data Visualization
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 2.5 Hours | 503 MB
Genre: eLearning | Language: English​

Python is a user-friendly and powerful programming language. IPython offers a convenient interface to the language and its analysis libraries, while Jupyter Notebook is a rich environment, well-adapted to data science and visualization. Together, these open-source tools are widely used by beginners and experts around the world, and in a huge variety of fields and endeavors. This course is a beginner-friendly guide to the Python data analysis platform. After an introduction to the Python language, IPython, and Jupyter Notebook, you will learn how to analyze and visualize data on real-world examples, how to create graphical user interfaces for image processing in Notebook, and how to perform fast numerical computations for scientific simulations with NumPy, Numba, Cython, and ipyparallel. By the end of this course, you will be able to perform in-depth analyses of all sorts of data.

The code bundle for the video course is available at -

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David A. Leffel - Painting The Portrait, Lewis
DVD5 | English | VIDEO_TS | 720 x 480 | MPEG2 ~627 kbps | 29.970 fps
Genre: eLearning Video / Drawing, Painting
AC-3 256 Kbps 48.0 KHz | 2 channels | 2h 05min | 4.35 GB​

Sharing many secrets of his techniques, David Leffel demonstrates how he manages subtle use of color and achieves the impasto quality of his highlights. As the portrait proceeds, the viewer learns basic drawing, modeling and other technique, and even how to hold the brush.

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Ensemble Machine Learning Techniques
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 1.5 Hours | 743 MB
Genre: eLearning | Language: English​

Ensemble is a powerful way to upgrade your model as it combines models and doesn't assume a single model is the most accurate. But what if we combine these models as a way to drop those limitations to produce a much more powerful classifier or regressor?

This course will show you how to combine various models to achieve higher accuracy than base models can. This has been the case in various contests such as Netflix and Kaggle, where the winning solutions used ensemble methods.

If you want more than a superficial look at machine learning models and wish to build reliable models, then this course is for you.

The code bundle is placed at this link

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Cyber Security Awareness
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + .VTT | Duration: 1 hour | Size: 1.49 GB​

How to prevent a cyberattack, how to detect a cyberattack and how to react to a cyberattack

What Will I Learn?

You will learn how to prevent an attack, how to detect an attack and how to react to an attack appropriately.
You will learn how to convey effective defense techniques without getting overly suspicious and being unhelpful to legitimate customers.
You will learn how to balance trust with verification.

Requirements

You should know how to use a computer.
A basic understanding of operating systems, networks, and the Internet is helpful.
You should be able to download documents and install software.

Description

Cybersecurity has never been more prominent in the news than these days. Colossal breaches made headlines across the globe. In nearly all cases it was a human who clicked on an attachment that installed malware or unveiled sensitive information. Becoming aware of cyber attack tactics and techniques will reduce the chances of a data breach dramatically.

In a modern world, everyone will soon be connected in some way via computers, smartphones, and other devices, leaving a wide range of opportunities for those who act unlawfully.

Who is the target audience?

This course is intended for every organization and employee that uses email and the Internet in general.
This course is intended for individuals and organizations, that want to reduce the risk of data breaches.

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Through the Eyes of a Pro
Advanced Techniques for Canon DSLR Photographers, Volume 1
DVD5 | English | VIDEO_TS | 720 x 480 | MPEG2 ~5343 kbps | 29.970 fps
AC-3 | 192 Kbps | 48.0 KHz | 2 channels | ~140 minutes | 3.95 GB
Genre: Video Tutorial / Photographing
Over the past several years, Blue Crane Digital has produced training DVDs and laminated reference cards for new owners of digital cameras. Our approach has been to get the emerging photographer up and running as quickly as possible, and give them the confidence needed to explore the world of digital imaging.​

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Now, we are proud to announce a new DVD series aimed at the digital photographer with a little more experience. Through the Eyes of a Pro is a series of training DVDs aimed at developing better photographers using digital equipment and proven approaches. Volumes 1 and 2 of this series include conversations and photo shoots with famed photographer and teacher, Tim Mantoani.

