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Linear Regression with Python

Linear Regression with Python
MP4 | Video: AVC 1306 x 706 | Audio: AAC 44KHz 2ch | Duration: 1H 4M | 201.05 MB
Genre: eLearning | Language: English

Create a linear regression algorithm with Python in this 8-part video series:

Introducing Linear Regression. This first clip in this Linear Regression series introduces you to one of the most popular machine learning algorithms. Learn the key concepts in linear regression including Targets, Predictors, Outliers, and Independent and Dependent Variables. Understand the five assumptions that must be in place to perform linear regression: linear relationship, multivariate normality, little or no multicollinearity, no auto-correlation, and homoscedasticity. Be able to distinguish simple regression from multiple linear regression.
Loading Data into Pandas. This second clip in this Linear Regression series shows you how to load data from different sources into Pandas. Pandas is a software library written for the Python programming language used for data manipulation and analysis. Follow along and master the read_csv() function.
Handling Missing Values in Pandas and Python. This third clip in this Linear Regression series explains the different reasons why data can be missing, including due to incomplete extracts and corrupt data. Follow along and apply various approaches in handling missing data, including deleting rows, substituting values such as replacing the missing values with the mean of the data (for numeric only), and using dummy values such as "unknown" (for string data).
Visualizing Data in Python. This fourth clip in this Linear Regression series explains data visualization in Python. Follow along and practice data visualization using Matplotlib for both functional and object-oriented methods.
Splitting Data During Linear Regression. This fifth clip in this Linear Regression series shows you how to split data to avoid overfitting when performing linear regression. Follow along and use the scikit-learn library to split the data.
Creating a Linear Regression Model Using Python. This sixth clip in this Linear Regression series shows you how to create a linear regression model using python and several libraries. Follow along and apply the techniques from the previous clips to "put the pieces together" and apply linear regression.
Evaluating the Linear Regression Model. This seventh clip in this Linear Regression series shows you how to evaluate the linear regression model you created, using Root Mean Squared Error (RMSE) and R-squared (R2). Follow along and apply both RMSE and R2 to measure the accuracy of your model.
Making Predictions Using the Linear Regression Model. This eighth clip in this Linear Regression series shows you how to make predictions based on a linear regression model. Follow along and predict future values using your model.

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Technics Publications - PHP Essentials

Technics Publications - PHP Essentials
MP4 | Video: AVC 1270 x 720 | Audio: AAC 44KHz 2ch | Duration: 1H 36M | 360.88 MB
Genre: eLearning | Language: English

Master how to script in PHP for web development in this ten-part video series, covering:

PHP Overview. This first clip in this PHP video series explains PHP and how it allows web developers to create dynamic content that interacts with databases.
PHP Setup. This second clip in this PHP video series shows you how to set up the PHP environment. We will use the Notepad++ Integrated Development Environment (IDE) and the WAMP local server.
PHP Basic Components. This third clip in this PHP video series covers the basic components and syntax of PHP. Practice working with the PHP variable types of integers, doubles, Booleans, NULLs, and strings. Practice applying arithmetic, comparison, logical, assignment, and conditional operator types. Create if, elseif, and else decision making statements. Create write for, while, do.while, and foreach loops.
PHP Basic Web Development. This fourth clip in this PHP video series gets you started with PHP web development. Learn about browser identification and platform, environment variables, html forms, and browser redirection.
PHP GET and POST. This fifth clip in this PHP video series explains and shows you how to use the GET and POST methods.
PHP Functions. This sixth clip in this PHP video series covers everything you need to know about PHP functions, including what they are, their various types, and how to define them. Also practice creating functions with parameters.
PHP Cookies. This seventh clip in this PHP video series explains cookies and how to create them PHP. Learn about the three steps of identifying, returning, and using cookies. Learn about the setcookie, isset, and deletecookie functions.
PHP Sessions. This eighth clip in this PHP video series explores the Session, which is an alternative way to make data accessible across the various pages of a website. Learn how to create and destroy sessions.
PHP File Upload. This ninth clip in this PHP video series shows you how to upload files to a server using PHP.
PHP and MySQL. This tenth clip in this PHP video series shows you how to connect PHP to a MySQL database using a user authentication demo as an example.