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Learn photoshop CC 2018: Step By Step From Beginner To Pro
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 44100 Hz, 2ch | 3.71 GB
Duration: 4 hours | Genre: eLearning | Language: English
In this course you will learn the basics of Photoshop and reach a professional level to create your own designs.​

In this course you will learn the basics of Photoshop and reach a professional level to create your own designs.

What Will I Learn?

Import and Export Files And Set The Size And Settings Of A Design Page.
Work With Photoshop Interface The Tools The Menus {Filters Adjustments Layer Style History Navigator etc...]
Add Fonts Brushes To Photoshop And How To Work With Them.
Edit Text And Add Effects To It And How To Make a 3D Text
Work with Colours And Change Them
Clarify The Skin Of A Character In A Professional Way
Hide Any Object From The Image Without Effecting The Whole Design
Change Image Taking In Day To Night
Change A Person Appearance
Change An Image Background
Convert Normal Image To An Animated One And How To Export It As A Video

Requirements

Photoshop CC 2018
The Desire To Learn Photoshop

Description

This Course is a complete guide in Photoshop that starts with you from scratch by explaining the software interface and how to add files and open designs it also explains all of the menus in the software until you become able to deal with the software without any help and you will reach a level where you can create your own designs by yourself in a highly professional way.

The course is very easy and simple we also provide files in open source so that you can keep up in an organized way and understand information's in a smooth way.

The lessons are organized in a practical way. we start with you step-by-step and this course is divided to two levels the first level walks you through the basics and fundamentals of the software and the second one is for the more advanced lessons in which we will create professional designs.

The main goal of this course is to help beginners reach an advanced phase in which they become able to work with advanced courses and understand them in a simple way.

You can't learn the software through advanced courses directly because you don't understand the basics and fundamentals of the software so this course gives you a complete guide to the basics and how to work with the tools of the software by explaining each and every tool with a practical lesson in which you use these tools effectively plus the advanced lessons that tests your design skills.


Who is the target audience?

Guys who have no experience in Photoshop and want to become professional designers.
Guys with simple background in Photoshop and want to improve their skills in design.
Guys who want to become freelancers and work as professional designers.

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RxJS: Getting Started
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 3 Hours | 559 MB
Genre: eLearning | Language: English​

RxJS enables you to build fast, responsive client and server web applications. This course will teach you all of the foundational building blocks of the library including Observables, Observers, Operators, Subjects, Schedulers, and much more.

RxJS and reactive programming techniques are a fundamental part of the most popular JavaScript frameworks available today. In RxJS: Getting Started, you will learn how to use all of the major pieces of the library so that you can quickly apply reactive programming techniques in your client and server web applications. First, you will learn how to create and use Observables to process asynchronous code and events. Next, you will learn how to use the built-in operators, and those you create yourself, to manipulate and shape your data so that it perfectly meets your needs. Finally, you will learn how to multicast Observables with Subjects and precisely control how your Observables are executed with Schedulers. When you're finished with this course, you will have a foundational understanding of RxJS that will help you build fast, responsive apps whether you're using RxJS alone or as part of a larger JavaScript application framework.

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Dan Gerhartz - In The Studio with Her Mother's Locket (DVD3)
DVDRip | English | AVI | 560 x 416 | XviD ~1964 kbps | 29.970 fps
Genre: eLearning Video / Drawing, Painting
AC-3 128 Kbps 48.0 KHz | 2 channels | 1h 30min | 1.37 GB​

We spent a full week in Dan Gerhartz's studio filming the entire painting process of this beautiful work. Painted for gallery sale, the painting recently sold to a private collector. This is not the typical demonstration painting seen in workshops. It was painted over a period of four days, and Dan spares nothing in his commentary to explain the reasons he paints in the manner he does.

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Dan receives countless invitations to teach workshops around the country, but his gallery and show obligations prevent him from scheduling more than one or two per year. To be able to reach the painters who want to study with him, but can't, he filmed these videos in answer to that need.

A warm and giving instructor, he offers more than a workshop in this program, where he is able to paint at his own pace in the familiar surroundings of his spacious studio and local models.

If you have ever wanted to look over the shoulder of a master painter and see the model he is painting, this is the video that will allow you to experience that desire. Take a visual tour of his studio and the environment in which he paints, and you will feel as if you are there during the entire creative process.

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Java Collections and Generics for Beginners
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 48000 Hz, 2ch | 1.23 GB
Duration: 2 hours | Genre: eLearning | Language: English

Learn the concept of Generics in Java and how to use them along with Java Collections Framework​

What Will I Learn?

Understand the concept of Java Generics
Understand how to use different classes/interfaces of Java Collections Framework

Requirements

Basic knowledge of Java Object-Oriented concepts is required

Description

This course is for anyone who wants to understand the concept of Generics in Java and how to use them along with Java Collections Framework. Java Collections and Generics is one of the most important topics in Java programming language. In industry projects, there is a heavy use of Collections and Generics. It is really essential to get hands-on experience on different Java collections. This course will teach you how generics are used, the benefits of using them, how generics provide us type-safety etc. It will also make you familiar with some of the most commonly used collections. This course is highly practical-base and main focus is on practicals rather than the theory.

Some of the highlights of this course:-

A total hands-on development course.
All basic fundamentals of Collections and Generics will be covered.
All concepts explained with practical examples and very few power-point presentations.
Very simple language used while explaining so that it's easily understood.

As it's a short course, it won't be boring at all. You need to invest only around 2-3 hours of your time. I believe you will enjoy this course and learn a lot. Happy Coding

Who is the target audience?

Anyone who wants to understand the concept of Generics in Java and how they are used along with Java Collections Framework.
Anyone who wants use Java Collections in their projects.

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Getting Started with Endpoint Log Analysis
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 2 Hours | 334 MB
Genre: eLearning | Language: English​

In this course on machine data, you will explore the details of the data that our electronic devices generate. This will be through the use of analysis techniques that will hone your skills to identify malicious activity in a simulated enterprise.

In today's cybersecurity landscape, the threats are everywhere. Our environments can be compromised from too many attack vectors, both from inside of our network and outside of it. This makes monitoring operations extremely difficult to keep up with. As we include more and more technology within our infrastructure, the amount of machine data that we generate increases as well, and it's this data that will help us determine malicious activity. In this course, Getting Started with Endpoint Log Analysis, you will learn the skills needed to be able to parse and analyze machine data. First, you will explore what machine data is. Next, you will learn how to inspect machine data, and recognize recon activity. Finally, you will discover how to analyze and search machine data, as well as learn to use machine data to track attacker activity. When you are finished with this course, you will have foundational knowledge about machine data and be able to assist in the continuous monitoring operations within your environment.

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Complete Regular Expressions Bootcamp - Go from zero to hero
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 48000 Hz, 2ch | 325 MB
Duration: 4 hours | Genre: eLearning | Language: English
Learn Regular Expressions (Regex) for Javascript Python PHP PERL Ruby Unix etc with Exercises Step by Step and Easy way.​

Learn Regular Expressions (Regex) for Javascript Python PHP PERL Ruby Unix etc with Exercises Step by Step and Easy way.

What Will I Learn?

You will learn about Regular Expressions, their logic and philosophy
You will be able to use Regular Expressions and understand it
Able to work with data, search and match information required
Learn a skill needed by all who use Computer
Programmers will save time and write better code

Requirements

No Prior knowledge about Regular Expressions is required.
A PC or Mac

Description

Hello and Welcome to the complete Regular Expressions Bootcamp - Learn how to use Regular Expression or regex from scratch. This course will help you to go from zero to hero in Regex for all Programming languages.

Regular Expressions are made easy so that everyone can understand with examples. If you are a student or office worker, learn the skill with in a day or a few days depending on your schedule.

This course is designed such that you learn Regular Expressions efficiently and FAST with logic and philosophy of regex. You don't have to copy regex code but you learn the skill its idea and application.

Complex topics like Assertions, lookaround lookahead and lookbehind simplified so that everyone can understand.

Who is the target audience?

Anyone who wants to learn Regular Expressions efficiently and FAST
Beginners, Programmers, developers
Anyone who deals with data like data worker, data scientist
Students facing a hard time learning Regular expressions

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