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Technics Publications - Version Control with Git and Github

Technics Publications - Version Control with Git and Github
MP4 | Video: AVC 1254 x 704 | Audio: AAC 44KHz 2ch | Duration: 1H 12M | 229.56 MB
Genre: eLearning | Language: English

Become a version control expert using Git and Github in this ten-part video series. Learn about the environment needed for version control and become proficient in both Git and GitHub through these ten topics:

Video Series Overview. This first clip in this Git and Github version control series provides an overview to the complete video series.
Importance of Version Control. This second clip in this Git and Github version control series explains why version control is so important to software development.
How Version Control Works. This third clip in this Git and Github version control series shows how version control works. Learn about both the client and server side, and how changes are tracked and committed. Learn how merge conflicts are managed and reconciled.
Git and Github Essentials. This fourth clip in this Git and Github version control series provides an overview to the distributed version control system called Git and the online service called Github.
Setting up the Git and Github Environment. This fifth clip in this Git and Github version control series walks you through installing and setting up the Git and Github Environment.
Git and Github Basic Functionality. This sixth clip in this Git and Github version control series provides a hands-on session to the basic functionality within Git and Github.
Git and Github in Action. This seventh clip in this Git and Github version control series shares an example of how Teamwork works with both Git and Github. Also learn how to use branching and merging.
Pull Requests. This eighth clip in this Git and Github version control series dives into pull requests and how it allows us to work in a more cohesive and cooperative group which facilitates communication.
Git Stash and Git Log. This ninth clip in this Git and Github version control series covers two very important Git features: Git Stash and Git Log.
Github Interface. This tenth clip in this Git and Github version control series explains the Github interface in depth. Also learn what the next steps would be to continue your education with Git, Github, and version control.

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Communication Essentials

Communication Essentials
MP4 | Video: AVC 1280 x 720 | Audio: AAC 48KHz 2ch | Duration: 1H 48M | 4.37 GB
Genre: eLearning | Language: English

The Communication Essentials course is equally helpful for managers and professionals at all levels as it develops the sound communication skills in them required for effective working relationships. This training course provides the communication skills required to handle day-to-day situations in any organization with a flexible, genuine, and self-confident approach, and helps the candidates to build collaborative relationships based on professionalism, trust and mutual respect.

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Data and Process Resource Management: Resource and Business Cycles Module

Data and Process Resource Management: Resource and Business Cycles Module
MP4 | Video: AVC 960 x 720 | Audio: AAC 44KHz 2ch | Duration: 45M | 295.17 MB
Genre: eLearning | Language: English

Hear legendary Michael Brackett talk about data and process resource management in this second module on resource and business cycles management.

Formal development and management of a combined Data / Processes Resource with a supporting Data / Processes Culture begins with the concept of a business environment and a business niche within that environment where an organization operates. Observation of the organization's business niche drives a formal Data Resource Cycle and a formal Processes Resource Cycle, that leads to an interdependent Data / Processes Resource, that fully supports an organization's business operations. Each cycle is managed according to a formal method that ensures the integrity and qualify of a Data / Processes Resource.

The Data Resource Cycle and the Processes Resource Cycle each has four states-a business niche state, a business state, a proper state, and an implement state-that begins with observation of the business niche and ends with operation in that business niche. Each cycle has four phases-a realize phase, a formalize phase, a customize phase, and a utilize phase-representing formal transitions between the states. Each cycle is guided by three laws, supported by 12 rules, that ensure formal transition through the states. Any violation of the formal cycles results in compromised integrity and quality of the Data / Processes Resource that adversely impacts an organization's business.

The two cycles come together in their respective realize phases to provide the interdependent data resource and processes resource necessary for an organization to conduct its business. The Business Cycle consists of observation of an organization's business niche to evaluate the business; the use of processes, and the storage and retrieval of data to support the business; and operation in the business niche.

The Data / Processes Resource Management series presents concepts, principles, and techniques, formal terms with denotative definitions, and the benefits of evolving to formal management of a combined data / processes resource. The series is beneficial for technical data and processes professionals, business professionals, and their respective managers.

Michael Brackett has in data management for over 50 years. During that time, he developed many innovative concepts, principles, and techniques for managing data as a critical resource of an organization. He published 12 technical books and over 50 technical articles on data management, and three speculative business fiction books on data management, processes management, and business architecture. He is a prominent speaker at local, national, and international conferences, and is considered a legend in data resource management. He has been a member of DAMA since 1985, and saw the establishment of DAMA National in 1986 and DAMA International in 1988. He was President of DAMA International 2000 through 2003, and established the DAMA International Foundation in 2004. He received DAMA International's Lifetime Achievement Award in 2006 for his pioneering work in data resource management.

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Python for complete Beginners | Latest Python 3.7.2 - 2019

Python for complete Beginners | Latest Python 3.7.2 - 2019
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 48000 Hz, 2ch | 1.26 GB
Duration: 3 hours | Genre: eLearning Video | Language: English

Getting started with Pyhon 3 in 3 Hours and a cup of Coffee from Non Programmer to Programmer


What you'll learn

Learn to Code python 3.7.2
Become programmer from Non Programmer
Logic Building and Applying in program
Get the computer done your job by writing programs
New Python Syntax used in Python 3 plus

Requirements

Nothing Just a zeal to learn and a computer and internet

Description

This course will treat you as a complete Non Programmer and will take you through from very basics. By the end of this course you will be able to write good enough python programs.

Will start from very basics and explain each and every concept in detail -

Will get you on board slowly and then explain the basic python concepts by code example.

Each and every theory concept is backed by code example.

Data Types

Operators

Function

Control Flow

Sample Programs

Who this course is for:

Who want to become a programmer
who want to learn an famous and interesting programming language : Python

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Overcome Stage Fright and Performance Anxiety (Updated)

Overcome Stage Fright and Performance Anxiety (Updated)
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 44100 Hz, 2ch | 5.35 GB
Duration: 5.5 hours | Genre: eLearning Video | Language: English

Learn the exact steps to overcoming stage fright and performance anxiety based on scientific approach used in therapy.

What you'll learn

Core concepts from psychology and life coaching to help you with your journey
Important terms and definitions
Action plan to overcome stage fright
Action plan to overcome performance anxiety
Action plan for those with social anxiety
Increase Your Level of Confidence on Stage
Take Control of Your Life
Improve Self-Esteem
Feel Comfortable in Your Own Skin
Learn Powerful Strategies for Building Confidence

Requirements

English Language
Internet Access
A Desire To Overcome Stage Fright

Description

"It took me 10 years to get on stage, but I can't say that I wasted all this time. All this time I've spent learning why I cannot get on stage and what can I do to overcome that fear. Today, I can share this knowledge with you, so that you don't have to waste any more time." - Farukh A.

In this course you will learn the EXACT STEPS that are required to overcome stage fright and performance anxiety. This course is not a motivational talk, however. It is not a subliminal strategy to boost your confidence level, a quick fix or a 5 minute cool weird trick either. As a dancer and musician, who suffered from stage fright and performance anxiety for a very long time, I know that these strategies do not work because their results are not real! Yea, I tried all of them myself! In this course, you will get the actual steps that you need to take in order to overcome your stage fright and performance anxiety. These steps are based on scientific research used in behavioral therapy to treat patients with phobias. These exact same steps, helped me overcome stage fright and performance anxiety and actually do the show and play live, something I dreamed about for a very long time!

While you will find A LOT of information throughout this course that will help you build confidence on stage, simply lacking confidence and a stage fright are two completely different things. To overcome the second, it takes someone who actually knows how it feels to have stage fright and performance anxiety, and also, someone knowledgeable in psychology. Well, as a life coach, I have spent a fair share of time helping my clients overcome different barriers in life and being an artist myself, I enjoy helping other artists to overcome their fears and anxieties.

Student testimonials: "What a fantastic course! I did not expect that honestly. This is what I call a real world application. There is not sugar coating, just a straightforward approach. If you do not succeed achieving your goal after going through this course, then you are just not working hard and consistently enough on achieving them. Well done Farukh!" - Jb

"Very interesting approach. Definitely nothing like I've learned so far from other sources. I feel like this is the only way to help yourself overcoming the stage fright!" - Jason P

Here is how I look at it, if we have a fear, anxiety or stress regarding something. as long as this condition is not immobilizing and we can continue functioning and moving forward and progressing, it is all good, because we are in control. However, a lot of times these conditions stop us from achieving our goals. For me, the stage fright and performance anxiety prevented me for about 10 years to step on stage and do what I enjoy doing! 10 years! And as you have noticed, this course is not promising miracle results. I want to be as honest and authentic with you as possible. Overcoming stage fright and performance anxiety might take 3 months as it took for me, and it can also take years. I think 3 months is a fantastic result considering that I could not get on stage for 10 years. What do you think? Are you ready to start this journey?

Who this course is for:

Musicians
Dancers
Comedians
Other entertainers and performers
Artists
Public speakers
Professional athletes
Anybody else who wants to overcome stage fright

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Fundamental of GIS & Web GIS: ArcGIS, Online&Cloud,GeoServer

Fundamental of GIS & Web GIS: ArcGIS, Online&Cloud,GeoServer
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 44100 Hz, 2ch | 1.44 GB
Duration: 2 hours | Genre: eLearning Video | Language: English

Do you want to start GIS and Web GIS Career with proper guideline and Basic Knowledge of both of these, then Download.!!

What you'll learn

What is GIS?
Introducing Web GIS
Introducing ArcGIS Online with Application Interface
Introducing Geoserver Web Admin Page with OpenLayer Interface
Introducing GIS Cloud with Web GIS Output Interface
What is ArcGIS?
ArcCatalog, ArcMap, ArcGlobe and ArcScene
Basic of MapBox, Google Maps API and LeafletJS
How to Start Learning Web GIS, Programming Languages for Web GIS, Open Source Web GIS Platforms and Future of Web GIS
OpenStreetMap Overview
ArcScene Interface including Menu Bar and Tools
Introducing ArcGlobe, Add OpenStreetMap, Add Base Map and Add Shapefile
Desktop GIS vs Web GIS
ArcMap Interface, Table of Content, Map View, Search, Menu Bar and Tools
Web GIS Career
Basic Steps of Web GIS
List of Open Source Web GIS
Functionalities of GIS

Requirements

Student just needs the Interest on GIS and Web GIS
Nothing Else

Description

Are you thinking like this.

You have huge interest on GIS and Web GIS but didn't get any proper learning material or course from Internet.

Do you want to know Basic ofGeoServer, ArcGIS Online and GIs Cloud

You want make yourself confident to start Web GIS Career

You are searching for cheap course of GIS and Web GIS but having huge detail material, lectures, topics and material

You want to learn basic of OpenStreetMap.

You want to know not only ArcMap, but also basic knowledge of other softwares inside ArcGIS including ArcScene, ArcCatalog and ArcGlobe

You are searching for Cool and enjoyable lectures of GIS and Web GIS with Practical description.

Do you want to learn Basic knowledge of all Open source Web GIS

Then This course is for you, Because this course.

Has Proper Learning Material

Has 3 sections for Introducing GeoServer, ArcGIs Online and GIS Cloud with there Admin and Output Interface.

Will give you proper step by step guideline to start Web GIS Career with Use of Web GIS in many practical sectors.

Is cheapest course with 22 lectures, 6 Quiz Test and 1 Assignment and each lecture contain many topics.

Contain a lecture on OpenStreetMap Overview.

Gives you basic knowledge of ArcGIS with ArcMap, ArcGlobe, ArcCatalog, ArcScene.

Gives you Logical and Practical description of GIS and Web GIS.

Will give you basic knowledge on Open Source Web GIS including ArcGIS Online, GeoServer, GIS Cloud, Google Map API, MapBox and LeafletJS

Who this course is for:

Anyone who is interested in GIS and Web GIS can take this course.
If you want to start learning about GIS and also Web GIS with proper starting Guideline, then this course is for you
If you want proper guideline to start GIS and Web GIS Career, then this is for you

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Draw a Dinosaur #5 - A Beginner Drawing Lesson Featuring Dip Pens

Draw a Dinosaur #5 - A Beginner Drawing Lesson Featuring Dip Pens
Video: .MP4, 1280x720 | Audio: AAC, 48kHz, 2ch | Duration: 35m
Genre: eLearning | Language: English | Size: 663 MB

Learn to draw an Amargasaurus!

This is a perfect drawing lesson for both children and adults. In this lesson we will start out creating the dinosaurs body using basic large shapes. Then we will refine our drawing by adding details and erasing the guidelines. Finally, we will ink our drawing using a dip pen. Here, you will learn many tips with usingdip pens. With some practice you will have a very nice Brontosaurus drawing.

The techniques we will use can be used to draw just about anything!

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AutoCAD: Tips & Tricks (Updated 3.4.2019)

AutoCAD: Tips & Tricks (Updated 03.04.2019)
Shaun Bryant | Duration: 12 h 09 min | Video: H264 1280x720 | Audio: AAC 48 kHz 2ch | 1,76 GB | Language: English + .srt | 2019

Take your CAD skills up a notch. Work smarter, not harder, with AutoCAD. AutoCAD Tips & Tricks provides weekly tips, techniques, and workarounds to make designers like you more effective and more productive. Learn how to use AutoCAD's features in exciting new ways, customize the workspace and shortcuts to save time, create more accurate drawings with the measurement and organization tools, and more. Shaun Bryant's insights give you that competitive edge you can't get from a regular training manual. Tune in every Wednesday for a new tip!

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Revit: Tips, Tricks, and Troubleshooting (Updated 4/2019)

Revit: Tips, Tricks, and Troubleshooting (Updated 04/2019)
Paul F. Aubin | Duration: 44 h 43 m | Video: H264 1280x720 | Audio: AAC 48 kHz 2ch | 8,26 GB | Language: English + .srt | 04/2019

In this series, there's a little something for every Revit designer-beginners and seasoned users alike. Each video focuses on a specific tip, trick, or troubleshooting technique within Revit. Do you import CAD files and want to achieve consistency? Want to get more from your dimensions? Need to check all of the views in a project and see if the settings are correct? Want to consistently configure crop boxes across the entire project? What about getting all the parameters in your family content in just the right order? These are just some of the topics in store. With a new video every week, you are sure to find something useful to add to your growing arsenal of Revit tools and techniques.

Notes: The exercise files included with this course can be opened in the latest version of Revit. If you are using an older version, some files may be incompatible. Because this is an ongoing series, viewers will not receive a certificate of completion.

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Structured Note Taking Vol 2 Create a Mistakes Journal

Structured Note Taking Vol 2 Create a Mistakes Journal
HIGHEST RATED | Video: 1280x720 | Audio: AAC 48KHz 2ch | Duration: 3.5 hours | Lec: 23 | 2.74 GB | Language: English + Sub .VTT

Create a Mistakes Journal to keep track of all your mistakes so that you can find solutions and patterns in your data.
What you'll learn
Keep track of all your mistakes in one place
Avoid making the same mistake over and over by seeing historical patterns in your mistakes
Save all the solutions to your mistakes in on place
Be able to come back to mistakes you made later to find solutions
Share your mistakes with others
Get feedback from friends or mentors to get additional solution ideas for your mistakes
Learn which areas of your life are the most mistake prone

Requirements
A willingness to use structured notes

Description
Everyone makes mistakes.

Everyone has failures.

But what do you make out of those mistakes?

Out of those failures?

Do you learn from them?

Do you really learn from them?

What I mean by that is...how long does it take for you to forget what you learned?

How many times have you found yourself making the same mistake over and over again?

That's what this system is designed to solve.

It's designed to be a single place where you eventually will have years worth of data on all the mistakes you make, big and small.

But it's not just a place to store mistakes.

You could just as easily call this a "solutions" journal.

This thing....it's not just about mistakes and solutions... it's also a place to analyze both your mistake and brainstorm multiple solution options.

Over time, you will be able to come back and look at both the mistakes you've made and the solutions you've come up with to solve them.

We all have a lot going on.

It's really easy to make a mistake and forget about it hours or days later.

Sometimes you have a solution in mind, sometimes you don't.

Failure can happen because you didn't know what to do, or because you knew what to do but didn't have the will or motivation to do it.

The mistake most people make is that once they make a mistake or have a failure, then never do anything about it.

They never address the issue.

And often times the problem, as well as the solution, have to do with the systems you have operating in your life.

So when you let a problem fester, you opening up yourself to a lot of other related and down stream problems.

The mistakes journal also has a mechanism for you to track the progress on the solution to each mistake so you know if the solution has been implemented or not.

One mistake may cost you a little, it may cost you a lot.

But a lot of little mistakes also cost you a lot.

Especially when you are making the same mistakes over and over and over again.

Over the course of the next new months and years, you should expect to save hundreds if not thousands of dollars worth of your own time, money, energy and opportunity cost by keeping an organized mistakes journal.

Who this course is for?
Professionals who want to improve their work performance
Entrepreneurs who want to avoid making costly mistakes
Students who want to prevent themselves from making duplicate mistakes

Homepage

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